Neural Networks with MNIST

Data Ingestion

# seed value for random number generators to obtain reproducible results
RANDOM_SEED = 1

# import base packages 
import numpy as np
import pandas as pd
import matplotlib

#import relevant machine learning packages
import tensorflow as tf
import keras 

#other packages
import time

#set working directory
import os
os.chdir('C:\\Users\\R\\Desktop\\MSDS 422\\Assignment 6')

#import dataset from Tensorflow
from tensorflow.examples.tutorials.mnist import input_data
mnist = input_data.read_data_sets("/tmp/data/", one_hot=True)

Extracting /tmp/data/train-images-idx3-ubyte.gz
Extracting /tmp/data/train-labels-idx1-ubyte.gz
Extracting /tmp/data/t10k-images-idx3-ubyte.gz
Extracting /tmp/data/t10k-labels-idx1-ubyte.gz

Note:

Models 1, 2 and 3 will analyze how increasing the number of nodes (10, 20, 50) impacts a 2 layer model

Model 1 (2 layers, 10 nodes per layer, learning rate = .5, epochs = 10, batch size = 100)

tf.reset_default_graph()

# Set hyperparameters
learning_rate = 0.5
n_epochs = 10
batch_size = 100

image_size = 784
num_classes = 10

n_inputs = image_size
n_hidden1 = 10
n_hidden2 = 10
n_outputs = num_classes

X = tf.placeholder(tf.float32, shape = (None, n_inputs), name = 'X')
y = tf.placeholder(tf.float32, shape = (None), name = 'Y')

#Specify classifying method
with tf.name_scope("dnn"): 
    hidden1 = tf.layers.dense(X, n_hidden1, name = "hidden1", activation = tf.nn.relu) 
    hidden2 = tf.layers.dense(hidden1, n_hidden2, name = "hidden2", activation = tf.nn.relu) 
    logits = tf.layers.dense(hidden2, n_outputs, name = "outputs")

#Specify method to compute loss
with tf.name_scope("loss"): 
    xentropy = tf.nn.softmax_cross_entropy_with_logits(labels = y, logits = logits) 
    loss = tf.reduce_mean(xentropy, name = "loss")

#Specify training method
with tf.name_scope("train"):
    optimizer = tf.train.GradientDescentOptimizer(learning_rate = learning_rate) 
    training_op = optimizer.minimize(loss)

#Specify evaluation method
labels = tf.argmax(y, -1)

with tf.name_scope("eval"):
    correct = tf.nn.in_top_k(logits, labels, 1) 
    accuracy = tf.reduce_mean(tf.cast(correct, tf.float32))
    loss = tf.reduce_mean(xentropy, name = "loss")

init = tf.global_variables_initializer() 

%%time
with tf.Session() as sess:
    init.run()
    for epoch in range(n_epochs): 
        for iteration in range( mnist.train.num_examples // batch_size): 
            X_batch, y_batch = mnist.train.next_batch(batch_size) 
            sess.run(training_op, feed_dict ={ X: X_batch, y : y_batch}) 
            acc_train = accuracy.eval(feed_dict ={ X: X_batch, y : y_batch}) 
            acc_val = accuracy.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels})
            loss_train = loss.eval(feed_dict = { X: X_batch, y : y_batch})
            loss_val = loss.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels}) 
            print("Epoch:", epoch, "---Training accuracy:---", acc_train, "Training Loss:",loss_train,"---Validation accuracy:---", acc_val, "Validation Loss:", loss_val)  

Epoch: 0 ---Training accuracy:--- 0.1 Training Loss: 2.2626557 ---Validation accuracy:--- 0.078 Validation Loss: 2.2781837
Epoch: 0 ---Training accuracy:--- 0.16 Training Loss: 2.2032392 ---Validation accuracy:--- 0.0966 Validation Loss: 2.2477267
Epoch: 0 ---Training accuracy:--- 0.11 Training Loss: 2.210988 ---Validation accuracy:--- 0.1084 Validation Loss: 2.239252
Epoch: 0 ---Training accuracy:--- 0.15 Training Loss: 2.0570135 ---Validation accuracy:--- 0.0976 Validation Loss: 2.3596864
Epoch: 0 ---Training accuracy:--- 0.1 Training Loss: 2.267749 ---Validation accuracy:--- 0.1242 Validation Loss: 2.2703063
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 2.1849194 ---Validation accuracy:--- 0.1502 Validation Loss: 2.223752
Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.1740236 ---Validation accuracy:--- 0.207 Validation Loss: 2.1903005
Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 2.1103039 ---Validation accuracy:--- 0.1972 Validation Loss: 2.1535132
Epoch: 0 ---Training accuracy:--- 0.2 Training Loss: 2.1133032 ---Validation accuracy:--- 0.204 Validation Loss: 2.134927
Epoch: 0 ---Training accuracy:--- 0.2 Training Loss: 2.0684545 ---Validation accuracy:--- 0.2164 Validation Loss: 2.1027672
Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 1.9814291 ---Validation accuracy:--- 0.2302 Validation Loss: 2.0632792
Epoch: 0 ---Training accuracy:--- 0.2 Training Loss: 2.0272272 ---Validation accuracy:--- 0.2446 Validation Loss: 2.0253472
Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.9497747 ---Validation accuracy:--- 0.3 Validation Loss: 1.9604985
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.8918883 ---Validation accuracy:--- 0.3118 Validation Loss: 1.9310354
Epoch: 0 ---Training accuracy:--- 0.36 Training Loss: 1.8548639 ---Validation accuracy:--- 0.321 Validation Loss: 1.8755583
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.8514577 ---Validation accuracy:--- 0.2926 Validation Loss: 1.9294186
Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.0204864 ---Validation accuracy:--- 0.2006 Validation Loss: 2.1002035
Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.9057285 ---Validation accuracy:--- 0.3098 Validation Loss: 1.8998053
Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.810942 ---Validation accuracy:--- 0.3002 Validation Loss: 1.784459
Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.6141744 ---Validation accuracy:--- 0.331 Validation Loss: 1.677868
Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.5493811 ---Validation accuracy:--- 0.3466 Validation Loss: 1.6400012
Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.5704881 ---Validation accuracy:--- 0.3806 Validation Loss: 1.674139
Epoch: 0 ---Training accuracy:--- 0.31 Training Loss: 1.5612292 ---Validation accuracy:--- 0.3008 Validation Loss: 1.5950661
Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.4979123 ---Validation accuracy:--- 0.3632 Validation Loss: 1.6700779
Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 1.638879 ---Validation accuracy:--- 0.3056 Validation Loss: 1.5818084
Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.565747 ---Validation accuracy:--- 0.3528 Validation Loss: 1.5985734
Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.6070485 ---Validation accuracy:--- 0.3728 Validation Loss: 1.5832992
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.648147 ---Validation accuracy:--- 0.4054 Validation Loss: 1.6082066
Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.4976391 ---Validation accuracy:--- 0.4386 Validation Loss: 1.5201538
Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.2237192 ---Validation accuracy:--- 0.353 Validation Loss: 1.4888568
Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.4640447 ---Validation accuracy:--- 0.4288 Validation Loss: 1.6528226
Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.5522991 ---Validation accuracy:--- 0.3512 Validation Loss: 1.6894697
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.5512623 ---Validation accuracy:--- 0.558 Validation Loss: 1.561277
Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 1.290262 ---Validation accuracy:--- 0.5836 Validation Loss: 1.4683455
Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.464612 ---Validation accuracy:--- 0.4486 Validation Loss: 1.6115587
Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.4581006 ---Validation accuracy:--- 0.4646 Validation Loss: 1.5817729
Epoch: 0 ---Training accuracy:--- 0.42 Training Loss: 1.6221192 ---Validation accuracy:--- 0.3722 Validation Loss: 1.6905364
Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.493872 ---Validation accuracy:--- 0.4998 Validation Loss: 1.4545691
Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.1849761 ---Validation accuracy:--- 0.5872 Validation Loss: 1.3177571
Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 1.1640967 ---Validation accuracy:--- 0.6072 Validation Loss: 1.2207808
Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.1826835 ---Validation accuracy:--- 0.5488 Validation Loss: 1.2137312
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.2566061 ---Validation accuracy:--- 0.4866 Validation Loss: 1.4087152
Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.495062 ---Validation accuracy:--- 0.5326 Validation Loss: 1.467082
Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.2993982 ---Validation accuracy:--- 0.4672 Validation Loss: 1.6316429
Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.8649123 ---Validation accuracy:--- 0.434 Validation Loss: 1.6833187
Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.5821918 ---Validation accuracy:--- 0.462 Validation Loss: 1.4742609
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.2224121 ---Validation accuracy:--- 0.6146 Validation Loss: 1.2760187
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.80930114 ---Validation accuracy:--- 0.6158 Validation Loss: 1.1666312
Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.1832334 ---Validation accuracy:--- 0.5622 Validation Loss: 1.189112
Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 0.98455465 ---Validation accuracy:--- 0.6556 Validation Loss: 1.0650557
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.998731 ---Validation accuracy:--- 0.6444 Validation Loss: 1.0844523
Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.3126273 ---Validation accuracy:--- 0.6206 Validation Loss: 1.1873323
Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.32526 ---Validation accuracy:--- 0.5014 Validation Loss: 1.2398375
Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.176985 ---Validation accuracy:--- 0.5758 Validation Loss: 1.305824
Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.3493329 ---Validation accuracy:--- 0.5336 Validation Loss: 1.3718557
Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.1758316 ---Validation accuracy:--- 0.5992 Validation Loss: 1.1724825
Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.9647705 ---Validation accuracy:--- 0.653 Validation Loss: 1.0619144
Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.8346613 ---Validation accuracy:--- 0.6854 Validation Loss: 1.0182508
Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.9514857 ---Validation accuracy:--- 0.6298 Validation Loss: 1.0520028
Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 1.0259159 ---Validation accuracy:--- 0.627 Validation Loss: 1.0789034
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.85023665 ---Validation accuracy:--- 0.6794 Validation Loss: 0.9738603
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.9199345 ---Validation accuracy:--- 0.702 Validation Loss: 1.0513184
Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 0.977596 ---Validation accuracy:--- 0.6224 Validation Loss: 1.1111155
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.94015473 ---Validation accuracy:--- 0.6936 Validation Loss: 1.0349663
Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.79285616 ---Validation accuracy:--- 0.7214 Validation Loss: 0.92852736
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.81314886 ---Validation accuracy:--- 0.6462 Validation Loss: 0.95111835
Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.90433306 ---Validation accuracy:--- 0.619 Validation Loss: 1.1857744
Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.6791171 ---Validation accuracy:--- 0.4638 Validation Loss: 1.5524135
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 1.0801111 ---Validation accuracy:--- 0.5668 Validation Loss: 1.2427639
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 1.0302682 ---Validation accuracy:--- 0.6708 Validation Loss: 1.0608238
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.92298335 ---Validation accuracy:--- 0.7446 Validation Loss: 0.9087535
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.7218088 ---Validation accuracy:--- 0.7844 Validation Loss: 0.80929446
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.7204239 ---Validation accuracy:--- 0.7444 Validation Loss: 0.8109835
Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.1548635 ---Validation accuracy:--- 0.6468 Validation Loss: 1.0638448
Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.4646666 ---Validation accuracy:--- 0.569 Validation Loss: 1.6427045
Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.3012477 ---Validation accuracy:--- 0.5348 Validation Loss: 1.4702023
Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 1.0312573 ---Validation accuracy:--- 0.6246 Validation Loss: 1.1341196
Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.8950244 ---Validation accuracy:--- 0.6556 Validation Loss: 1.0165305
Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.74210376 ---Validation accuracy:--- 0.6526 Validation Loss: 1.035843
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.7551535 ---Validation accuracy:--- 0.6874 Validation Loss: 0.9657581
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.91419923 ---Validation accuracy:--- 0.6784 Validation Loss: 1.0142248
Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 1.0545985 ---Validation accuracy:--- 0.6902 Validation Loss: 0.98509336
Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 1.0122306 ---Validation accuracy:--- 0.6498 Validation Loss: 1.1364067
Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 1.0021511 ---Validation accuracy:--- 0.6342 Validation Loss: 0.97068506
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.89127237 ---Validation accuracy:--- 0.6802 Validation Loss: 0.9184053
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.783516 ---Validation accuracy:--- 0.7334 Validation Loss: 0.83182716
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.70484865 ---Validation accuracy:--- 0.7146 Validation Loss: 0.86390275
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.6616304 ---Validation accuracy:--- 0.7682 Validation Loss: 0.83732444
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.8423777 ---Validation accuracy:--- 0.7568 Validation Loss: 0.8131132
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.6445925 ---Validation accuracy:--- 0.7688 Validation Loss: 0.8061658
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.59576464 ---Validation accuracy:--- 0.7808 Validation Loss: 0.720341
Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.65718627 ---Validation accuracy:--- 0.7752 Validation Loss: 0.8273744
Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.1261221 ---Validation accuracy:--- 0.6108 Validation Loss: 1.2262694
Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.4412159 ---Validation accuracy:--- 0.6662 Validation Loss: 1.0850973
Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.87167543 ---Validation accuracy:--- 0.6398 Validation Loss: 1.1356792
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.760956 ---Validation accuracy:--- 0.7562 Validation Loss: 0.8256799
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.5753165 ---Validation accuracy:--- 0.7894 Validation Loss: 0.6870204
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.44638383 ---Validation accuracy:--- 0.8058 Validation Loss: 0.6676738
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.59012914 ---Validation accuracy:--- 0.7668 Validation Loss: 0.7844789
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.9207196 ---Validation accuracy:--- 0.6894 Validation Loss: 1.0371405
Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 1.2674464 ---Validation accuracy:--- 0.6094 Validation Loss: 1.5022789
Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.970491 ---Validation accuracy:--- 0.4542 Validation Loss: 1.9562535
Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.6077073 ---Validation accuracy:--- 0.4768 Validation Loss: 1.4631886
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.91121745 ---Validation accuracy:--- 0.6252 Validation Loss: 1.1129125
Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 1.0891461 ---Validation accuracy:--- 0.651 Validation Loss: 1.0901068
Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.1117778 ---Validation accuracy:--- 0.6104 Validation Loss: 1.1498362
Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.9978088 ---Validation accuracy:--- 0.611 Validation Loss: 1.2425756
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.7185506 ---Validation accuracy:--- 0.6662 Validation Loss: 0.9694911
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.7024725 ---Validation accuracy:--- 0.7846 Validation Loss: 0.74054605
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.6597777 ---Validation accuracy:--- 0.8052 Validation Loss: 0.6733626
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.6938359 ---Validation accuracy:--- 0.7948 Validation Loss: 0.7049865
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.43636835 ---Validation accuracy:--- 0.779 Validation Loss: 0.69863033
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.8054843 ---Validation accuracy:--- 0.6974 Validation Loss: 1.0109967
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.8480494 ---Validation accuracy:--- 0.683 Validation Loss: 0.9950863
Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.8136299 ---Validation accuracy:--- 0.7024 Validation Loss: 0.9413829
Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.8318068 ---Validation accuracy:--- 0.7062 Validation Loss: 0.7976922
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.57568204 ---Validation accuracy:--- 0.812 Validation Loss: 0.6829629
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.51005197 ---Validation accuracy:--- 0.8264 Validation Loss: 0.6240037
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.6193458 ---Validation accuracy:--- 0.7832 Validation Loss: 0.71291244
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.62706107 ---Validation accuracy:--- 0.7718 Validation Loss: 0.72181433
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.48902497 ---Validation accuracy:--- 0.7916 Validation Loss: 0.6734887
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.7580318 ---Validation accuracy:--- 0.7722 Validation Loss: 0.760674
Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.69507337 ---Validation accuracy:--- 0.7604 Validation Loss: 0.8462916
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.9462337 ---Validation accuracy:--- 0.6504 Validation Loss: 1.0230472
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.6745842 ---Validation accuracy:--- 0.7844 Validation Loss: 0.7032839
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.6387493 ---Validation accuracy:--- 0.8108 Validation Loss: 0.6512788
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.46892288 ---Validation accuracy:--- 0.7862 Validation Loss: 0.6939026
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.41805595 ---Validation accuracy:--- 0.842 Validation Loss: 0.59586066
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.51404965 ---Validation accuracy:--- 0.8174 Validation Loss: 0.6187801
Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.875904 ---Validation accuracy:--- 0.7102 Validation Loss: 0.967378
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.9028749 ---Validation accuracy:--- 0.703 Validation Loss: 1.1051717
Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.8837861 ---Validation accuracy:--- 0.7146 Validation Loss: 0.8722666
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.4948532 ---Validation accuracy:--- 0.8134 Validation Loss: 0.6604497
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.6099546 ---Validation accuracy:--- 0.7666 Validation Loss: 0.7453361
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.668547 ---Validation accuracy:--- 0.7088 Validation Loss: 0.8885708
Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.97038656 ---Validation accuracy:--- 0.706 Validation Loss: 0.89783645
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 1.0120205 ---Validation accuracy:--- 0.7386 Validation Loss: 0.94137126
Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.8168303 ---Validation accuracy:--- 0.7348 Validation Loss: 0.87119704
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.47604102 ---Validation accuracy:--- 0.8168 Validation Loss: 0.6387886
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.55598223 ---Validation accuracy:--- 0.8492 Validation Loss: 0.56295216
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.532978 ---Validation accuracy:--- 0.8096 Validation Loss: 0.6396119
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5473241 ---Validation accuracy:--- 0.843 Validation Loss: 0.5933942
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.4651484 ---Validation accuracy:--- 0.8118 Validation Loss: 0.6342339
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3432634 ---Validation accuracy:--- 0.8552 Validation Loss: 0.5454339
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.4526409 ---Validation accuracy:--- 0.864 Validation Loss: 0.51616716
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.47907984 ---Validation accuracy:--- 0.8466 Validation Loss: 0.56353724
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.44120744 ---Validation accuracy:--- 0.8306 Validation Loss: 0.57958543
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.61623925 ---Validation accuracy:--- 0.8152 Validation Loss: 0.6367123
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.5080493 ---Validation accuracy:--- 0.8134 Validation Loss: 0.66265595
Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.8026788 ---Validation accuracy:--- 0.715 Validation Loss: 0.97612226
Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.92684627 ---Validation accuracy:--- 0.6756 Validation Loss: 1.0640423
Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.3257452 ---Validation accuracy:--- 0.5854 Validation Loss: 1.3790609
Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 1.1679729 ---Validation accuracy:--- 0.608 Validation Loss: 1.2724053
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.76966554 ---Validation accuracy:--- 0.7334 Validation Loss: 0.77994436
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.5819242 ---Validation accuracy:--- 0.8338 Validation Loss: 0.61382
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.43618798 ---Validation accuracy:--- 0.8332 Validation Loss: 0.55413264
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.40906915 ---Validation accuracy:--- 0.8524 Validation Loss: 0.548785
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.40894988 ---Validation accuracy:--- 0.8544 Validation Loss: 0.5481277
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.5962724 ---Validation accuracy:--- 0.8162 Validation Loss: 0.62917686
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5655277 ---Validation accuracy:--- 0.7506 Validation Loss: 0.762446
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.7150147 ---Validation accuracy:--- 0.706 Validation Loss: 0.99707556
Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.6685224 ---Validation accuracy:--- 0.5804 Validation Loss: 1.381493
Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.1049523 ---Validation accuracy:--- 0.656 Validation Loss: 0.94991416
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5749442 ---Validation accuracy:--- 0.7854 Validation Loss: 0.73695517
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.4983194 ---Validation accuracy:--- 0.802 Validation Loss: 0.65832233
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.60484934 ---Validation accuracy:--- 0.814 Validation Loss: 0.62219805
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.5943496 ---Validation accuracy:--- 0.8426 Validation Loss: 0.58208543
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.42269912 ---Validation accuracy:--- 0.855 Validation Loss: 0.55228585
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.63388026 ---Validation accuracy:--- 0.8216 Validation Loss: 0.6278138
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.48426586 ---Validation accuracy:--- 0.8248 Validation Loss: 0.62571365
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.5013611 ---Validation accuracy:--- 0.8292 Validation Loss: 0.58103025
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.32079437 ---Validation accuracy:--- 0.8508 Validation Loss: 0.5307045
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.40526816 ---Validation accuracy:--- 0.85 Validation Loss: 0.5552332
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5453169 ---Validation accuracy:--- 0.8446 Validation Loss: 0.55418456
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.37227058 ---Validation accuracy:--- 0.8558 Validation Loss: 0.51157016
Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.64126986 ---Validation accuracy:--- 0.7556 Validation Loss: 0.78385663
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.89264184 ---Validation accuracy:--- 0.7508 Validation Loss: 0.9900199
Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.596671 ---Validation accuracy:--- 0.7896 Validation Loss: 0.6952332
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.3765812 ---Validation accuracy:--- 0.824 Validation Loss: 0.60789067
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.41220152 ---Validation accuracy:--- 0.826 Validation Loss: 0.60258603
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.45314792 ---Validation accuracy:--- 0.839 Validation Loss: 0.5689875
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.6895424 ---Validation accuracy:--- 0.8308 Validation Loss: 0.59197557
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.44969174 ---Validation accuracy:--- 0.8594 Validation Loss: 0.5083984
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.41790718 ---Validation accuracy:--- 0.8568 Validation Loss: 0.5402238
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.4715503 ---Validation accuracy:--- 0.8684 Validation Loss: 0.4798756
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.5204621 ---Validation accuracy:--- 0.8604 Validation Loss: 0.49987832
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3950737 ---Validation accuracy:--- 0.8718 Validation Loss: 0.48217934
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3457715 ---Validation accuracy:--- 0.8538 Validation Loss: 0.5164348
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.43959704 ---Validation accuracy:--- 0.8744 Validation Loss: 0.4746856
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.49027753 ---Validation accuracy:--- 0.8624 Validation Loss: 0.4888603
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.4142688 ---Validation accuracy:--- 0.874 Validation Loss: 0.46476376
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.26730046 ---Validation accuracy:--- 0.8534 Validation Loss: 0.5366763
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.34154254 ---Validation accuracy:--- 0.8758 Validation Loss: 0.47081083
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2476024 ---Validation accuracy:--- 0.8744 Validation Loss: 0.4658425
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.5078299 ---Validation accuracy:--- 0.831 Validation Loss: 0.56876385
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.37591946 ---Validation accuracy:--- 0.8712 Validation Loss: 0.4609157
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.43148026 ---Validation accuracy:--- 0.8232 Validation Loss: 0.6044136
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.6523116 ---Validation accuracy:--- 0.823 Validation Loss: 0.6194577
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.5941415 ---Validation accuracy:--- 0.8184 Validation Loss: 0.6279158
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.42311028 ---Validation accuracy:--- 0.8466 Validation Loss: 0.5122436
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.50229543 ---Validation accuracy:--- 0.8502 Validation Loss: 0.52209496
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.4387569 ---Validation accuracy:--- 0.8446 Validation Loss: 0.5307152
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.42941463 ---Validation accuracy:--- 0.8662 Validation Loss: 0.48469472
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.37093425 ---Validation accuracy:--- 0.8642 Validation Loss: 0.48461992
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.4310105 ---Validation accuracy:--- 0.881 Validation Loss: 0.45888066
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.30610904 ---Validation accuracy:--- 0.8782 Validation Loss: 0.45955068
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.24525419 ---Validation accuracy:--- 0.8808 Validation Loss: 0.45511737
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.4263932 ---Validation accuracy:--- 0.8658 Validation Loss: 0.49620214
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.48436153 ---Validation accuracy:--- 0.8468 Validation Loss: 0.5491208
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.5126662 ---Validation accuracy:--- 0.8404 Validation Loss: 0.54396707
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.27911255 ---Validation accuracy:--- 0.8688 Validation Loss: 0.4726515
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.31405696 ---Validation accuracy:--- 0.8518 Validation Loss: 0.5029926
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5797863 ---Validation accuracy:--- 0.7882 Validation Loss: 0.67470187
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.49099612 ---Validation accuracy:--- 0.8646 Validation Loss: 0.4959677
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3349501 ---Validation accuracy:--- 0.87 Validation Loss: 0.48419112
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.33208013 ---Validation accuracy:--- 0.8628 Validation Loss: 0.48751402
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.32448876 ---Validation accuracy:--- 0.8812 Validation Loss: 0.44759414
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3580271 ---Validation accuracy:--- 0.8566 Validation Loss: 0.50786877
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.35383195 ---Validation accuracy:--- 0.8724 Validation Loss: 0.46478966
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.37845707 ---Validation accuracy:--- 0.858 Validation Loss: 0.51151085
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3130006 ---Validation accuracy:--- 0.873 Validation Loss: 0.48214796
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.44157982 ---Validation accuracy:--- 0.8362 Validation Loss: 0.5414873
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.55012995 ---Validation accuracy:--- 0.8802 Validation Loss: 0.45967218
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3624269 ---Validation accuracy:--- 0.8682 Validation Loss: 0.49929833
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.40331483 ---Validation accuracy:--- 0.8572 Validation Loss: 0.495773
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.51630205 ---Validation accuracy:--- 0.8002 Validation Loss: 0.6602753
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.6000939 ---Validation accuracy:--- 0.7624 Validation Loss: 0.78573555
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.5586978 ---Validation accuracy:--- 0.8206 Validation Loss: 0.6075527
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.56011695 ---Validation accuracy:--- 0.8722 Validation Loss: 0.4655747
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.33890793 ---Validation accuracy:--- 0.8668 Validation Loss: 0.47761133
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.30204156 ---Validation accuracy:--- 0.8692 Validation Loss: 0.48795995
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.44823837 ---Validation accuracy:--- 0.8262 Validation Loss: 0.6242992
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.53771245 ---Validation accuracy:--- 0.849 Validation Loss: 0.5397581
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.41265002 ---Validation accuracy:--- 0.8546 Validation Loss: 0.50058484
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.27864918 ---Validation accuracy:--- 0.8692 Validation Loss: 0.4860731
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.4011267 ---Validation accuracy:--- 0.8478 Validation Loss: 0.5265793
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.3771207 ---Validation accuracy:--- 0.87 Validation Loss: 0.4822355
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2860626 ---Validation accuracy:--- 0.8802 Validation Loss: 0.45820937
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2609084 ---Validation accuracy:--- 0.8698 Validation Loss: 0.48044467
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.36537707 ---Validation accuracy:--- 0.8594 Validation Loss: 0.49699795
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.42609292 ---Validation accuracy:--- 0.8824 Validation Loss: 0.45106083
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.30496192 ---Validation accuracy:--- 0.8772 Validation Loss: 0.45175025
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2874818 ---Validation accuracy:--- 0.8888 Validation Loss: 0.42621475
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.23372617 ---Validation accuracy:--- 0.8846 Validation Loss: 0.43785885
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2692112 ---Validation accuracy:--- 0.8636 Validation Loss: 0.5034128
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.4175862 ---Validation accuracy:--- 0.845 Validation Loss: 0.52977204
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.36190242 ---Validation accuracy:--- 0.8454 Validation Loss: 0.5135425
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.34143683 ---Validation accuracy:--- 0.8814 Validation Loss: 0.43818212
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.49434936 ---Validation accuracy:--- 0.8328 Validation Loss: 0.55148786
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.3000047 ---Validation accuracy:--- 0.8626 Validation Loss: 0.4940204
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.28220105 ---Validation accuracy:--- 0.884 Validation Loss: 0.43199623
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.30301657 ---Validation accuracy:--- 0.8852 Validation Loss: 0.43620118
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.29020184 ---Validation accuracy:--- 0.8778 Validation Loss: 0.44651446
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.49000373 ---Validation accuracy:--- 0.848 Validation Loss: 0.5122592
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.42827427 ---Validation accuracy:--- 0.8396 Validation Loss: 0.5529751
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.48279655 ---Validation accuracy:--- 0.8512 Validation Loss: 0.4972145
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.42915195 ---Validation accuracy:--- 0.885 Validation Loss: 0.41811085
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3047543 ---Validation accuracy:--- 0.8718 Validation Loss: 0.4568415
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.26384372 ---Validation accuracy:--- 0.858 Validation Loss: 0.48269552
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.36700627 ---Validation accuracy:--- 0.8266 Validation Loss: 0.5769028
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.479355 ---Validation accuracy:--- 0.8146 Validation Loss: 0.6022959
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.5458984 ---Validation accuracy:--- 0.8056 Validation Loss: 0.6298678
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.5621578 ---Validation accuracy:--- 0.8056 Validation Loss: 0.6326598
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.56375986 ---Validation accuracy:--- 0.8224 Validation Loss: 0.5890706
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.6559996 ---Validation accuracy:--- 0.7816 Validation Loss: 0.7656513
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.7938551 ---Validation accuracy:--- 0.7224 Validation Loss: 0.92125666
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.5079067 ---Validation accuracy:--- 0.7946 Validation Loss: 0.61665773
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.45740205 ---Validation accuracy:--- 0.8506 Validation Loss: 0.5267885
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.40928954 ---Validation accuracy:--- 0.8738 Validation Loss: 0.46093193
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.27315986 ---Validation accuracy:--- 0.8802 Validation Loss: 0.44050157
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3308488 ---Validation accuracy:--- 0.8894 Validation Loss: 0.42169127
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.5714219 ---Validation accuracy:--- 0.8796 Validation Loss: 0.4423012
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.27529258 ---Validation accuracy:--- 0.8668 Validation Loss: 0.46901143
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.32976997 ---Validation accuracy:--- 0.8862 Validation Loss: 0.42452016
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.26904464 ---Validation accuracy:--- 0.8882 Validation Loss: 0.42324644
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5163396 ---Validation accuracy:--- 0.8798 Validation Loss: 0.43919843
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.68717176 ---Validation accuracy:--- 0.8408 Validation Loss: 0.5610169
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.4558486 ---Validation accuracy:--- 0.881 Validation Loss: 0.43980956
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.31604317 ---Validation accuracy:--- 0.87 Validation Loss: 0.4829961
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2331432 ---Validation accuracy:--- 0.8636 Validation Loss: 0.50080127
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.25196168 ---Validation accuracy:--- 0.8874 Validation Loss: 0.42145
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.22862358 ---Validation accuracy:--- 0.8894 Validation Loss: 0.41075927
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.46620902 ---Validation accuracy:--- 0.856 Validation Loss: 0.483784
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.3393928 ---Validation accuracy:--- 0.8742 Validation Loss: 0.4654251
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.40416136 ---Validation accuracy:--- 0.873 Validation Loss: 0.45058095
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.32090804 ---Validation accuracy:--- 0.8742 Validation Loss: 0.45427123
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.17260426 ---Validation accuracy:--- 0.8768 Validation Loss: 0.4523269
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.41890374 ---Validation accuracy:--- 0.8774 Validation Loss: 0.44065738
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.38681456 ---Validation accuracy:--- 0.8872 Validation Loss: 0.41958827
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.35710847 ---Validation accuracy:--- 0.8876 Validation Loss: 0.41280684
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.4350187 ---Validation accuracy:--- 0.8912 Validation Loss: 0.41148007
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3400071 ---Validation accuracy:--- 0.8942 Validation Loss: 0.40861595
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.36130303 ---Validation accuracy:--- 0.8806 Validation Loss: 0.42299873
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.43373066 ---Validation accuracy:--- 0.876 Validation Loss: 0.45889473
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.27854136 ---Validation accuracy:--- 0.8824 Validation Loss: 0.4364722
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.43440667 ---Validation accuracy:--- 0.8468 Validation Loss: 0.5109907
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.47089234 ---Validation accuracy:--- 0.8804 Validation Loss: 0.44124523
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.45190623 ---Validation accuracy:--- 0.8876 Validation Loss: 0.42456967
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.3438736 ---Validation accuracy:--- 0.8814 Validation Loss: 0.41864386
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.41279924 ---Validation accuracy:--- 0.8786 Validation Loss: 0.43839955
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.44855896 ---Validation accuracy:--- 0.8608 Validation Loss: 0.49698073
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.5987047 ---Validation accuracy:--- 0.843 Validation Loss: 0.5581532
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.5419231 ---Validation accuracy:--- 0.844 Validation Loss: 0.54056096
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.51105684 ---Validation accuracy:--- 0.8748 Validation Loss: 0.45109907
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3355319 ---Validation accuracy:--- 0.8852 Validation Loss: 0.4143499
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.28994182 ---Validation accuracy:--- 0.8694 Validation Loss: 0.47116593
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2928965 ---Validation accuracy:--- 0.8494 Validation Loss: 0.52865916
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2890772 ---Validation accuracy:--- 0.8914 Validation Loss: 0.40181768
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.35561612 ---Validation accuracy:--- 0.8886 Validation Loss: 0.41367432
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.39240205 ---Validation accuracy:--- 0.887 Validation Loss: 0.41756368
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.22997166 ---Validation accuracy:--- 0.8968 Validation Loss: 0.3963957
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.35747558 ---Validation accuracy:--- 0.8856 Validation Loss: 0.42784452
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.44571382 ---Validation accuracy:--- 0.88 Validation Loss: 0.43924862
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.40463302 ---Validation accuracy:--- 0.849 Validation Loss: 0.5208584
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.4281475 ---Validation accuracy:--- 0.863 Validation Loss: 0.48106846
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.37486362 ---Validation accuracy:--- 0.862 Validation Loss: 0.4955996
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.5489075 ---Validation accuracy:--- 0.8612 Validation Loss: 0.48895243
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3110289 ---Validation accuracy:--- 0.8844 Validation Loss: 0.4227048
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.350099 ---Validation accuracy:--- 0.8804 Validation Loss: 0.44305834
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.34200004 ---Validation accuracy:--- 0.8848 Validation Loss: 0.41736588
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.25488913 ---Validation accuracy:--- 0.8942 Validation Loss: 0.39627838
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.45384642 ---Validation accuracy:--- 0.8922 Validation Loss: 0.39823055
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.4268524 ---Validation accuracy:--- 0.8888 Validation Loss: 0.42886308
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.26242954 ---Validation accuracy:--- 0.8964 Validation Loss: 0.39293438
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.29687822 ---Validation accuracy:--- 0.8738 Validation Loss: 0.4477425
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.28097102 ---Validation accuracy:--- 0.878 Validation Loss: 0.4570377
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3318368 ---Validation accuracy:--- 0.8794 Validation Loss: 0.429747
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.271812 ---Validation accuracy:--- 0.8916 Validation Loss: 0.3941886
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.18940994 ---Validation accuracy:--- 0.8658 Validation Loss: 0.49827588
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.8543338 ---Validation accuracy:--- 0.7518 Validation Loss: 0.83014697
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.43737823 ---Validation accuracy:--- 0.8856 Validation Loss: 0.42401278
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.38779953 ---Validation accuracy:--- 0.8892 Validation Loss: 0.40892023
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.23371701 ---Validation accuracy:--- 0.8864 Validation Loss: 0.40837443
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.32947314 ---Validation accuracy:--- 0.8806 Validation Loss: 0.42851493
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.29717457 ---Validation accuracy:--- 0.8796 Validation Loss: 0.42735317
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.23147124 ---Validation accuracy:--- 0.8896 Validation Loss: 0.4075618
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.4737156 ---Validation accuracy:--- 0.883 Validation Loss: 0.41934097
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.34186435 ---Validation accuracy:--- 0.8956 Validation Loss: 0.40502074
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.31329697 ---Validation accuracy:--- 0.897 Validation Loss: 0.37924165
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.31663448 ---Validation accuracy:--- 0.891 Validation Loss: 0.39632693
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.41715378 ---Validation accuracy:--- 0.8926 Validation Loss: 0.3929344
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3247374 ---Validation accuracy:--- 0.8884 Validation Loss: 0.41044906
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3281723 ---Validation accuracy:--- 0.8438 Validation Loss: 0.55601764
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.6172596 ---Validation accuracy:--- 0.845 Validation Loss: 0.5220706
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.32477966 ---Validation accuracy:--- 0.8726 Validation Loss: 0.45609102
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.31449267 ---Validation accuracy:--- 0.8764 Validation Loss: 0.438369
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.24115519 ---Validation accuracy:--- 0.8812 Validation Loss: 0.44340605
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.340815 ---Validation accuracy:--- 0.8928 Validation Loss: 0.39390576
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2600887 ---Validation accuracy:--- 0.8886 Validation Loss: 0.40322706
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.29701844 ---Validation accuracy:--- 0.8876 Validation Loss: 0.41121835
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.38873985 ---Validation accuracy:--- 0.8674 Validation Loss: 0.47046474
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.3949148 ---Validation accuracy:--- 0.873 Validation Loss: 0.45455596
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.27513257 ---Validation accuracy:--- 0.8832 Validation Loss: 0.4192056
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.23265286 ---Validation accuracy:--- 0.8862 Validation Loss: 0.41668153
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.32110932 ---Validation accuracy:--- 0.8958 Validation Loss: 0.387487
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19550085 ---Validation accuracy:--- 0.8916 Validation Loss: 0.39946055
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.39892924 ---Validation accuracy:--- 0.8704 Validation Loss: 0.44536
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.33242393 ---Validation accuracy:--- 0.8834 Validation Loss: 0.41685137
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.30005428 ---Validation accuracy:--- 0.8806 Validation Loss: 0.41445565
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.4768971 ---Validation accuracy:--- 0.813 Validation Loss: 0.6650635
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.7709507 ---Validation accuracy:--- 0.8056 Validation Loss: 0.6298082
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.6112719 ---Validation accuracy:--- 0.8376 Validation Loss: 0.52763206
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.33981133 ---Validation accuracy:--- 0.8814 Validation Loss: 0.42589337
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.35206345 ---Validation accuracy:--- 0.8692 Validation Loss: 0.45426002
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.4176989 ---Validation accuracy:--- 0.862 Validation Loss: 0.46312323
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.34294075 ---Validation accuracy:--- 0.8608 Validation Loss: 0.4697122
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.72579086 ---Validation accuracy:--- 0.8102 Validation Loss: 0.6346501
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.30354032 ---Validation accuracy:--- 0.8806 Validation Loss: 0.41447538
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.31017506 ---Validation accuracy:--- 0.8702 Validation Loss: 0.4479156
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3237199 ---Validation accuracy:--- 0.8804 Validation Loss: 0.4111167
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.40657014 ---Validation accuracy:--- 0.8854 Validation Loss: 0.4037178
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.31473213 ---Validation accuracy:--- 0.8796 Validation Loss: 0.42611954
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.48871186 ---Validation accuracy:--- 0.8822 Validation Loss: 0.4380898
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17760763 ---Validation accuracy:--- 0.8984 Validation Loss: 0.3701605
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.33614838 ---Validation accuracy:--- 0.89 Validation Loss: 0.38934347
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.24616686 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37300867
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.288472 ---Validation accuracy:--- 0.8936 Validation Loss: 0.38553372
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.24514881 ---Validation accuracy:--- 0.891 Validation Loss: 0.38781393
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3312645 ---Validation accuracy:--- 0.8782 Validation Loss: 0.4178577
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.3667101 ---Validation accuracy:--- 0.8754 Validation Loss: 0.45458612
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.46350384 ---Validation accuracy:--- 0.8128 Validation Loss: 0.62553763
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.48577613 ---Validation accuracy:--- 0.8304 Validation Loss: 0.55700624
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.46329945 ---Validation accuracy:--- 0.8762 Validation Loss: 0.4264603
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3805294 ---Validation accuracy:--- 0.8914 Validation Loss: 0.39484185
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2599837 ---Validation accuracy:--- 0.901 Validation Loss: 0.379235
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.3813282 ---Validation accuracy:--- 0.8948 Validation Loss: 0.38091958
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.40982342 ---Validation accuracy:--- 0.8982 Validation Loss: 0.38049546
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.28366506 ---Validation accuracy:--- 0.894 Validation Loss: 0.40174282
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.26861337 ---Validation accuracy:--- 0.8788 Validation Loss: 0.43150958
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.36425808 ---Validation accuracy:--- 0.8876 Validation Loss: 0.40384462
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.21808983 ---Validation accuracy:--- 0.8834 Validation Loss: 0.4192866
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.36071235 ---Validation accuracy:--- 0.879 Validation Loss: 0.42693222
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.2939739 ---Validation accuracy:--- 0.875 Validation Loss: 0.43741786
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2896858 ---Validation accuracy:--- 0.892 Validation Loss: 0.38642892
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.20708248 ---Validation accuracy:--- 0.8982 Validation Loss: 0.37006885
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23792839 ---Validation accuracy:--- 0.9042 Validation Loss: 0.36333704
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19886875 ---Validation accuracy:--- 0.8978 Validation Loss: 0.38154486
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.32789916 ---Validation accuracy:--- 0.8754 Validation Loss: 0.43979815
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.3285474 ---Validation accuracy:--- 0.859 Validation Loss: 0.5038105
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.3643615 ---Validation accuracy:--- 0.8774 Validation Loss: 0.45456952
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.36930782 ---Validation accuracy:--- 0.8774 Validation Loss: 0.43884122
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.27953762 ---Validation accuracy:--- 0.8864 Validation Loss: 0.4167831
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.28520122 ---Validation accuracy:--- 0.895 Validation Loss: 0.38714916
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.27509713 ---Validation accuracy:--- 0.8888 Validation Loss: 0.40441874
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.37781549 ---Validation accuracy:--- 0.8838 Validation Loss: 0.41624552
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.35792947 ---Validation accuracy:--- 0.889 Validation Loss: 0.40426368
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.1847304 ---Validation accuracy:--- 0.8958 Validation Loss: 0.38251153
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.26452306 ---Validation accuracy:--- 0.8966 Validation Loss: 0.38531217
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2397188 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37378985
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.25899333 ---Validation accuracy:--- 0.8852 Validation Loss: 0.42564854
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.33137733 ---Validation accuracy:--- 0.898 Validation Loss: 0.38248092
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.252474 ---Validation accuracy:--- 0.8656 Validation Loss: 0.45976278
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.345853 ---Validation accuracy:--- 0.8766 Validation Loss: 0.43577975
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.29804012 ---Validation accuracy:--- 0.896 Validation Loss: 0.39504066
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.2194267 ---Validation accuracy:--- 0.905 Validation Loss: 0.36123052
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.34521043 ---Validation accuracy:--- 0.901 Validation Loss: 0.36671972
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.33026 ---Validation accuracy:--- 0.8832 Validation Loss: 0.42295888
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2713518 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3703915
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23010015 ---Validation accuracy:--- 0.883 Validation Loss: 0.42540434
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.31728375 ---Validation accuracy:--- 0.8902 Validation Loss: 0.39810416
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.38883984 ---Validation accuracy:--- 0.8694 Validation Loss: 0.45734912
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.36329433 ---Validation accuracy:--- 0.8594 Validation Loss: 0.49611583
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.29094973 ---Validation accuracy:--- 0.8972 Validation Loss: 0.39053175
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16004442 ---Validation accuracy:--- 0.8994 Validation Loss: 0.36769348
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23811106 ---Validation accuracy:--- 0.892 Validation Loss: 0.39176378
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.46242687 ---Validation accuracy:--- 0.8476 Validation Loss: 0.5166184
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.25280753 ---Validation accuracy:--- 0.8864 Validation Loss: 0.40851513
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.19405618 ---Validation accuracy:--- 0.8902 Validation Loss: 0.39985976
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.24233952 ---Validation accuracy:--- 0.8918 Validation Loss: 0.3935207
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.3920249 ---Validation accuracy:--- 0.865 Validation Loss: 0.47595567
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.34080818 ---Validation accuracy:--- 0.8878 Validation Loss: 0.40502346
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.30382764 ---Validation accuracy:--- 0.8846 Validation Loss: 0.41866234
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.3683592 ---Validation accuracy:--- 0.8878 Validation Loss: 0.4274021
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14656082 ---Validation accuracy:--- 0.8996 Validation Loss: 0.38199064
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.19145525 ---Validation accuracy:--- 0.8614 Validation Loss: 0.4841768
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.4284875 ---Validation accuracy:--- 0.863 Validation Loss: 0.48518804
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.22408643 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3844797
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.31209892 ---Validation accuracy:--- 0.8868 Validation Loss: 0.39673713
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.45003444 ---Validation accuracy:--- 0.8914 Validation Loss: 0.39367017
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3032389 ---Validation accuracy:--- 0.8986 Validation Loss: 0.36917523
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3191396 ---Validation accuracy:--- 0.8768 Validation Loss: 0.42514098
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.58089125 ---Validation accuracy:--- 0.7954 Validation Loss: 0.89019054
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 1.0248488 ---Validation accuracy:--- 0.765 Validation Loss: 0.99229395
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.63176626 ---Validation accuracy:--- 0.7542 Validation Loss: 0.81408924
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.52117515 ---Validation accuracy:--- 0.8294 Validation Loss: 0.5768502
Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.522668 ---Validation accuracy:--- 0.7716 Validation Loss: 0.7115432
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.39625204 ---Validation accuracy:--- 0.8456 Validation Loss: 0.5094202
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.38272038 ---Validation accuracy:--- 0.8764 Validation Loss: 0.44548482
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.34148404 ---Validation accuracy:--- 0.8878 Validation Loss: 0.40567413
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.48322952 ---Validation accuracy:--- 0.8862 Validation Loss: 0.42784208
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.19395728 ---Validation accuracy:--- 0.8944 Validation Loss: 0.38802233
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.33958352 ---Validation accuracy:--- 0.886 Validation Loss: 0.42328188
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3508088 ---Validation accuracy:--- 0.8954 Validation Loss: 0.39851293
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.1405962 ---Validation accuracy:--- 0.8948 Validation Loss: 0.37906447
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.48434436 ---Validation accuracy:--- 0.8552 Validation Loss: 0.49864393
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.5782131 ---Validation accuracy:--- 0.7962 Validation Loss: 0.6827294
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.6156722 ---Validation accuracy:--- 0.7808 Validation Loss: 0.71478975
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.37844205 ---Validation accuracy:--- 0.8342 Validation Loss: 0.56311786
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.37742484 ---Validation accuracy:--- 0.8756 Validation Loss: 0.45706612
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.4518832 ---Validation accuracy:--- 0.8506 Validation Loss: 0.48956499
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.24789202 ---Validation accuracy:--- 0.8898 Validation Loss: 0.40318432
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.44280252 ---Validation accuracy:--- 0.8982 Validation Loss: 0.3839439
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.3490422 ---Validation accuracy:--- 0.8958 Validation Loss: 0.38405746
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.4237002 ---Validation accuracy:--- 0.8728 Validation Loss: 0.4491093
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.26658544 ---Validation accuracy:--- 0.8932 Validation Loss: 0.38877407
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.33745497 ---Validation accuracy:--- 0.8922 Validation Loss: 0.3937133
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.333571 ---Validation accuracy:--- 0.8884 Validation Loss: 0.4008488
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22085641 ---Validation accuracy:--- 0.8916 Validation Loss: 0.3921867
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3427279 ---Validation accuracy:--- 0.8994 Validation Loss: 0.36921158
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.4088322 ---Validation accuracy:--- 0.8778 Validation Loss: 0.44806725
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.4400494 ---Validation accuracy:--- 0.9 Validation Loss: 0.37837207
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.32879317 ---Validation accuracy:--- 0.8976 Validation Loss: 0.388905
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.34062904 ---Validation accuracy:--- 0.8878 Validation Loss: 0.4109549
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.18639578 ---Validation accuracy:--- 0.8884 Validation Loss: 0.4020331
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.27674904 ---Validation accuracy:--- 0.898 Validation Loss: 0.3745434
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.255415 ---Validation accuracy:--- 0.8874 Validation Loss: 0.40095052
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.31731594 ---Validation accuracy:--- 0.8876 Validation Loss: 0.39983413
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.30116406 ---Validation accuracy:--- 0.8984 Validation Loss: 0.36797917
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.28362203 ---Validation accuracy:--- 0.8944 Validation Loss: 0.38210317
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2730169 ---Validation accuracy:--- 0.898 Validation Loss: 0.37776148
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.21498042 ---Validation accuracy:--- 0.8988 Validation Loss: 0.36443326
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.22158198 ---Validation accuracy:--- 0.8972 Validation Loss: 0.37353832
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.23114307 ---Validation accuracy:--- 0.9028 Validation Loss: 0.36555198
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.3045642 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37478563
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.29892156 ---Validation accuracy:--- 0.8936 Validation Loss: 0.38543686
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.28030998 ---Validation accuracy:--- 0.886 Validation Loss: 0.40581304
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.17330009 ---Validation accuracy:--- 0.883 Validation Loss: 0.39994654
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.25042477 ---Validation accuracy:--- 0.8978 Validation Loss: 0.36738956
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19612591 ---Validation accuracy:--- 0.8836 Validation Loss: 0.4213868
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.32553673 ---Validation accuracy:--- 0.8876 Validation Loss: 0.40224266
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.25769642 ---Validation accuracy:--- 0.8918 Validation Loss: 0.39355347
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.26582673 ---Validation accuracy:--- 0.8956 Validation Loss: 0.38096827
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.15285431 ---Validation accuracy:--- 0.8684 Validation Loss: 0.46412167
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.35416442 ---Validation accuracy:--- 0.8856 Validation Loss: 0.4106144
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.18295419 ---Validation accuracy:--- 0.8966 Validation Loss: 0.38074538
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.35093367 ---Validation accuracy:--- 0.8636 Validation Loss: 0.49348056
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.3881321 ---Validation accuracy:--- 0.8554 Validation Loss: 0.50418013
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.64066666 ---Validation accuracy:--- 0.836 Validation Loss: 0.56636083
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.40874428 ---Validation accuracy:--- 0.883 Validation Loss: 0.4116461
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.38912287 ---Validation accuracy:--- 0.8866 Validation Loss: 0.40970087
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.21809652 ---Validation accuracy:--- 0.8984 Validation Loss: 0.37072393
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.29043877 ---Validation accuracy:--- 0.8868 Validation Loss: 0.4027234
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.25230998 ---Validation accuracy:--- 0.8954 Validation Loss: 0.37718275
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3373702 ---Validation accuracy:--- 0.897 Validation Loss: 0.36515194
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.32244536 ---Validation accuracy:--- 0.8968 Validation Loss: 0.36739635
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.20831612 ---Validation accuracy:--- 0.8956 Validation Loss: 0.37438038
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2395628 ---Validation accuracy:--- 0.8728 Validation Loss: 0.43747753
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.319582 ---Validation accuracy:--- 0.898 Validation Loss: 0.3689999
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23251335 ---Validation accuracy:--- 0.8988 Validation Loss: 0.36698723
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.40104333 ---Validation accuracy:--- 0.8944 Validation Loss: 0.3784386
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.29299182 ---Validation accuracy:--- 0.9002 Validation Loss: 0.35964727
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.16788101 ---Validation accuracy:--- 0.8988 Validation Loss: 0.3715847
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23695904 ---Validation accuracy:--- 0.8974 Validation Loss: 0.36681342
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.26174572 ---Validation accuracy:--- 0.8918 Validation Loss: 0.3717421
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2712898 ---Validation accuracy:--- 0.8692 Validation Loss: 0.43795174
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3302375 ---Validation accuracy:--- 0.8844 Validation Loss: 0.40955478
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.4758633 ---Validation accuracy:--- 0.8976 Validation Loss: 0.36678436
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.25492403 ---Validation accuracy:--- 0.8954 Validation Loss: 0.36954287
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.25697288 ---Validation accuracy:--- 0.8874 Validation Loss: 0.40548852
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.37146962 ---Validation accuracy:--- 0.879 Validation Loss: 0.42454618
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.29091182 ---Validation accuracy:--- 0.8598 Validation Loss: 0.4778063
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3668454 ---Validation accuracy:--- 0.8928 Validation Loss: 0.38970238
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.3421713 ---Validation accuracy:--- 0.8738 Validation Loss: 0.44578496
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2737977 ---Validation accuracy:--- 0.8728 Validation Loss: 0.4339501
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.28389594 ---Validation accuracy:--- 0.8866 Validation Loss: 0.40982383
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.63321716 ---Validation accuracy:--- 0.8342 Validation Loss: 0.56618094
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.24590705 ---Validation accuracy:--- 0.884 Validation Loss: 0.4085316
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.29263133 ---Validation accuracy:--- 0.8986 Validation Loss: 0.36405468
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2211296 ---Validation accuracy:--- 0.8946 Validation Loss: 0.38120112
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3014517 ---Validation accuracy:--- 0.899 Validation Loss: 0.37421754
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.2238121 ---Validation accuracy:--- 0.9014 Validation Loss: 0.35273954
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.30165932 ---Validation accuracy:--- 0.8966 Validation Loss: 0.36864877
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.32323265 ---Validation accuracy:--- 0.901 Validation Loss: 0.36135808
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.25736302 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3770983
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3392491 ---Validation accuracy:--- 0.8766 Validation Loss: 0.43640918
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.22912127 ---Validation accuracy:--- 0.888 Validation Loss: 0.39260685
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.33442822 ---Validation accuracy:--- 0.8806 Validation Loss: 0.42302987
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.25128642 ---Validation accuracy:--- 0.899 Validation Loss: 0.3702757
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22835404 ---Validation accuracy:--- 0.8938 Validation Loss: 0.38236138
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.27616814 ---Validation accuracy:--- 0.8974 Validation Loss: 0.3646113
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.30051458 ---Validation accuracy:--- 0.894 Validation Loss: 0.38421944
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3292695 ---Validation accuracy:--- 0.8886 Validation Loss: 0.40384147
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3090683 ---Validation accuracy:--- 0.893 Validation Loss: 0.38049355
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.28767106 ---Validation accuracy:--- 0.898 Validation Loss: 0.3674448
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.30731297 ---Validation accuracy:--- 0.8804 Validation Loss: 0.42494282
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17194661 ---Validation accuracy:--- 0.8922 Validation Loss: 0.38771734
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2553643 ---Validation accuracy:--- 0.8976 Validation Loss: 0.365702
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3306723 ---Validation accuracy:--- 0.8834 Validation Loss: 0.40570807
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.20319982 ---Validation accuracy:--- 0.8956 Validation Loss: 0.36587867
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3334473 ---Validation accuracy:--- 0.8972 Validation Loss: 0.36308748
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.37870207 ---Validation accuracy:--- 0.8674 Validation Loss: 0.45323202
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.28351098 ---Validation accuracy:--- 0.8936 Validation Loss: 0.35714287
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.3628299 ---Validation accuracy:--- 0.8864 Validation Loss: 0.3955394
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.26692268 ---Validation accuracy:--- 0.9016 Validation Loss: 0.35889843
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1855693 ---Validation accuracy:--- 0.9024 Validation Loss: 0.34392416
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.31048912 ---Validation accuracy:--- 0.901 Validation Loss: 0.35282758
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2519925 ---Validation accuracy:--- 0.9018 Validation Loss: 0.35614818
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.31077403 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33676603
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22786044 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34595406
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2776507 ---Validation accuracy:--- 0.8974 Validation Loss: 0.36556634
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21244799 ---Validation accuracy:--- 0.9038 Validation Loss: 0.3511353
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.3747448 ---Validation accuracy:--- 0.8646 Validation Loss: 0.4624353
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.27380517 ---Validation accuracy:--- 0.8754 Validation Loss: 0.44623116
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19656803 ---Validation accuracy:--- 0.874 Validation Loss: 0.42385817
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.36715668 ---Validation accuracy:--- 0.8586 Validation Loss: 0.48787656
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.30456996 ---Validation accuracy:--- 0.901 Validation Loss: 0.36070082
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17551598 ---Validation accuracy:--- 0.9032 Validation Loss: 0.35138285
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.32893348 ---Validation accuracy:--- 0.889 Validation Loss: 0.3881117
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.20990394 ---Validation accuracy:--- 0.8886 Validation Loss: 0.4004255
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20430826 ---Validation accuracy:--- 0.894 Validation Loss: 0.38695985
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.23202303 ---Validation accuracy:--- 0.896 Validation Loss: 0.37927005
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.26359522 ---Validation accuracy:--- 0.896 Validation Loss: 0.3791959
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24233377 ---Validation accuracy:--- 0.8858 Validation Loss: 0.42815518
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.27169257 ---Validation accuracy:--- 0.9004 Validation Loss: 0.36409128
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.31019795 ---Validation accuracy:--- 0.899 Validation Loss: 0.3686674
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.27274606 ---Validation accuracy:--- 0.8964 Validation Loss: 0.37274176
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.2645896 ---Validation accuracy:--- 0.8872 Validation Loss: 0.3997585
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.2018478 ---Validation accuracy:--- 0.8858 Validation Loss: 0.41358232
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.38341233 ---Validation accuracy:--- 0.8954 Validation Loss: 0.38900796
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19589531 ---Validation accuracy:--- 0.8922 Validation Loss: 0.381168
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19908816 ---Validation accuracy:--- 0.8996 Validation Loss: 0.3593459
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19370002 ---Validation accuracy:--- 0.906 Validation Loss: 0.3493366
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.26125237 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3580875
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.31953034 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33730546
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21584694 ---Validation accuracy:--- 0.8766 Validation Loss: 0.43233243
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2959088 ---Validation accuracy:--- 0.8936 Validation Loss: 0.39213672
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18268165 ---Validation accuracy:--- 0.8908 Validation Loss: 0.39948344
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18853037 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35852167
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.33057368 ---Validation accuracy:--- 0.8952 Validation Loss: 0.37195125
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.20609215 ---Validation accuracy:--- 0.8994 Validation Loss: 0.36119306
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2793351 ---Validation accuracy:--- 0.8996 Validation Loss: 0.3558613
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1749858 ---Validation accuracy:--- 0.9002 Validation Loss: 0.35117853
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1950838 ---Validation accuracy:--- 0.8892 Validation Loss: 0.40235367
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.5285471 ---Validation accuracy:--- 0.841 Validation Loss: 0.52134794
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.5790798 ---Validation accuracy:--- 0.8414 Validation Loss: 0.566494
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.3682006 ---Validation accuracy:--- 0.8796 Validation Loss: 0.43805596
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.3247043 ---Validation accuracy:--- 0.8982 Validation Loss: 0.36670148
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.4091079 ---Validation accuracy:--- 0.8838 Validation Loss: 0.42049408
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.34641078 ---Validation accuracy:--- 0.8468 Validation Loss: 0.5150323
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2994676 ---Validation accuracy:--- 0.8954 Validation Loss: 0.38638487
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2556447 ---Validation accuracy:--- 0.8976 Validation Loss: 0.3709971
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.21760608 ---Validation accuracy:--- 0.9014 Validation Loss: 0.35899192
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.31339097 ---Validation accuracy:--- 0.8942 Validation Loss: 0.39255401
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18573828 ---Validation accuracy:--- 0.8938 Validation Loss: 0.3819003
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.33492225 ---Validation accuracy:--- 0.8864 Validation Loss: 0.40268496
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.34195477 ---Validation accuracy:--- 0.887 Validation Loss: 0.41006538
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25390524 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3473467
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22191128 ---Validation accuracy:--- 0.8952 Validation Loss: 0.39120927
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23779422 ---Validation accuracy:--- 0.8858 Validation Loss: 0.41036895
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.51170576 ---Validation accuracy:--- 0.8514 Validation Loss: 0.53666115
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.48240936 ---Validation accuracy:--- 0.8682 Validation Loss: 0.4888937
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2869754 ---Validation accuracy:--- 0.8826 Validation Loss: 0.42301372
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.36059466 ---Validation accuracy:--- 0.8844 Validation Loss: 0.40945768
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2307257 ---Validation accuracy:--- 0.905 Validation Loss: 0.35107896
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18603215 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35227203
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.26983273 ---Validation accuracy:--- 0.9014 Validation Loss: 0.36184102
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25111803 ---Validation accuracy:--- 0.8674 Validation Loss: 0.4714709
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.30161077 ---Validation accuracy:--- 0.8764 Validation Loss: 0.4458081
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.28608745 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3721846
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.5521491 ---Validation accuracy:--- 0.8968 Validation Loss: 0.3812387
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23573929 ---Validation accuracy:--- 0.8966 Validation Loss: 0.3833381
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.27031872 ---Validation accuracy:--- 0.8922 Validation Loss: 0.3976561
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.37019455 ---Validation accuracy:--- 0.8986 Validation Loss: 0.36652297
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18449523 ---Validation accuracy:--- 0.8984 Validation Loss: 0.37066424
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.20845002 ---Validation accuracy:--- 0.8992 Validation Loss: 0.3755109
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22657517 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34769887
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.32362244 ---Validation accuracy:--- 0.897 Validation Loss: 0.37509513
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1696336 ---Validation accuracy:--- 0.9022 Validation Loss: 0.3571181
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.18946904 ---Validation accuracy:--- 0.9054 Validation Loss: 0.35415635
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2575997 ---Validation accuracy:--- 0.8944 Validation Loss: 0.39630964
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.33318275 ---Validation accuracy:--- 0.8804 Validation Loss: 0.41395077
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.4023842 ---Validation accuracy:--- 0.8996 Validation Loss: 0.36824623
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18641457 ---Validation accuracy:--- 0.8852 Validation Loss: 0.40551406
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2779233 ---Validation accuracy:--- 0.898 Validation Loss: 0.35924995
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22623394 ---Validation accuracy:--- 0.891 Validation Loss: 0.37506694
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.3298371 ---Validation accuracy:--- 0.8974 Validation Loss: 0.37062868
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.2941845 ---Validation accuracy:--- 0.869 Validation Loss: 0.44562334
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.4789376 ---Validation accuracy:--- 0.842 Validation Loss: 0.5424502
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24469902 ---Validation accuracy:--- 0.8982 Validation Loss: 0.36146194
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2722762 ---Validation accuracy:--- 0.893 Validation Loss: 0.37907797
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.17749019 ---Validation accuracy:--- 0.8994 Validation Loss: 0.36917186
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.13964576 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35970575
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.3904106 ---Validation accuracy:--- 0.901 Validation Loss: 0.36449605
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.33147034 ---Validation accuracy:--- 0.909 Validation Loss: 0.33896226
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.26951456 ---Validation accuracy:--- 0.9034 Validation Loss: 0.34722447
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.2908509 ---Validation accuracy:--- 0.908 Validation Loss: 0.33459613
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.28980416 ---Validation accuracy:--- 0.9024 Validation Loss: 0.37163085
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1635764 ---Validation accuracy:--- 0.8984 Validation Loss: 0.36412972
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.31709784 ---Validation accuracy:--- 0.8872 Validation Loss: 0.3953932
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.36201325 ---Validation accuracy:--- 0.9008 Validation Loss: 0.35721102
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1860881 ---Validation accuracy:--- 0.8936 Validation Loss: 0.37547404
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.37085152 ---Validation accuracy:--- 0.8718 Validation Loss: 0.4377131
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.3435878 ---Validation accuracy:--- 0.8512 Validation Loss: 0.5209477
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.35145596 ---Validation accuracy:--- 0.8886 Validation Loss: 0.39600855
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21874864 ---Validation accuracy:--- 0.9016 Validation Loss: 0.356531
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18704727 ---Validation accuracy:--- 0.9074 Validation Loss: 0.34277794
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.25989836 ---Validation accuracy:--- 0.9016 Validation Loss: 0.3574848
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2898286 ---Validation accuracy:--- 0.8944 Validation Loss: 0.38356966
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.3363951 ---Validation accuracy:--- 0.9122 Validation Loss: 0.33012614
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.28703967 ---Validation accuracy:--- 0.9034 Validation Loss: 0.35474017
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.38355964 ---Validation accuracy:--- 0.8948 Validation Loss: 0.37483922
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19835208 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34849873
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.31296194 ---Validation accuracy:--- 0.9028 Validation Loss: 0.34972164
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.26247868 ---Validation accuracy:--- 0.906 Validation Loss: 0.34600365
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.44091856 ---Validation accuracy:--- 0.8722 Validation Loss: 0.4414208
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.31645587 ---Validation accuracy:--- 0.8934 Validation Loss: 0.39561886
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24139832 ---Validation accuracy:--- 0.9038 Validation Loss: 0.36272508
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24473195 ---Validation accuracy:--- 0.9078 Validation Loss: 0.34418285
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.21468344 ---Validation accuracy:--- 0.9032 Validation Loss: 0.35593146
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.4735141 ---Validation accuracy:--- 0.8274 Validation Loss: 0.629144
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.44866192 ---Validation accuracy:--- 0.8322 Validation Loss: 0.58521605
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.38308203 ---Validation accuracy:--- 0.8218 Validation Loss: 0.5779824
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22463027 ---Validation accuracy:--- 0.889 Validation Loss: 0.4129088
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.33276027 ---Validation accuracy:--- 0.8972 Validation Loss: 0.37492758
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23320088 ---Validation accuracy:--- 0.8644 Validation Loss: 0.46062514
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2946575 ---Validation accuracy:--- 0.8938 Validation Loss: 0.37771544
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16506945 ---Validation accuracy:--- 0.909 Validation Loss: 0.33981958
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.25225773 ---Validation accuracy:--- 0.892 Validation Loss: 0.38095012
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.36701298 ---Validation accuracy:--- 0.8628 Validation Loss: 0.47697407
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22400591 ---Validation accuracy:--- 0.9016 Validation Loss: 0.37003508
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.127217 ---Validation accuracy:--- 0.9094 Validation Loss: 0.33617133
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2306184 ---Validation accuracy:--- 0.904 Validation Loss: 0.3629715
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.28516752 ---Validation accuracy:--- 0.9024 Validation Loss: 0.36021936
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10619811 ---Validation accuracy:--- 0.9036 Validation Loss: 0.3502325
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.29014787 ---Validation accuracy:--- 0.8992 Validation Loss: 0.3696011
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.449719 ---Validation accuracy:--- 0.8848 Validation Loss: 0.39980325
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.27072936 ---Validation accuracy:--- 0.866 Validation Loss: 0.47068983
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.26392135 ---Validation accuracy:--- 0.8482 Validation Loss: 0.503006
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.3752497 ---Validation accuracy:--- 0.8326 Validation Loss: 0.5810543
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24292117 ---Validation accuracy:--- 0.8824 Validation Loss: 0.41263512
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24335746 ---Validation accuracy:--- 0.8982 Validation Loss: 0.38745552
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.40205178 ---Validation accuracy:--- 0.8956 Validation Loss: 0.3752706
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.26745623 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3394981
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21939963 ---Validation accuracy:--- 0.9064 Validation Loss: 0.35695326
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.23687883 ---Validation accuracy:--- 0.9046 Validation Loss: 0.34892416
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21630794 ---Validation accuracy:--- 0.9092 Validation Loss: 0.3374786
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.3672988 ---Validation accuracy:--- 0.8922 Validation Loss: 0.39563376
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.31768388 ---Validation accuracy:--- 0.8958 Validation Loss: 0.36809042
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.30872855 ---Validation accuracy:--- 0.8928 Validation Loss: 0.4053784
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.29804403 ---Validation accuracy:--- 0.9074 Validation Loss: 0.3490838
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.36514825 ---Validation accuracy:--- 0.9044 Validation Loss: 0.36732027
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.336288 ---Validation accuracy:--- 0.8986 Validation Loss: 0.3665131
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22150625 ---Validation accuracy:--- 0.8952 Validation Loss: 0.37127516
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.3343039 ---Validation accuracy:--- 0.909 Validation Loss: 0.34097642
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.31443438 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3328894
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2736982 ---Validation accuracy:--- 0.8992 Validation Loss: 0.36780322
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.24105898 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3637401
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2390268 ---Validation accuracy:--- 0.901 Validation Loss: 0.3584073
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18300603 ---Validation accuracy:--- 0.9016 Validation Loss: 0.3494713
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.3010805 ---Validation accuracy:--- 0.903 Validation Loss: 0.34259012
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2713703 ---Validation accuracy:--- 0.894 Validation Loss: 0.36845973
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.30841935 ---Validation accuracy:--- 0.9 Validation Loss: 0.35204026
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16090003 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3295271
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2673197 ---Validation accuracy:--- 0.8998 Validation Loss: 0.35240766
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17346998 ---Validation accuracy:--- 0.9072 Validation Loss: 0.34091607
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.28795898 ---Validation accuracy:--- 0.9134 Validation Loss: 0.3214794
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16616188 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3254297
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25299928 ---Validation accuracy:--- 0.9038 Validation Loss: 0.35279223
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24073817 ---Validation accuracy:--- 0.906 Validation Loss: 0.34103712
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.26717207 ---Validation accuracy:--- 0.8924 Validation Loss: 0.37857118
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.3633322 ---Validation accuracy:--- 0.9028 Validation Loss: 0.3528448
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2367551 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3593128
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.17911214 ---Validation accuracy:--- 0.8944 Validation Loss: 0.37815797
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.32093215 ---Validation accuracy:--- 0.902 Validation Loss: 0.3422749
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.30548382 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32837
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2678968 ---Validation accuracy:--- 0.8996 Validation Loss: 0.3721472
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.24369648 ---Validation accuracy:--- 0.8994 Validation Loss: 0.358328
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.28149086 ---Validation accuracy:--- 0.895 Validation Loss: 0.366152
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22975163 ---Validation accuracy:--- 0.9046 Validation Loss: 0.35385007
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17659569 ---Validation accuracy:--- 0.894 Validation Loss: 0.37471083
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.25387505 ---Validation accuracy:--- 0.8736 Validation Loss: 0.43274415
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20649971 ---Validation accuracy:--- 0.898 Validation Loss: 0.3907208
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.33503821 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33645546
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.2626164 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34349757
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.19745046 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3418892
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.34256443 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3405223
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25580207 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34708688
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25536156 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34017694
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23402369 ---Validation accuracy:--- 0.896 Validation Loss: 0.38483483
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15398361 ---Validation accuracy:--- 0.8922 Validation Loss: 0.38544765
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17514738 ---Validation accuracy:--- 0.8992 Validation Loss: 0.36311093
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22611225 ---Validation accuracy:--- 0.8962 Validation Loss: 0.35746077
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.27295113 ---Validation accuracy:--- 0.904 Validation Loss: 0.34403643
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24084976 ---Validation accuracy:--- 0.909 Validation Loss: 0.35076582
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.18248396 ---Validation accuracy:--- 0.8956 Validation Loss: 0.36223406
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.29061505 ---Validation accuracy:--- 0.9006 Validation Loss: 0.36228573
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.20514317 ---Validation accuracy:--- 0.9016 Validation Loss: 0.36439937
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2790563 ---Validation accuracy:--- 0.8816 Validation Loss: 0.42651436
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.3728736 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37000635
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.25238773 ---Validation accuracy:--- 0.9022 Validation Loss: 0.3641561
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.37063858 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3406693
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16753641 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34044057
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16528599 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3510486
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16424352 ---Validation accuracy:--- 0.9078 Validation Loss: 0.35106835
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23787655 ---Validation accuracy:--- 0.9096 Validation Loss: 0.33698177
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14312239 ---Validation accuracy:--- 0.9116 Validation Loss: 0.33262435
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2801206 ---Validation accuracy:--- 0.9132 Validation Loss: 0.32974213
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.10138406 ---Validation accuracy:--- 0.907 Validation Loss: 0.34594867
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.37139824 ---Validation accuracy:--- 0.9118 Validation Loss: 0.33033305
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.18578568 ---Validation accuracy:--- 0.916 Validation Loss: 0.31781673
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15884146 ---Validation accuracy:--- 0.912 Validation Loss: 0.33975947
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1850438 ---Validation accuracy:--- 0.9092 Validation Loss: 0.35022262
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.27274397 ---Validation accuracy:--- 0.9066 Validation Loss: 0.35787725
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.2045966 ---Validation accuracy:--- 0.91 Validation Loss: 0.34398755
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.29820096 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3672893
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21027489 ---Validation accuracy:--- 0.912 Validation Loss: 0.33597875
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1512908 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35207945
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2254025 ---Validation accuracy:--- 0.8696 Validation Loss: 0.43993336
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.3516422 ---Validation accuracy:--- 0.8832 Validation Loss: 0.42199057
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.30383986 ---Validation accuracy:--- 0.892 Validation Loss: 0.3847348
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.33265504 ---Validation accuracy:--- 0.888 Validation Loss: 0.4104793
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21204992 ---Validation accuracy:--- 0.8972 Validation Loss: 0.389217
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15026587 ---Validation accuracy:--- 0.9034 Validation Loss: 0.3448499
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2763991 ---Validation accuracy:--- 0.908 Validation Loss: 0.34306303
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24833305 ---Validation accuracy:--- 0.8996 Validation Loss: 0.372873
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16947386 ---Validation accuracy:--- 0.911 Validation Loss: 0.3318212
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13053429 ---Validation accuracy:--- 0.91 Validation Loss: 0.3320089
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13853851 ---Validation accuracy:--- 0.9058 Validation Loss: 0.33604136
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.31710702 ---Validation accuracy:--- 0.904 Validation Loss: 0.34789953
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2802321 ---Validation accuracy:--- 0.9096 Validation Loss: 0.33332926
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.15944429 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36633232
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19803396 ---Validation accuracy:--- 0.9046 Validation Loss: 0.35322827
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16400431 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3334327
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10011723 ---Validation accuracy:--- 0.9106 Validation Loss: 0.34127244
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.27423206 ---Validation accuracy:--- 0.8728 Validation Loss: 0.45956954
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.40992394 ---Validation accuracy:--- 0.8612 Validation Loss: 0.4949041
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.26719517 ---Validation accuracy:--- 0.9082 Validation Loss: 0.34651703
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18891974 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35516053
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2223891 ---Validation accuracy:--- 0.8834 Validation Loss: 0.4439793
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.20811 ---Validation accuracy:--- 0.894 Validation Loss: 0.38185978
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2898316 ---Validation accuracy:--- 0.9046 Validation Loss: 0.36090288
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1438801 ---Validation accuracy:--- 0.9126 Validation Loss: 0.32881957
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24719101 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3517716
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17963067 ---Validation accuracy:--- 0.9092 Validation Loss: 0.3398376
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2547011 ---Validation accuracy:--- 0.9146 Validation Loss: 0.324112
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.53199214 ---Validation accuracy:--- 0.8706 Validation Loss: 0.4859166
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.26734796 ---Validation accuracy:--- 0.9074 Validation Loss: 0.3380679
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.23130763 ---Validation accuracy:--- 0.9118 Validation Loss: 0.33275348
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17006023 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32975492
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16016945 ---Validation accuracy:--- 0.89 Validation Loss: 0.41283008
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.28910354 ---Validation accuracy:--- 0.9016 Validation Loss: 0.35011095
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.26939 ---Validation accuracy:--- 0.911 Validation Loss: 0.33370125
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18548973 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3171239
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.25323403 ---Validation accuracy:--- 0.9152 Validation Loss: 0.33003226
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.41467118 ---Validation accuracy:--- 0.9018 Validation Loss: 0.3579846
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2612479 ---Validation accuracy:--- 0.9112 Validation Loss: 0.3250854
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2205901 ---Validation accuracy:--- 0.9062 Validation Loss: 0.347314
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.22621801 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32971704
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.17872325 ---Validation accuracy:--- 0.9194 Validation Loss: 0.3117881
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.31100678 ---Validation accuracy:--- 0.8968 Validation Loss: 0.38155332
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.3120819 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3336544
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11734233 ---Validation accuracy:--- 0.9086 Validation Loss: 0.3487485
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.30426943 ---Validation accuracy:--- 0.8968 Validation Loss: 0.3624003
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.32664764 ---Validation accuracy:--- 0.9062 Validation Loss: 0.36512208
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.35147384 ---Validation accuracy:--- 0.898 Validation Loss: 0.37241924
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.22222532 ---Validation accuracy:--- 0.9036 Validation Loss: 0.36273232
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2966753 ---Validation accuracy:--- 0.9162 Validation Loss: 0.32555687
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.26347348 ---Validation accuracy:--- 0.9124 Validation Loss: 0.32790524
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13889836 ---Validation accuracy:--- 0.9102 Validation Loss: 0.33528438
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.12374995 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3475352
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2737856 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34069502
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.28616023 ---Validation accuracy:--- 0.8898 Validation Loss: 0.4025874
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18216601 ---Validation accuracy:--- 0.893 Validation Loss: 0.3979115
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.27191502 ---Validation accuracy:--- 0.8734 Validation Loss: 0.4586327
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23134847 ---Validation accuracy:--- 0.907 Validation Loss: 0.3406019
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.29157615 ---Validation accuracy:--- 0.9096 Validation Loss: 0.34418282
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.27441242 ---Validation accuracy:--- 0.9112 Validation Loss: 0.3477503
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19529164 ---Validation accuracy:--- 0.8992 Validation Loss: 0.37110755
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22106662 ---Validation accuracy:--- 0.9058 Validation Loss: 0.35176855
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.26958388 ---Validation accuracy:--- 0.8958 Validation Loss: 0.39771545
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.26465583 ---Validation accuracy:--- 0.9126 Validation Loss: 0.33222806
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.5200728 ---Validation accuracy:--- 0.916 Validation Loss: 0.32459205
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.5099643 ---Validation accuracy:--- 0.909 Validation Loss: 0.33978024
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24462563 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32402915
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19236667 ---Validation accuracy:--- 0.8984 Validation Loss: 0.357012
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25111672 ---Validation accuracy:--- 0.9092 Validation Loss: 0.34402868
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.264563 ---Validation accuracy:--- 0.9122 Validation Loss: 0.33314565
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.28815868 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33926815
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.26788837 ---Validation accuracy:--- 0.9064 Validation Loss: 0.3375341
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.28285187 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34003288
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23221569 ---Validation accuracy:--- 0.9126 Validation Loss: 0.3217024
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23746887 ---Validation accuracy:--- 0.9108 Validation Loss: 0.33148777
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.27736807 ---Validation accuracy:--- 0.9134 Validation Loss: 0.32106134
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2891622 ---Validation accuracy:--- 0.9012 Validation Loss: 0.34964532
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.31818998 ---Validation accuracy:--- 0.892 Validation Loss: 0.37975082
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.35575253 ---Validation accuracy:--- 0.8852 Validation Loss: 0.4067979
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22228748 ---Validation accuracy:--- 0.9112 Validation Loss: 0.33454275
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.33159745 ---Validation accuracy:--- 0.906 Validation Loss: 0.35917988
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.17811614 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3512532
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21602806 ---Validation accuracy:--- 0.9022 Validation Loss: 0.3456676
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.22593588 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3276126
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2902722 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32475138
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.27297252 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34083477
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.39003062 ---Validation accuracy:--- 0.908 Validation Loss: 0.3401458
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.29209742 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3296138
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.122982174 ---Validation accuracy:--- 0.9122 Validation Loss: 0.33546194
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.26217604 ---Validation accuracy:--- 0.905 Validation Loss: 0.3462199
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18878515 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32762665
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1773188 ---Validation accuracy:--- 0.9138 Validation Loss: 0.32710895
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.38957185 ---Validation accuracy:--- 0.8982 Validation Loss: 0.39147863
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.21024491 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35477185
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.28684944 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31886724
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17449374 ---Validation accuracy:--- 0.9078 Validation Loss: 0.33943173
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.3645426 ---Validation accuracy:--- 0.908 Validation Loss: 0.34240857
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11497737 ---Validation accuracy:--- 0.9078 Validation Loss: 0.34994352
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.33215386 ---Validation accuracy:--- 0.9116 Validation Loss: 0.34001434
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.27319342 ---Validation accuracy:--- 0.9118 Validation Loss: 0.32855532
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16474457 ---Validation accuracy:--- 0.8934 Validation Loss: 0.40142423
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2685521 ---Validation accuracy:--- 0.906 Validation Loss: 0.35354513
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.1981413 ---Validation accuracy:--- 0.9194 Validation Loss: 0.31068075
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.24678409 ---Validation accuracy:--- 0.9122 Validation Loss: 0.33468932
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24868542 ---Validation accuracy:--- 0.9134 Validation Loss: 0.3218758
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18115447 ---Validation accuracy:--- 0.9158 Validation Loss: 0.32007983
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09394413 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30728224
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12509246 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3250496
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19008583 ---Validation accuracy:--- 0.9172 Validation Loss: 0.31691635
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.20688882 ---Validation accuracy:--- 0.9152 Validation Loss: 0.3208941
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1872934 ---Validation accuracy:--- 0.8992 Validation Loss: 0.36594084
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.28246835 ---Validation accuracy:--- 0.909 Validation Loss: 0.33436593
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.31619272 ---Validation accuracy:--- 0.9146 Validation Loss: 0.32254976
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18302105 ---Validation accuracy:--- 0.9124 Validation Loss: 0.32595414
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20809196 ---Validation accuracy:--- 0.9134 Validation Loss: 0.32862794
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2727239 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33739418
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.39665544 ---Validation accuracy:--- 0.9108 Validation Loss: 0.33153695
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20252793 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35315242
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18687691 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3423971
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.20161846 ---Validation accuracy:--- 0.8984 Validation Loss: 0.3802669
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20667042 ---Validation accuracy:--- 0.9134 Validation Loss: 0.33762714
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.20594296 ---Validation accuracy:--- 0.8992 Validation Loss: 0.3752126
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18972737 ---Validation accuracy:--- 0.913 Validation Loss: 0.32709154
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.21140917 ---Validation accuracy:--- 0.8878 Validation Loss: 0.39601573
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2439947 ---Validation accuracy:--- 0.9136 Validation Loss: 0.33081722
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.26778558 ---Validation accuracy:--- 0.9108 Validation Loss: 0.34879023
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.30141658 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3308527
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.15361209 ---Validation accuracy:--- 0.919 Validation Loss: 0.31953403
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.293023 ---Validation accuracy:--- 0.9004 Validation Loss: 0.36324093
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25468448 ---Validation accuracy:--- 0.9008 Validation Loss: 0.35792172
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.26117066 ---Validation accuracy:--- 0.9186 Validation Loss: 0.31754506
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.23581925 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3291566
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1548992 ---Validation accuracy:--- 0.9132 Validation Loss: 0.33445597
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13839783 ---Validation accuracy:--- 0.914 Validation Loss: 0.33708212
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.25745136 ---Validation accuracy:--- 0.9164 Validation Loss: 0.3127761
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.30661988 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3285019
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.20902711 ---Validation accuracy:--- 0.91 Validation Loss: 0.33798534
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.14784391 ---Validation accuracy:--- 0.9146 Validation Loss: 0.32296044
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.17182554 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3593273
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.31265113 ---Validation accuracy:--- 0.9116 Validation Loss: 0.34244028
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.2263694 ---Validation accuracy:--- 0.9174 Validation Loss: 0.3183804
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.22401606 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33621442
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17562859 ---Validation accuracy:--- 0.9126 Validation Loss: 0.3295863
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.26787892 ---Validation accuracy:--- 0.9134 Validation Loss: 0.32849964
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.20390287 ---Validation accuracy:--- 0.912 Validation Loss: 0.32622543
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21640506 ---Validation accuracy:--- 0.9148 Validation Loss: 0.32881996
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19183679 ---Validation accuracy:--- 0.91 Validation Loss: 0.34420294
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.19327997 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31871945
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.27947676 ---Validation accuracy:--- 0.9092 Validation Loss: 0.33921698
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.37816295 ---Validation accuracy:--- 0.9014 Validation Loss: 0.35589013
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.37424645 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32004464
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24714382 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30486485
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.27685496 ---Validation accuracy:--- 0.9166 Validation Loss: 0.31221804
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11694375 ---Validation accuracy:--- 0.9182 Validation Loss: 0.31077173
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.20997322 ---Validation accuracy:--- 0.9184 Validation Loss: 0.3022089
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1317629 ---Validation accuracy:--- 0.911 Validation Loss: 0.3185741
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1637933 ---Validation accuracy:--- 0.872 Validation Loss: 0.45553282
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2709921 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35283202
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18692113 ---Validation accuracy:--- 0.9182 Validation Loss: 0.32111967
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19283783 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3267239
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.23168544 ---Validation accuracy:--- 0.911 Validation Loss: 0.34166488
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2546048 ---Validation accuracy:--- 0.9078 Validation Loss: 0.34897426
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18329449 ---Validation accuracy:--- 0.904 Validation Loss: 0.36655772
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.25914794 ---Validation accuracy:--- 0.9034 Validation Loss: 0.36935943
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2131596 ---Validation accuracy:--- 0.914 Validation Loss: 0.32308143
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.17721051 ---Validation accuracy:--- 0.905 Validation Loss: 0.34953818
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.23552604 ---Validation accuracy:--- 0.912 Validation Loss: 0.3327991
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1170902 ---Validation accuracy:--- 0.9142 Validation Loss: 0.32338235
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.2873509 ---Validation accuracy:--- 0.907 Validation Loss: 0.3421831
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.22769533 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3493032
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16938147 ---Validation accuracy:--- 0.9092 Validation Loss: 0.335915
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12833256 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37000775
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21876991 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33188134
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25221658 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3333789
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1406417 ---Validation accuracy:--- 0.8996 Validation Loss: 0.36945033
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.2722291 ---Validation accuracy:--- 0.9132 Validation Loss: 0.32853085
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.32029393 ---Validation accuracy:--- 0.9044 Validation Loss: 0.34158853
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19684288 ---Validation accuracy:--- 0.9174 Validation Loss: 0.31189457
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.38343948 ---Validation accuracy:--- 0.9096 Validation Loss: 0.33016127
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25774306 ---Validation accuracy:--- 0.901 Validation Loss: 0.36466876
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.29611105 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3271214
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.21385784 ---Validation accuracy:--- 0.9028 Validation Loss: 0.34203473
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.24250175 ---Validation accuracy:--- 0.8986 Validation Loss: 0.3708206
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.30934563 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3377679
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21474607 ---Validation accuracy:--- 0.9042 Validation Loss: 0.33735797
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16731043 ---Validation accuracy:--- 0.9124 Validation Loss: 0.32220507
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19989975 ---Validation accuracy:--- 0.913 Validation Loss: 0.31243265
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.20624106 ---Validation accuracy:--- 0.908 Validation Loss: 0.3323088
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15301731 ---Validation accuracy:--- 0.91 Validation Loss: 0.33447295
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.27450335 ---Validation accuracy:--- 0.896 Validation Loss: 0.37218308
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.26094317 ---Validation accuracy:--- 0.9134 Validation Loss: 0.32314444
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23391043 ---Validation accuracy:--- 0.9026 Validation Loss: 0.34927195
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2515688 ---Validation accuracy:--- 0.8956 Validation Loss: 0.37584847
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23539147 ---Validation accuracy:--- 0.9018 Validation Loss: 0.37187535
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18991339 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3464429
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25211868 ---Validation accuracy:--- 0.8986 Validation Loss: 0.3732623
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.36998665 ---Validation accuracy:--- 0.8868 Validation Loss: 0.41188228
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.5896607 ---Validation accuracy:--- 0.8824 Validation Loss: 0.4425641
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.36705682 ---Validation accuracy:--- 0.8894 Validation Loss: 0.41280293
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.22713207 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34274217
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.15724161 ---Validation accuracy:--- 0.902 Validation Loss: 0.36010316
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.176097 ---Validation accuracy:--- 0.8988 Validation Loss: 0.38237318
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.20308524 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31557456
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.3019446 ---Validation accuracy:--- 0.9132 Validation Loss: 0.32485008
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.36771882 ---Validation accuracy:--- 0.9066 Validation Loss: 0.34134248
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.47767022 ---Validation accuracy:--- 0.905 Validation Loss: 0.35006958
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.3798145 ---Validation accuracy:--- 0.8756 Validation Loss: 0.44233656
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.28182858 ---Validation accuracy:--- 0.8726 Validation Loss: 0.44241247
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.4105618 ---Validation accuracy:--- 0.8732 Validation Loss: 0.43546978
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.25070894 ---Validation accuracy:--- 0.9028 Validation Loss: 0.34182328
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.26799977 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32891983
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15562956 ---Validation accuracy:--- 0.9174 Validation Loss: 0.31362253
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.3175513 ---Validation accuracy:--- 0.9006 Validation Loss: 0.35574427
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.4163448 ---Validation accuracy:--- 0.8942 Validation Loss: 0.38145375
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14431873 ---Validation accuracy:--- 0.9158 Validation Loss: 0.31612712
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.080395944 ---Validation accuracy:--- 0.915 Validation Loss: 0.31430405
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14999768 ---Validation accuracy:--- 0.9176 Validation Loss: 0.3113217
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10585167 ---Validation accuracy:--- 0.898 Validation Loss: 0.36136928
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.2573423 ---Validation accuracy:--- 0.9114 Validation Loss: 0.33240813
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.24827874 ---Validation accuracy:--- 0.9088 Validation Loss: 0.33966997
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15853098 ---Validation accuracy:--- 0.9158 Validation Loss: 0.31765938
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18098995 ---Validation accuracy:--- 0.9134 Validation Loss: 0.317973
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0850197 ---Validation accuracy:--- 0.9122 Validation Loss: 0.32438627
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07705923 ---Validation accuracy:--- 0.9122 Validation Loss: 0.32177123
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.25985748 ---Validation accuracy:--- 0.9036 Validation Loss: 0.35885042
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12865536 ---Validation accuracy:--- 0.9148 Validation Loss: 0.32570675
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2819123 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31483367
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19686234 ---Validation accuracy:--- 0.914 Validation Loss: 0.3248746
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22716632 ---Validation accuracy:--- 0.9164 Validation Loss: 0.31556326
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22717255 ---Validation accuracy:--- 0.899 Validation Loss: 0.37478063
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.21929386 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31193164
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16883163 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32764053
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.20137605 ---Validation accuracy:--- 0.8956 Validation Loss: 0.38630068
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.26721576 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3587703
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.4770404 ---Validation accuracy:--- 0.8328 Validation Loss: 0.56537
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.3743004 ---Validation accuracy:--- 0.8522 Validation Loss: 0.53291696
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.24289924 ---Validation accuracy:--- 0.9014 Validation Loss: 0.3649151
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.37363118 ---Validation accuracy:--- 0.8848 Validation Loss: 0.39972872
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.230111 ---Validation accuracy:--- 0.9036 Validation Loss: 0.3523907
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.17270675 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3369988
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18544717 ---Validation accuracy:--- 0.913 Validation Loss: 0.3270968
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.29309008 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31957808
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18124643 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31543353
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.32715207 ---Validation accuracy:--- 0.9104 Validation Loss: 0.33562133
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.3002141 ---Validation accuracy:--- 0.8868 Validation Loss: 0.40120757
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.31227586 ---Validation accuracy:--- 0.8914 Validation Loss: 0.40514395
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16154955 ---Validation accuracy:--- 0.9072 Validation Loss: 0.34097514
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.28291744 ---Validation accuracy:--- 0.903 Validation Loss: 0.3470269
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.14830032 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34467706
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22086486 ---Validation accuracy:--- 0.8976 Validation Loss: 0.38129568
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.29061234 ---Validation accuracy:--- 0.9028 Validation Loss: 0.34822345
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11351374 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31990722
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.27214518 ---Validation accuracy:--- 0.9034 Validation Loss: 0.34219456
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15830906 ---Validation accuracy:--- 0.9082 Validation Loss: 0.3337502
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18121728 ---Validation accuracy:--- 0.9034 Validation Loss: 0.35516995
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.21453495 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30980512
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11512509 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3195386
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21716344 ---Validation accuracy:--- 0.9128 Validation Loss: 0.32458565
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2823973 ---Validation accuracy:--- 0.9112 Validation Loss: 0.32956782
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1923151 ---Validation accuracy:--- 0.9158 Validation Loss: 0.31526884
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07679493 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3371259
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.16555011 ---Validation accuracy:--- 0.9088 Validation Loss: 0.3301013
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11290756 ---Validation accuracy:--- 0.9128 Validation Loss: 0.32668427
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.3648939 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31273076
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2138329 ---Validation accuracy:--- 0.912 Validation Loss: 0.33242846
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19960232 ---Validation accuracy:--- 0.9194 Validation Loss: 0.3052776
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18218434 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31398672
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.22560126 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32945377
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.11778366 ---Validation accuracy:--- 0.8978 Validation Loss: 0.37104428
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.5842867 ---Validation accuracy:--- 0.8412 Validation Loss: 0.57815975
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.804449 ---Validation accuracy:--- 0.7898 Validation Loss: 0.76150924
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.38501835 ---Validation accuracy:--- 0.8608 Validation Loss: 0.4789208
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.30912286 ---Validation accuracy:--- 0.8892 Validation Loss: 0.3781389
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15564151 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34122637
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22083744 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3405913
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.15689845 ---Validation accuracy:--- 0.9134 Validation Loss: 0.32714024
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.24282505 ---Validation accuracy:--- 0.9054 Validation Loss: 0.3455637
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24303354 ---Validation accuracy:--- 0.9074 Validation Loss: 0.34144664
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.35590073 ---Validation accuracy:--- 0.9092 Validation Loss: 0.3329282
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.21084371 ---Validation accuracy:--- 0.9132 Validation Loss: 0.327535
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.25428954 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3451304
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2506578 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33427522
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15345562 ---Validation accuracy:--- 0.9148 Validation Loss: 0.323091
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.21880291 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3327989
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.26892963 ---Validation accuracy:--- 0.8736 Validation Loss: 0.43771806
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22306629 ---Validation accuracy:--- 0.9096 Validation Loss: 0.33448035
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15775888 ---Validation accuracy:--- 0.8934 Validation Loss: 0.3813722
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.15699893 ---Validation accuracy:--- 0.913 Validation Loss: 0.32797524
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2477805 ---Validation accuracy:--- 0.9146 Validation Loss: 0.32538003
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19896904 ---Validation accuracy:--- 0.9 Validation Loss: 0.3738494
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.43938348 ---Validation accuracy:--- 0.8786 Validation Loss: 0.42574823
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.38279617 ---Validation accuracy:--- 0.896 Validation Loss: 0.38034728
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.30216935 ---Validation accuracy:--- 0.902 Validation Loss: 0.3402051
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.35915652 ---Validation accuracy:--- 0.9 Validation Loss: 0.3649481
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2685384 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31879535
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16749492 ---Validation accuracy:--- 0.9112 Validation Loss: 0.33091593
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.119549334 ---Validation accuracy:--- 0.9038 Validation Loss: 0.33515123
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15395926 ---Validation accuracy:--- 0.9096 Validation Loss: 0.33177346
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25021654 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3408612
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17732593 ---Validation accuracy:--- 0.9094 Validation Loss: 0.3511264
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18513544 ---Validation accuracy:--- 0.9138 Validation Loss: 0.30781582
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24072513 ---Validation accuracy:--- 0.912 Validation Loss: 0.32201537
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.28692663 ---Validation accuracy:--- 0.9126 Validation Loss: 0.326517
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14032753 ---Validation accuracy:--- 0.9058 Validation Loss: 0.32755008
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20960945 ---Validation accuracy:--- 0.9172 Validation Loss: 0.31050462
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22397035 ---Validation accuracy:--- 0.8984 Validation Loss: 0.34678754
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.18537399 ---Validation accuracy:--- 0.8978 Validation Loss: 0.35672325
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.28204477 ---Validation accuracy:--- 0.8982 Validation Loss: 0.36908424
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15795356 ---Validation accuracy:--- 0.9092 Validation Loss: 0.34179962
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.26054323 ---Validation accuracy:--- 0.9108 Validation Loss: 0.33065912
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.20781559 ---Validation accuracy:--- 0.9028 Validation Loss: 0.3421935
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2360888 ---Validation accuracy:--- 0.919 Validation Loss: 0.3135699
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18222415 ---Validation accuracy:--- 0.902 Validation Loss: 0.33757004
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.20359632 ---Validation accuracy:--- 0.8996 Validation Loss: 0.38217923
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14033201 ---Validation accuracy:--- 0.9144 Validation Loss: 0.3203611
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.2287616 ---Validation accuracy:--- 0.9098 Validation Loss: 0.34006187
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.27578056 ---Validation accuracy:--- 0.9086 Validation Loss: 0.32728216
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.1352073 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33184525
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.2220944 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3300236
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24224423 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34300548
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.15425734 ---Validation accuracy:--- 0.8916 Validation Loss: 0.39648843
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.20091976 ---Validation accuracy:--- 0.909 Validation Loss: 0.3408807
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.18599518 ---Validation accuracy:--- 0.9174 Validation Loss: 0.31581005
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.3799018 ---Validation accuracy:--- 0.895 Validation Loss: 0.37370902
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.3009667 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3113996
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17677653 ---Validation accuracy:--- 0.917 Validation Loss: 0.30736658
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.26039842 ---Validation accuracy:--- 0.9044 Validation Loss: 0.3371974
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25163832 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34848237
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.26538405 ---Validation accuracy:--- 0.8864 Validation Loss: 0.40345415
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19807453 ---Validation accuracy:--- 0.8862 Validation Loss: 0.4036361
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21713291 ---Validation accuracy:--- 0.8704 Validation Loss: 0.43910503
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25238478 ---Validation accuracy:--- 0.9134 Validation Loss: 0.33622772
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.26549315 ---Validation accuracy:--- 0.8958 Validation Loss: 0.3786801
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08559969 ---Validation accuracy:--- 0.9166 Validation Loss: 0.32587585
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20289694 ---Validation accuracy:--- 0.9192 Validation Loss: 0.31425032
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.17389116 ---Validation accuracy:--- 0.9204 Validation Loss: 0.30994016
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13954037 ---Validation accuracy:--- 0.9118 Validation Loss: 0.34018344
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17826407 ---Validation accuracy:--- 0.9182 Validation Loss: 0.32121328
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17633116 ---Validation accuracy:--- 0.9104 Validation Loss: 0.33195612
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1877113 ---Validation accuracy:--- 0.9204 Validation Loss: 0.30319417
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2376015 ---Validation accuracy:--- 0.9162 Validation Loss: 0.324455
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.29333353 ---Validation accuracy:--- 0.9192 Validation Loss: 0.3086524
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.18554103 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34500673
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.24780227 ---Validation accuracy:--- 0.8934 Validation Loss: 0.38261518
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.28988206 ---Validation accuracy:--- 0.9112 Validation Loss: 0.33722416
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.135956 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31311163
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2630542 ---Validation accuracy:--- 0.8946 Validation Loss: 0.38723856
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.18540603 ---Validation accuracy:--- 0.911 Validation Loss: 0.332665
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22845261 ---Validation accuracy:--- 0.9094 Validation Loss: 0.33139557
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.30992997 ---Validation accuracy:--- 0.8812 Validation Loss: 0.4243063
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20088543 ---Validation accuracy:--- 0.9148 Validation Loss: 0.32864714
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.17675617 ---Validation accuracy:--- 0.909 Validation Loss: 0.3541218
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11476782 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32619563
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.28049302 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3205116
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.23935801 ---Validation accuracy:--- 0.9188 Validation Loss: 0.31445104
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15209292 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31583178
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.33189458 ---Validation accuracy:--- 0.913 Validation Loss: 0.33378726
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2872862 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3550468
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.30080894 ---Validation accuracy:--- 0.9066 Validation Loss: 0.35827464
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.31118625 ---Validation accuracy:--- 0.92 Validation Loss: 0.31276312
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12027281 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31273615
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18095958 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3195497
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.32623878 ---Validation accuracy:--- 0.9132 Validation Loss: 0.33208457
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.22094364 ---Validation accuracy:--- 0.919 Validation Loss: 0.30478466
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.29396507 ---Validation accuracy:--- 0.9214 Validation Loss: 0.30962226
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.24169056 ---Validation accuracy:--- 0.9098 Validation Loss: 0.33001906
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.32833785 ---Validation accuracy:--- 0.9074 Validation Loss: 0.35201338
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18668205 ---Validation accuracy:--- 0.897 Validation Loss: 0.39077333
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.13747577 ---Validation accuracy:--- 0.911 Validation Loss: 0.33135977
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.3509114 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30892265
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1699564 ---Validation accuracy:--- 0.9218 Validation Loss: 0.3049411
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.24447303 ---Validation accuracy:--- 0.905 Validation Loss: 0.3548628
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22043848 ---Validation accuracy:--- 0.918 Validation Loss: 0.3232729
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22724 ---Validation accuracy:--- 0.8832 Validation Loss: 0.42983636
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15663646 ---Validation accuracy:--- 0.9122 Validation Loss: 0.33692628
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21095866 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30650657
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16863783 ---Validation accuracy:--- 0.912 Validation Loss: 0.33019522
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17502695 ---Validation accuracy:--- 0.9168 Validation Loss: 0.3102501
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18644634 ---Validation accuracy:--- 0.9212 Validation Loss: 0.3041363
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.1259872 ---Validation accuracy:--- 0.9132 Validation Loss: 0.33168003
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08575218 ---Validation accuracy:--- 0.917 Validation Loss: 0.31683227
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.30966854 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31884035
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.21068455 ---Validation accuracy:--- 0.9086 Validation Loss: 0.3334768
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.24723089 ---Validation accuracy:--- 0.914 Validation Loss: 0.32518062
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10150452 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30413827
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.23613296 ---Validation accuracy:--- 0.9148 Validation Loss: 0.32541826
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15973276 ---Validation accuracy:--- 0.9126 Validation Loss: 0.33306068
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2243495 ---Validation accuracy:--- 0.9162 Validation Loss: 0.3124973
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1150079 ---Validation accuracy:--- 0.9194 Validation Loss: 0.3003019
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.30108204 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31176227
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1421869 ---Validation accuracy:--- 0.9156 Validation Loss: 0.3053513
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.39126316 ---Validation accuracy:--- 0.905 Validation Loss: 0.3599905
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23408897 ---Validation accuracy:--- 0.9112 Validation Loss: 0.33489513
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.23995817 ---Validation accuracy:--- 0.9126 Validation Loss: 0.32934418
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.26685596 ---Validation accuracy:--- 0.9044 Validation Loss: 0.33804792
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.2201202 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32657558
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14806174 ---Validation accuracy:--- 0.915 Validation Loss: 0.3155493
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.33452684 ---Validation accuracy:--- 0.89 Validation Loss: 0.39177918
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.19192708 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3281322
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.18598673 ---Validation accuracy:--- 0.8978 Validation Loss: 0.35279933
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09374195 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3158304
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.14767128 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3265911
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.17112094 ---Validation accuracy:--- 0.9082 Validation Loss: 0.3341274
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17328049 ---Validation accuracy:--- 0.9158 Validation Loss: 0.32164943
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.39545015 ---Validation accuracy:--- 0.8918 Validation Loss: 0.39533532
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25598127 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3362034
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17816253 ---Validation accuracy:--- 0.9168 Validation Loss: 0.31012568
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1669069 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32604054
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11418882 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3122345
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1284676 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3302345
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2004878 ---Validation accuracy:--- 0.9082 Validation Loss: 0.3320544
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.22520207 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34466222
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.43259716 ---Validation accuracy:--- 0.8704 Validation Loss: 0.44349843
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15520075 ---Validation accuracy:--- 0.9012 Validation Loss: 0.37077972
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.34946114 ---Validation accuracy:--- 0.89 Validation Loss: 0.3824886
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23310977 ---Validation accuracy:--- 0.907 Validation Loss: 0.34291685
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19253951 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31054473
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10384344 ---Validation accuracy:--- 0.914 Validation Loss: 0.31656322
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17776859 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31628817
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17159776 ---Validation accuracy:--- 0.898 Validation Loss: 0.36636966
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13729708 ---Validation accuracy:--- 0.9146 Validation Loss: 0.3198772
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.28903016 ---Validation accuracy:--- 0.9156 Validation Loss: 0.322882
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11144846 ---Validation accuracy:--- 0.9132 Validation Loss: 0.33507416
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13456357 ---Validation accuracy:--- 0.9182 Validation Loss: 0.31429324
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16160983 ---Validation accuracy:--- 0.8928 Validation Loss: 0.40379527
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.65834075 ---Validation accuracy:--- 0.8432 Validation Loss: 0.6175161
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.25954002 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3568193
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.19728898 ---Validation accuracy:--- 0.9172 Validation Loss: 0.31647363
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.22199863 ---Validation accuracy:--- 0.916 Validation Loss: 0.31806782
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.27962565 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3336649
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.25834668 ---Validation accuracy:--- 0.919 Validation Loss: 0.3122128
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07968686 ---Validation accuracy:--- 0.919 Validation Loss: 0.31054276
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.21662438 ---Validation accuracy:--- 0.912 Validation Loss: 0.3308651
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.20769812 ---Validation accuracy:--- 0.9168 Validation Loss: 0.31498346
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.1828312 ---Validation accuracy:--- 0.9136 Validation Loss: 0.3275957
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10800602 ---Validation accuracy:--- 0.9174 Validation Loss: 0.31450963
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.0949688 ---Validation accuracy:--- 0.9168 Validation Loss: 0.32435963
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.32328078 ---Validation accuracy:--- 0.8776 Validation Loss: 0.4554747
Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.567655 ---Validation accuracy:--- 0.8426 Validation Loss: 0.5733648
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17074183 ---Validation accuracy:--- 0.906 Validation Loss: 0.3549269
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.31154168 ---Validation accuracy:--- 0.9068 Validation Loss: 0.35828817
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.24104409 ---Validation accuracy:--- 0.9134 Validation Loss: 0.3249335
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20748048 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3208881
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.29135773 ---Validation accuracy:--- 0.9074 Validation Loss: 0.35251427
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17470509 ---Validation accuracy:--- 0.9036 Validation Loss: 0.35318705
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.27473867 ---Validation accuracy:--- 0.9134 Validation Loss: 0.31965044
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.2447309 ---Validation accuracy:--- 0.9148 Validation Loss: 0.3300733
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17704152 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31665486
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.109223954 ---Validation accuracy:--- 0.9192 Validation Loss: 0.30835316
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1876196 ---Validation accuracy:--- 0.9216 Validation Loss: 0.30496857
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.25015283 ---Validation accuracy:--- 0.901 Validation Loss: 0.35847694
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.272579 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34921467
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.24084492 ---Validation accuracy:--- 0.9172 Validation Loss: 0.31844482
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15014194 ---Validation accuracy:--- 0.907 Validation Loss: 0.34702066
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.33115616 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35014397
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1774379 ---Validation accuracy:--- 0.9112 Validation Loss: 0.32375637
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.32878017 ---Validation accuracy:--- 0.9118 Validation Loss: 0.34232074
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14475134 ---Validation accuracy:--- 0.92 Validation Loss: 0.30643937
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.29320988 ---Validation accuracy:--- 0.8768 Validation Loss: 0.4481164
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2124793 ---Validation accuracy:--- 0.9104 Validation Loss: 0.34154442
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.20416449 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3251095
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11442975 ---Validation accuracy:--- 0.9218 Validation Loss: 0.302867
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.118327715 ---Validation accuracy:--- 0.922 Validation Loss: 0.29724437
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.18938465 ---Validation accuracy:--- 0.9202 Validation Loss: 0.3049984
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16261274 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31031927
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16465832 ---Validation accuracy:--- 0.9212 Validation Loss: 0.30904824
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.15016189 ---Validation accuracy:--- 0.9128 Validation Loss: 0.33529004
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.283887 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3445628
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.22933736 ---Validation accuracy:--- 0.9202 Validation Loss: 0.30314994
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.2579352 ---Validation accuracy:--- 0.916 Validation Loss: 0.3196321
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.26617503 ---Validation accuracy:--- 0.909 Validation Loss: 0.34030348
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.30881953 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3289953
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.17087455 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3410633
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.1629275 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30971366
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18594769 ---Validation accuracy:--- 0.9058 Validation Loss: 0.345729
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2661599 ---Validation accuracy:--- 0.9074 Validation Loss: 0.35484186
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.31482035 ---Validation accuracy:--- 0.9084 Validation Loss: 0.34096244
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17739172 ---Validation accuracy:--- 0.9198 Validation Loss: 0.30052003
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.23557355 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31823945
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.1613173 ---Validation accuracy:--- 0.9166 Validation Loss: 0.32799086
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23106241 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30699503
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.25228304 ---Validation accuracy:--- 0.9094 Validation Loss: 0.33636248
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.12846482 ---Validation accuracy:--- 0.8916 Validation Loss: 0.3894271
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14062652 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32883897
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.17569901 ---Validation accuracy:--- 0.91 Validation Loss: 0.33139354
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17015983 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31795606
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2439156 ---Validation accuracy:--- 0.9228 Validation Loss: 0.29117545
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.19554424 ---Validation accuracy:--- 0.9214 Validation Loss: 0.29123902
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20763119 ---Validation accuracy:--- 0.92 Validation Loss: 0.30931708
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11588175 ---Validation accuracy:--- 0.9192 Validation Loss: 0.31481305
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20481867 ---Validation accuracy:--- 0.9186 Validation Loss: 0.31411812
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1360038 ---Validation accuracy:--- 0.9224 Validation Loss: 0.30357152
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15336306 ---Validation accuracy:--- 0.9146 Validation Loss: 0.32872498
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14101157 ---Validation accuracy:--- 0.9186 Validation Loss: 0.3118232
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.24134208 ---Validation accuracy:--- 0.9106 Validation Loss: 0.33578718
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.36927193 ---Validation accuracy:--- 0.8852 Validation Loss: 0.40199295
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.25567085 ---Validation accuracy:--- 0.9164 Validation Loss: 0.31150982
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.26323643 ---Validation accuracy:--- 0.9242 Validation Loss: 0.29856417
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.19488746 ---Validation accuracy:--- 0.9228 Validation Loss: 0.29320577
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23638664 ---Validation accuracy:--- 0.9082 Validation Loss: 0.34171823
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.26667386 ---Validation accuracy:--- 0.8852 Validation Loss: 0.4235397
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07362147 ---Validation accuracy:--- 0.9166 Validation Loss: 0.32292953
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20740208 ---Validation accuracy:--- 0.908 Validation Loss: 0.34543926
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.2399823 ---Validation accuracy:--- 0.917 Validation Loss: 0.31341088
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18090466 ---Validation accuracy:--- 0.915 Validation Loss: 0.3243348
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21323486 ---Validation accuracy:--- 0.9128 Validation Loss: 0.32900605
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.39211118 ---Validation accuracy:--- 0.877 Validation Loss: 0.44173917
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.4537151 ---Validation accuracy:--- 0.8886 Validation Loss: 0.42344102
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19809483 ---Validation accuracy:--- 0.9236 Validation Loss: 0.30515423
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.13449532 ---Validation accuracy:--- 0.8996 Validation Loss: 0.38031238
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.32913148 ---Validation accuracy:--- 0.9218 Validation Loss: 0.30008522
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16760153 ---Validation accuracy:--- 0.9248 Validation Loss: 0.300044
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12852755 ---Validation accuracy:--- 0.913 Validation Loss: 0.32886064
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.24739434 ---Validation accuracy:--- 0.921 Validation Loss: 0.30514035
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17167175 ---Validation accuracy:--- 0.923 Validation Loss: 0.30407983
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.25622806 ---Validation accuracy:--- 0.9052 Validation Loss: 0.35268852
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21796003 ---Validation accuracy:--- 0.9212 Validation Loss: 0.3019732
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11643141 ---Validation accuracy:--- 0.917 Validation Loss: 0.32004032
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18766364 ---Validation accuracy:--- 0.9196 Validation Loss: 0.31076926
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.24412498 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3696253
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.25879326 ---Validation accuracy:--- 0.8864 Validation Loss: 0.41659936
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.21090385 ---Validation accuracy:--- 0.8942 Validation Loss: 0.39858282
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.3918836 ---Validation accuracy:--- 0.8934 Validation Loss: 0.38358912
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.2840335 ---Validation accuracy:--- 0.922 Validation Loss: 0.30959132
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.33442974 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3615347
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2486906 ---Validation accuracy:--- 0.91 Validation Loss: 0.34384495
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.23696354 ---Validation accuracy:--- 0.9102 Validation Loss: 0.33757153
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.18498558 ---Validation accuracy:--- 0.9122 Validation Loss: 0.33421454
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2211604 ---Validation accuracy:--- 0.9146 Validation Loss: 0.3269937
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17505728 ---Validation accuracy:--- 0.9148 Validation Loss: 0.3183922
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.19629702 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31664926
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.101072066 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31569022
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.2672143 ---Validation accuracy:--- 0.8902 Validation Loss: 0.37670195
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3116023 ---Validation accuracy:--- 0.9044 Validation Loss: 0.3413922
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.26196063 ---Validation accuracy:--- 0.9046 Validation Loss: 0.3529625
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1742372 ---Validation accuracy:--- 0.9148 Validation Loss: 0.3200686
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15492402 ---Validation accuracy:--- 0.9164 Validation Loss: 0.31778502
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22360829 ---Validation accuracy:--- 0.9232 Validation Loss: 0.29552206
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13398251 ---Validation accuracy:--- 0.9036 Validation Loss: 0.34931174
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.39302894 ---Validation accuracy:--- 0.8932 Validation Loss: 0.3624915
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.4874228 ---Validation accuracy:--- 0.8702 Validation Loss: 0.46544892
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18213424 ---Validation accuracy:--- 0.8982 Validation Loss: 0.3573867
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.3984202 ---Validation accuracy:--- 0.8796 Validation Loss: 0.40934154
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3039107 ---Validation accuracy:--- 0.9118 Validation Loss: 0.32313472
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.2434848 ---Validation accuracy:--- 0.913 Validation Loss: 0.31313607
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.09668088 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31774187
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.25513417 ---Validation accuracy:--- 0.9126 Validation Loss: 0.32456958
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.20639874 ---Validation accuracy:--- 0.9044 Validation Loss: 0.3338984
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3117799 ---Validation accuracy:--- 0.9204 Validation Loss: 0.30812043
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.15300691 ---Validation accuracy:--- 0.9158 Validation Loss: 0.31185886
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1569833 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31254584
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15157415 ---Validation accuracy:--- 0.9202 Validation Loss: 0.30060336
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15804186 ---Validation accuracy:--- 0.9188 Validation Loss: 0.30525056
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.39728996 ---Validation accuracy:--- 0.9198 Validation Loss: 0.30625308
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.23430645 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3165764
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22448273 ---Validation accuracy:--- 0.9156 Validation Loss: 0.32180536
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15830168 ---Validation accuracy:--- 0.9166 Validation Loss: 0.31075123
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13363531 ---Validation accuracy:--- 0.9132 Validation Loss: 0.32335407
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17133671 ---Validation accuracy:--- 0.9224 Validation Loss: 0.30166847
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20801151 ---Validation accuracy:--- 0.9222 Validation Loss: 0.29409873
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.2979916 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3376605
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2522862 ---Validation accuracy:--- 0.9162 Validation Loss: 0.31045738
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.10424223 ---Validation accuracy:--- 0.9154 Validation Loss: 0.317881
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.20159979 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34817174
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.23637824 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32182643
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13911904 ---Validation accuracy:--- 0.9158 Validation Loss: 0.32057196
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.28473213 ---Validation accuracy:--- 0.9116 Validation Loss: 0.34822163
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.27821934 ---Validation accuracy:--- 0.914 Validation Loss: 0.3128829
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.38506523 ---Validation accuracy:--- 0.9006 Validation Loss: 0.35553348
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23372239 ---Validation accuracy:--- 0.919 Validation Loss: 0.30995128
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14060897 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3337573
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12028018 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30879933
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19044064 ---Validation accuracy:--- 0.8896 Validation Loss: 0.4000434
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18049671 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33579376
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13573839 ---Validation accuracy:--- 0.9224 Validation Loss: 0.29574364
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.122804 ---Validation accuracy:--- 0.92 Validation Loss: 0.3000314
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.2465529 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31322822
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23916706 ---Validation accuracy:--- 0.9072 Validation Loss: 0.34207645
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21690875 ---Validation accuracy:--- 0.9146 Validation Loss: 0.32256743
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.20768204 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29978463
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.23201199 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32660726
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.35514298 ---Validation accuracy:--- 0.8892 Validation Loss: 0.3919335
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22093554 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31996742
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.25687468 ---Validation accuracy:--- 0.9172 Validation Loss: 0.29996017
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.17303406 ---Validation accuracy:--- 0.9044 Validation Loss: 0.33894742
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.25992635 ---Validation accuracy:--- 0.905 Validation Loss: 0.3305128
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11120564 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31047493
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.29907092 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29876587
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25293696 ---Validation accuracy:--- 0.912 Validation Loss: 0.3197585
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21625356 ---Validation accuracy:--- 0.918 Validation Loss: 0.30663434
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19432995 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31166354
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.17793028 ---Validation accuracy:--- 0.902 Validation Loss: 0.34669515
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1942942 ---Validation accuracy:--- 0.8924 Validation Loss: 0.372121
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15306523 ---Validation accuracy:--- 0.907 Validation Loss: 0.3361808
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16372025 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32414076
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.31152266 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30270195
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23376565 ---Validation accuracy:--- 0.918 Validation Loss: 0.30232105
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.2169831 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30481768
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20219818 ---Validation accuracy:--- 0.908 Validation Loss: 0.34765235
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.31386557 ---Validation accuracy:--- 0.919 Validation Loss: 0.30527896
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.19209485 ---Validation accuracy:--- 0.9194 Validation Loss: 0.30087817
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16701138 ---Validation accuracy:--- 0.906 Validation Loss: 0.3491524
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22422506 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32926702
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1629072 ---Validation accuracy:--- 0.9118 Validation Loss: 0.332468
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25212228 ---Validation accuracy:--- 0.8968 Validation Loss: 0.38591397
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14626223 ---Validation accuracy:--- 0.9146 Validation Loss: 0.3212435
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.18851355 ---Validation accuracy:--- 0.8984 Validation Loss: 0.38211808
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.1738865 ---Validation accuracy:--- 0.9112 Validation Loss: 0.3197646
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23966552 ---Validation accuracy:--- 0.916 Validation Loss: 0.30722037
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1254949 ---Validation accuracy:--- 0.915 Validation Loss: 0.31565824
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22655441 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29759687
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.24700397 ---Validation accuracy:--- 0.9094 Validation Loss: 0.33144608
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1213039 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32447565
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13582891 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31698966
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1584743 ---Validation accuracy:--- 0.913 Validation Loss: 0.3151582
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13525662 ---Validation accuracy:--- 0.9192 Validation Loss: 0.3074278
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.19441773 ---Validation accuracy:--- 0.918 Validation Loss: 0.30590877
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14398873 ---Validation accuracy:--- 0.912 Validation Loss: 0.31998545
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.18618584 ---Validation accuracy:--- 0.8704 Validation Loss: 0.45442265
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.27975175 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34561217
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13917278 ---Validation accuracy:--- 0.9212 Validation Loss: 0.3002258
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.1397865 ---Validation accuracy:--- 0.9164 Validation Loss: 0.31420034
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.14815412 ---Validation accuracy:--- 0.9214 Validation Loss: 0.29748675
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.3089013 ---Validation accuracy:--- 0.9216 Validation Loss: 0.29379576
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15704197 ---Validation accuracy:--- 0.9148 Validation Loss: 0.3190642
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15574753 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30742282
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.2841334 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31811556
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08814847 ---Validation accuracy:--- 0.9206 Validation Loss: 0.3068506
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23138264 ---Validation accuracy:--- 0.9052 Validation Loss: 0.35425904
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.22348279 ---Validation accuracy:--- 0.9146 Validation Loss: 0.32031122
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.21522933 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30554378
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.21108264 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31369913
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17570634 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31964052
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17413624 ---Validation accuracy:--- 0.9072 Validation Loss: 0.34407008
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15337269 ---Validation accuracy:--- 0.9 Validation Loss: 0.35345384
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25873795 ---Validation accuracy:--- 0.9258 Validation Loss: 0.2945845
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19492416 ---Validation accuracy:--- 0.9114 Validation Loss: 0.34120536
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.15632467 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32806066
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17456873 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2867188
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.24949028 ---Validation accuracy:--- 0.9124 Validation Loss: 0.32940307
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16889992 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29404688
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17650555 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31225985
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.50151134 ---Validation accuracy:--- 0.8526 Validation Loss: 0.49976134
Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.5005847 ---Validation accuracy:--- 0.8602 Validation Loss: 0.4722042
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17000939 ---Validation accuracy:--- 0.9084 Validation Loss: 0.35087729
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.33366582 ---Validation accuracy:--- 0.9162 Validation Loss: 0.32450995
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15223247 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31802425
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2685026 ---Validation accuracy:--- 0.922 Validation Loss: 0.2946628
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10447202 ---Validation accuracy:--- 0.9046 Validation Loss: 0.3564348
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13979518 ---Validation accuracy:--- 0.9124 Validation Loss: 0.32761663
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15600099 ---Validation accuracy:--- 0.9138 Validation Loss: 0.32309312
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.24459472 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3313519
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.17304088 ---Validation accuracy:--- 0.92 Validation Loss: 0.30100954
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14341694 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32763985
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3225126 ---Validation accuracy:--- 0.9088 Validation Loss: 0.34245688
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13156231 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30957443
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.20185451 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30495468
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.27109706 ---Validation accuracy:--- 0.903 Validation Loss: 0.3719715
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.28029233 ---Validation accuracy:--- 0.9006 Validation Loss: 0.33955258
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17141874 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3105436
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1637011 ---Validation accuracy:--- 0.922 Validation Loss: 0.293699
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.17898078 ---Validation accuracy:--- 0.918 Validation Loss: 0.3030172
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.21610281 ---Validation accuracy:--- 0.915 Validation Loss: 0.3223933
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.16621666 ---Validation accuracy:--- 0.9172 Validation Loss: 0.3146062
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09370504 ---Validation accuracy:--- 0.9196 Validation Loss: 0.3023703
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17088449 ---Validation accuracy:--- 0.9068 Validation Loss: 0.339625
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.3012606 ---Validation accuracy:--- 0.9196 Validation Loss: 0.310446
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1247222 ---Validation accuracy:--- 0.9166 Validation Loss: 0.31722844
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.32756388 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30735686
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12304694 ---Validation accuracy:--- 0.9202 Validation Loss: 0.30193302
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.21866722 ---Validation accuracy:--- 0.9028 Validation Loss: 0.34156537
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3001516 ---Validation accuracy:--- 0.8816 Validation Loss: 0.43230897
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.24018551 ---Validation accuracy:--- 0.8944 Validation Loss: 0.37452915
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.26305085 ---Validation accuracy:--- 0.894 Validation Loss: 0.378509
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23774432 ---Validation accuracy:--- 0.899 Validation Loss: 0.3655811
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2836385 ---Validation accuracy:--- 0.9212 Validation Loss: 0.29595757
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18449397 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33458683
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25759202 ---Validation accuracy:--- 0.9096 Validation Loss: 0.330894
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15065263 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29928905
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.15691471 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32971293
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16481815 ---Validation accuracy:--- 0.9202 Validation Loss: 0.3066982
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.16366123 ---Validation accuracy:--- 0.9204 Validation Loss: 0.30529648
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13359118 ---Validation accuracy:--- 0.9224 Validation Loss: 0.30070272
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.12694684 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35415986
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23363228 ---Validation accuracy:--- 0.9194 Validation Loss: 0.30521324
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16019304 ---Validation accuracy:--- 0.9222 Validation Loss: 0.29768747
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1189971 ---Validation accuracy:--- 0.9206 Validation Loss: 0.30327836
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.36908153 ---Validation accuracy:--- 0.9262 Validation Loss: 0.28284615
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.122907676 ---Validation accuracy:--- 0.9268 Validation Loss: 0.28408548
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.27999794 ---Validation accuracy:--- 0.923 Validation Loss: 0.30301654
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.1736696 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32572994
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14707778 ---Validation accuracy:--- 0.9214 Validation Loss: 0.29716513
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13035446 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31854686
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15655091 ---Validation accuracy:--- 0.9118 Validation Loss: 0.32894012
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.2433585 ---Validation accuracy:--- 0.925 Validation Loss: 0.30142215
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.21226162 ---Validation accuracy:--- 0.913 Validation Loss: 0.34117284
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11522123 ---Validation accuracy:--- 0.9232 Validation Loss: 0.30775452
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11866189 ---Validation accuracy:--- 0.899 Validation Loss: 0.38057265
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16385767 ---Validation accuracy:--- 0.908 Validation Loss: 0.34643736
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.35051015 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32900232
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1923782 ---Validation accuracy:--- 0.907 Validation Loss: 0.34013224
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20424984 ---Validation accuracy:--- 0.9218 Validation Loss: 0.29453066
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.23858723 ---Validation accuracy:--- 0.8856 Validation Loss: 0.39708543
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.26259896 ---Validation accuracy:--- 0.909 Validation Loss: 0.33052447
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17511874 ---Validation accuracy:--- 0.9216 Validation Loss: 0.30088836
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10783666 ---Validation accuracy:--- 0.9046 Validation Loss: 0.3440719
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.26057646 ---Validation accuracy:--- 0.9194 Validation Loss: 0.32151213
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21530758 ---Validation accuracy:--- 0.9134 Validation Loss: 0.3249071
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13653192 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30715254
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.18198465 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31681323
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21975063 ---Validation accuracy:--- 0.9172 Validation Loss: 0.3141021
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.17787048 ---Validation accuracy:--- 0.9186 Validation Loss: 0.3221104
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2090407 ---Validation accuracy:--- 0.919 Validation Loss: 0.3113311
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11168848 ---Validation accuracy:--- 0.9216 Validation Loss: 0.30934203
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.16456883 ---Validation accuracy:--- 0.9198 Validation Loss: 0.30114833
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13569438 ---Validation accuracy:--- 0.9242 Validation Loss: 0.28527597
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.23365885 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31898662
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2078194 ---Validation accuracy:--- 0.9202 Validation Loss: 0.30409145
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17739543 ---Validation accuracy:--- 0.8856 Validation Loss: 0.42285272
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2930955 ---Validation accuracy:--- 0.895 Validation Loss: 0.39675432
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2888404 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31560615
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.22254978 ---Validation accuracy:--- 0.9122 Validation Loss: 0.32685274
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21368885 ---Validation accuracy:--- 0.8928 Validation Loss: 0.37224215
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.27030808 ---Validation accuracy:--- 0.895 Validation Loss: 0.3998851
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.16680813 ---Validation accuracy:--- 0.9188 Validation Loss: 0.3010165
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.27029064 ---Validation accuracy:--- 0.9236 Validation Loss: 0.29914272
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13458462 ---Validation accuracy:--- 0.922 Validation Loss: 0.2921916
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.3221933 ---Validation accuracy:--- 0.898 Validation Loss: 0.35338384
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.39516675 ---Validation accuracy:--- 0.8604 Validation Loss: 0.4694415
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.23062141 ---Validation accuracy:--- 0.908 Validation Loss: 0.32346818
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.21693337 ---Validation accuracy:--- 0.879 Validation Loss: 0.41332042
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2699063 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34703934
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2239063 ---Validation accuracy:--- 0.9206 Validation Loss: 0.3007528
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.078907155 ---Validation accuracy:--- 0.9196 Validation Loss: 0.3050531
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.25774747 ---Validation accuracy:--- 0.9218 Validation Loss: 0.29510397
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.090017185 ---Validation accuracy:--- 0.9282 Validation Loss: 0.27925375
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.23553127 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30281666
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22165722 ---Validation accuracy:--- 0.9174 Validation Loss: 0.304884
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.119261645 ---Validation accuracy:--- 0.9222 Validation Loss: 0.28510532
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17963874 ---Validation accuracy:--- 0.903 Validation Loss: 0.3613412
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.34579042 ---Validation accuracy:--- 0.8854 Validation Loss: 0.4113245
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.40104705 ---Validation accuracy:--- 0.847 Validation Loss: 0.5449037
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19642478 ---Validation accuracy:--- 0.9144 Validation Loss: 0.33063462
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21847469 ---Validation accuracy:--- 0.917 Validation Loss: 0.3146929
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2352161 ---Validation accuracy:--- 0.919 Validation Loss: 0.31314647
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.20031276 ---Validation accuracy:--- 0.9134 Validation Loss: 0.32175502
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.23903885 ---Validation accuracy:--- 0.8844 Validation Loss: 0.42798838
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1845298 ---Validation accuracy:--- 0.9076 Validation Loss: 0.34177095
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.39869422 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35545868
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.17787363 ---Validation accuracy:--- 0.8974 Validation Loss: 0.36644566
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.43735787 ---Validation accuracy:--- 0.873 Validation Loss: 0.42786324
Epoch: 2 ---Training accuracy:--- 0.81 Training Loss: 0.47432014 ---Validation accuracy:--- 0.8428 Validation Loss: 0.5448758
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19117306 ---Validation accuracy:--- 0.9042 Validation Loss: 0.36185348
Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.71809614 ---Validation accuracy:--- 0.842 Validation Loss: 0.59371585
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.4122373 ---Validation accuracy:--- 0.845 Validation Loss: 0.6067322
Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.53449005 ---Validation accuracy:--- 0.8594 Validation Loss: 0.48998234
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22313595 ---Validation accuracy:--- 0.9004 Validation Loss: 0.37731612
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.30868757 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33653793
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.24536541 ---Validation accuracy:--- 0.9142 Validation Loss: 0.32250333
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22475128 ---Validation accuracy:--- 0.915 Validation Loss: 0.31182992
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13299488 ---Validation accuracy:--- 0.9168 Validation Loss: 0.306427
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1449766 ---Validation accuracy:--- 0.918 Validation Loss: 0.30822676
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.29194295 ---Validation accuracy:--- 0.92 Validation Loss: 0.31099847
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.31755257 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3337626
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.21655425 ---Validation accuracy:--- 0.9122 Validation Loss: 0.33219478
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.18425685 ---Validation accuracy:--- 0.9198 Validation Loss: 0.30538774
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2003503 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29916418
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13353217 ---Validation accuracy:--- 0.915 Validation Loss: 0.31636393
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.40659964 ---Validation accuracy:--- 0.9184 Validation Loss: 0.2995338
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10591135 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30411205
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19242108 ---Validation accuracy:--- 0.9192 Validation Loss: 0.31497458
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.21935779 ---Validation accuracy:--- 0.9158 Validation Loss: 0.29967108
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.2680164 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34626478
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14379197 ---Validation accuracy:--- 0.9128 Validation Loss: 0.32108963
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13741332 ---Validation accuracy:--- 0.919 Validation Loss: 0.30733243
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16338097 ---Validation accuracy:--- 0.908 Validation Loss: 0.33525968
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.31633335 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3149663
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22039057 ---Validation accuracy:--- 0.9188 Validation Loss: 0.3006359
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15316793 ---Validation accuracy:--- 0.921 Validation Loss: 0.29314765
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.206637 ---Validation accuracy:--- 0.9234 Validation Loss: 0.29057172
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20973001 ---Validation accuracy:--- 0.9212 Validation Loss: 0.30521145
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10661616 ---Validation accuracy:--- 0.9234 Validation Loss: 0.29838952
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.19364668 ---Validation accuracy:--- 0.9198 Validation Loss: 0.3117896
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17738248 ---Validation accuracy:--- 0.9216 Validation Loss: 0.2932925
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.296346 ---Validation accuracy:--- 0.9106 Validation Loss: 0.34593093
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17012185 ---Validation accuracy:--- 0.9204 Validation Loss: 0.31088918
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.26622117 ---Validation accuracy:--- 0.8974 Validation Loss: 0.38348082
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.21100087 ---Validation accuracy:--- 0.9194 Validation Loss: 0.3063907
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.099012144 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2922006
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.19968015 ---Validation accuracy:--- 0.9204 Validation Loss: 0.30061826
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.32284287 ---Validation accuracy:--- 0.9194 Validation Loss: 0.3094798
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11467276 ---Validation accuracy:--- 0.9056 Validation Loss: 0.33842418
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.225098 ---Validation accuracy:--- 0.8994 Validation Loss: 0.35970563
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.47248763 ---Validation accuracy:--- 0.9218 Validation Loss: 0.29689872
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16518116 ---Validation accuracy:--- 0.9222 Validation Loss: 0.28653422
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.16316852 ---Validation accuracy:--- 0.9228 Validation Loss: 0.28751448
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2707321 ---Validation accuracy:--- 0.9192 Validation Loss: 0.3074704
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.12713489 ---Validation accuracy:--- 0.9176 Validation Loss: 0.3220583
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.22773662 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30914766
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.24515097 ---Validation accuracy:--- 0.9256 Validation Loss: 0.2849662
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1718277 ---Validation accuracy:--- 0.917 Validation Loss: 0.30039716
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.18081072 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31582087
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20455791 ---Validation accuracy:--- 0.917 Validation Loss: 0.31051114
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1897921 ---Validation accuracy:--- 0.9226 Validation Loss: 0.29758376
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2842124 ---Validation accuracy:--- 0.868 Validation Loss: 0.4963999
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.37066695 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36935452
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.33852428 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33873332
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.28130862 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3540322
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2376027 ---Validation accuracy:--- 0.9092 Validation Loss: 0.33129823
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.30700478 ---Validation accuracy:--- 0.921 Validation Loss: 0.30062523
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10330418 ---Validation accuracy:--- 0.9214 Validation Loss: 0.29341212
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13443933 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30748647
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2236312 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30530953
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15858273 ---Validation accuracy:--- 0.913 Validation Loss: 0.31748298
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.24969947 ---Validation accuracy:--- 0.919 Validation Loss: 0.32108867
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.30139092 ---Validation accuracy:--- 0.9056 Validation Loss: 0.36636817
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25716397 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31646225
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15143014 ---Validation accuracy:--- 0.9224 Validation Loss: 0.29898143
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.24934311 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30910277
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1018543 ---Validation accuracy:--- 0.922 Validation Loss: 0.30269444
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.2605803 ---Validation accuracy:--- 0.9244 Validation Loss: 0.2874593
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.35493895 ---Validation accuracy:--- 0.9162 Validation Loss: 0.3081947
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.35008156 ---Validation accuracy:--- 0.8714 Validation Loss: 0.4782063
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.31125274 ---Validation accuracy:--- 0.8974 Validation Loss: 0.38091353
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.10315245 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30535623
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06430202 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29860795
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.33011004 ---Validation accuracy:--- 0.908 Validation Loss: 0.3357766
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.36407718 ---Validation accuracy:--- 0.901 Validation Loss: 0.35370728
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16155353 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30293912
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16648348 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30430606
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.3279648 ---Validation accuracy:--- 0.9212 Validation Loss: 0.29556274
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.30680463 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3196603
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.254961 ---Validation accuracy:--- 0.9232 Validation Loss: 0.29199025
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1551281 ---Validation accuracy:--- 0.902 Validation Loss: 0.34849003
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25684687 ---Validation accuracy:--- 0.9154 Validation Loss: 0.2974544
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.28589335 ---Validation accuracy:--- 0.9044 Validation Loss: 0.35171995
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13349062 ---Validation accuracy:--- 0.9136 Validation Loss: 0.30909708
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17843051 ---Validation accuracy:--- 0.9214 Validation Loss: 0.3018877
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2389692 ---Validation accuracy:--- 0.9174 Validation Loss: 0.3082349
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.29565156 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30421484
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2483067 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31337115
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.31384408 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3415072
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1589966 ---Validation accuracy:--- 0.918 Validation Loss: 0.29735708
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20672163 ---Validation accuracy:--- 0.9112 Validation Loss: 0.32062533
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14041582 ---Validation accuracy:--- 0.9218 Validation Loss: 0.28531155
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1631556 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29221773
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.25253934 ---Validation accuracy:--- 0.923 Validation Loss: 0.28803113
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.095255755 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2844742
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23570335 ---Validation accuracy:--- 0.9222 Validation Loss: 0.2918793
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19957596 ---Validation accuracy:--- 0.9046 Validation Loss: 0.3477308
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.32411167 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29833016
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23660798 ---Validation accuracy:--- 0.8846 Validation Loss: 0.37965825
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.20538099 ---Validation accuracy:--- 0.9142 Validation Loss: 0.30408266
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12414739 ---Validation accuracy:--- 0.921 Validation Loss: 0.2929272
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.19760391 ---Validation accuracy:--- 0.9148 Validation Loss: 0.3080133
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.23487407 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2842558
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.36025512 ---Validation accuracy:--- 0.91 Validation Loss: 0.320033
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13239285 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3193942
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12709929 ---Validation accuracy:--- 0.9012 Validation Loss: 0.34096414
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1292576 ---Validation accuracy:--- 0.9204 Validation Loss: 0.30079758
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.19344403 ---Validation accuracy:--- 0.9226 Validation Loss: 0.29164937
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.22600342 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29426542
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.22059359 ---Validation accuracy:--- 0.9076 Validation Loss: 0.327177
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.22282289 ---Validation accuracy:--- 0.907 Validation Loss: 0.33432335
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.2554479 ---Validation accuracy:--- 0.9146 Validation Loss: 0.30806008
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18870148 ---Validation accuracy:--- 0.91 Validation Loss: 0.32623821
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.39813343 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29001597
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.21314436 ---Validation accuracy:--- 0.921 Validation Loss: 0.28649732
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17945221 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3110841
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2098772 ---Validation accuracy:--- 0.8948 Validation Loss: 0.38254723
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22494866 ---Validation accuracy:--- 0.9056 Validation Loss: 0.33495155
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13119785 ---Validation accuracy:--- 0.9082 Validation Loss: 0.32475182
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0989123 ---Validation accuracy:--- 0.9224 Validation Loss: 0.28666127
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.19767058 ---Validation accuracy:--- 0.9096 Validation Loss: 0.31173894
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.49555618 ---Validation accuracy:--- 0.8612 Validation Loss: 0.50214225
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.40309334 ---Validation accuracy:--- 0.899 Validation Loss: 0.3507849
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12661539 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2878448
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.27636564 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2894203
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.2832642 ---Validation accuracy:--- 0.919 Validation Loss: 0.30157816
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3083666 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34420517
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.14303005 ---Validation accuracy:--- 0.9128 Validation Loss: 0.32012343
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2929861 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30580416
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15024826 ---Validation accuracy:--- 0.92 Validation Loss: 0.29618993
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18269703 ---Validation accuracy:--- 0.921 Validation Loss: 0.29001108
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.12247738 ---Validation accuracy:--- 0.924 Validation Loss: 0.28710592
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17497657 ---Validation accuracy:--- 0.9184 Validation Loss: 0.3144259
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13195744 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29682532
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14525257 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30396068
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.24043217 ---Validation accuracy:--- 0.902 Validation Loss: 0.36325353
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.21399923 ---Validation accuracy:--- 0.9234 Validation Loss: 0.28640956
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23316531 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31393653
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16325203 ---Validation accuracy:--- 0.917 Validation Loss: 0.30034322
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.167105 ---Validation accuracy:--- 0.914 Validation Loss: 0.30377564
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1502456 ---Validation accuracy:--- 0.9258 Validation Loss: 0.28620946
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2059677 ---Validation accuracy:--- 0.8912 Validation Loss: 0.41224015
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.25178665 ---Validation accuracy:--- 0.9156 Validation Loss: 0.3230917
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.32295907 ---Validation accuracy:--- 0.8908 Validation Loss: 0.39370087
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.33231997 ---Validation accuracy:--- 0.9038 Validation Loss: 0.340073
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.44264734 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33498713
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.39960635 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3245537
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18463491 ---Validation accuracy:--- 0.9186 Validation Loss: 0.3089244
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18874836 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2939794
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.17386648 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30645213
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22408187 ---Validation accuracy:--- 0.9148 Validation Loss: 0.3167065
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.22824745 ---Validation accuracy:--- 0.9176 Validation Loss: 0.3157761
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07782335 ---Validation accuracy:--- 0.9252 Validation Loss: 0.28733906
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13233402 ---Validation accuracy:--- 0.9226 Validation Loss: 0.28671977
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.30531043 ---Validation accuracy:--- 0.9198 Validation Loss: 0.3036501
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.17235309 ---Validation accuracy:--- 0.9112 Validation Loss: 0.31386483
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.20085149 ---Validation accuracy:--- 0.921 Validation Loss: 0.29121366
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08096946 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29061317
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18850967 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3189428
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13169211 ---Validation accuracy:--- 0.9222 Validation Loss: 0.2909858
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13639519 ---Validation accuracy:--- 0.9194 Validation Loss: 0.30022836
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10519991 ---Validation accuracy:--- 0.9204 Validation Loss: 0.28781945
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14226834 ---Validation accuracy:--- 0.9272 Validation Loss: 0.27496833
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.13772888 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2780412
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15235528 ---Validation accuracy:--- 0.9226 Validation Loss: 0.2858115
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15259519 ---Validation accuracy:--- 0.9052 Validation Loss: 0.3296157
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2776841 ---Validation accuracy:--- 0.9154 Validation Loss: 0.325675
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.17240319 ---Validation accuracy:--- 0.9128 Validation Loss: 0.33191988
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13957652 ---Validation accuracy:--- 0.92 Validation Loss: 0.29200086
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19279125 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2982508
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20227957 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30133155
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15189785 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31971392
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2730862 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3284151
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.25410596 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3466539
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16911429 ---Validation accuracy:--- 0.9226 Validation Loss: 0.28692245
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21174487 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31128383
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11335244 ---Validation accuracy:--- 0.922 Validation Loss: 0.28473452
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20178929 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30692884
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.30982727 ---Validation accuracy:--- 0.9112 Validation Loss: 0.3198113
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.192183 ---Validation accuracy:--- 0.9064 Validation Loss: 0.32226637
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13924639 ---Validation accuracy:--- 0.9076 Validation Loss: 0.32874435
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.20094784 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27789584
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.19141422 ---Validation accuracy:--- 0.918 Validation Loss: 0.2964726
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15189701 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29187757
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1549469 ---Validation accuracy:--- 0.9028 Validation Loss: 0.34312838
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.18401566 ---Validation accuracy:--- 0.9068 Validation Loss: 0.32958883
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.30439842 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30467454
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.30028167 ---Validation accuracy:--- 0.8972 Validation Loss: 0.35780516
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.28735924 ---Validation accuracy:--- 0.8996 Validation Loss: 0.360004
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20366956 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32083505
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14383206 ---Validation accuracy:--- 0.917 Validation Loss: 0.30194813
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14312387 ---Validation accuracy:--- 0.922 Validation Loss: 0.2869014
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15984674 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3415412
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2299783 ---Validation accuracy:--- 0.917 Validation Loss: 0.2931949
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09920019 ---Validation accuracy:--- 0.9226 Validation Loss: 0.28466758
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.13825114 ---Validation accuracy:--- 0.9216 Validation Loss: 0.29248574
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16840757 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29131478
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15140852 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31662858
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.2182834 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31924033
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1594973 ---Validation accuracy:--- 0.9124 Validation Loss: 0.316951
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17397246 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3308007
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18316035 ---Validation accuracy:--- 0.9042 Validation Loss: 0.34469816
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.20314448 ---Validation accuracy:--- 0.8892 Validation Loss: 0.38648263
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.33057603 ---Validation accuracy:--- 0.8846 Validation Loss: 0.42121354
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.3025934 ---Validation accuracy:--- 0.898 Validation Loss: 0.36017093
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2431674 ---Validation accuracy:--- 0.9124 Validation Loss: 0.32179266
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.26659185 ---Validation accuracy:--- 0.904 Validation Loss: 0.34236333
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15419455 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3035357
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2194149 ---Validation accuracy:--- 0.8946 Validation Loss: 0.36642107
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21661481 ---Validation accuracy:--- 0.9082 Validation Loss: 0.32900962
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10605198 ---Validation accuracy:--- 0.9086 Validation Loss: 0.3364709
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1767561 ---Validation accuracy:--- 0.9218 Validation Loss: 0.28330478
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.2191465 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30346254
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17508511 ---Validation accuracy:--- 0.901 Validation Loss: 0.34503984
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23199199 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35177678
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17923182 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33761236
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1921001 ---Validation accuracy:--- 0.923 Validation Loss: 0.29117557
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.21655968 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30487216
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.21682854 ---Validation accuracy:--- 0.92 Validation Loss: 0.30734518
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21089214 ---Validation accuracy:--- 0.9226 Validation Loss: 0.29382014
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15253389 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3197686
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.26398346 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30856654
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.22273904 ---Validation accuracy:--- 0.9148 Validation Loss: 0.3192352
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21480425 ---Validation accuracy:--- 0.9222 Validation Loss: 0.28775284
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07661858 ---Validation accuracy:--- 0.9236 Validation Loss: 0.29060033
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.21306488 ---Validation accuracy:--- 0.9242 Validation Loss: 0.28964928
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09311203 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2861072
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06492238 ---Validation accuracy:--- 0.9252 Validation Loss: 0.28289735
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.27390364 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27899444
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1218056 ---Validation accuracy:--- 0.9206 Validation Loss: 0.2905775
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.074835986 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30047196
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.26386753 ---Validation accuracy:--- 0.9186 Validation Loss: 0.3022338
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17628174 ---Validation accuracy:--- 0.8824 Validation Loss: 0.42148975
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14796521 ---Validation accuracy:--- 0.9234 Validation Loss: 0.28275448
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.22169334 ---Validation accuracy:--- 0.9226 Validation Loss: 0.29217812
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20057774 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29183033
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11393633 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30906764
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.20011638 ---Validation accuracy:--- 0.9168 Validation Loss: 0.31260625
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.20542757 ---Validation accuracy:--- 0.9248 Validation Loss: 0.28443766
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15007049 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3332437
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15913424 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30631733
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13932712 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3061342
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.088475056 ---Validation accuracy:--- 0.9224 Validation Loss: 0.29167446
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12785897 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2861772
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2470988 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31194395
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09044487 ---Validation accuracy:--- 0.917 Validation Loss: 0.3062769
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.3062878 ---Validation accuracy:--- 0.908 Validation Loss: 0.33045727
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.086200126 ---Validation accuracy:--- 0.918 Validation Loss: 0.30236742
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10381256 ---Validation accuracy:--- 0.9192 Validation Loss: 0.3028565
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21952744 ---Validation accuracy:--- 0.9224 Validation Loss: 0.2833083
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.21588746 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29548585
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13004765 ---Validation accuracy:--- 0.9036 Validation Loss: 0.35917315
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.23848265 ---Validation accuracy:--- 0.9088 Validation Loss: 0.3332409
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21101722 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3267207
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09495947 ---Validation accuracy:--- 0.9212 Validation Loss: 0.29850075
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.21245833 ---Validation accuracy:--- 0.9196 Validation Loss: 0.30191803
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12084443 ---Validation accuracy:--- 0.9172 Validation Loss: 0.31211236
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13056175 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2953615
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.14439277 ---Validation accuracy:--- 0.8976 Validation Loss: 0.3654294
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.113591865 ---Validation accuracy:--- 0.9184 Validation Loss: 0.31225276
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.13172252 ---Validation accuracy:--- 0.926 Validation Loss: 0.29416075
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1728356 ---Validation accuracy:--- 0.9224 Validation Loss: 0.29004928
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1237475 ---Validation accuracy:--- 0.9144 Validation Loss: 0.30709144
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.21040134 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3604913
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1528934 ---Validation accuracy:--- 0.9208 Validation Loss: 0.31294838
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20236702 ---Validation accuracy:--- 0.9262 Validation Loss: 0.28404203
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.089313775 ---Validation accuracy:--- 0.9238 Validation Loss: 0.28184107
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19212146 ---Validation accuracy:--- 0.9144 Validation Loss: 0.30919364
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.1162826 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3223421
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.18254913 ---Validation accuracy:--- 0.8974 Validation Loss: 0.36903712
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.317184 ---Validation accuracy:--- 0.92 Validation Loss: 0.31166828
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10675593 ---Validation accuracy:--- 0.9094 Validation Loss: 0.33878407
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17203207 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30679098
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1062458 ---Validation accuracy:--- 0.925 Validation Loss: 0.29304433
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14941345 ---Validation accuracy:--- 0.9264 Validation Loss: 0.28312212
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.077862374 ---Validation accuracy:--- 0.92 Validation Loss: 0.30332038
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.25082046 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29243165
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.16852917 ---Validation accuracy:--- 0.914 Validation Loss: 0.32673684
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18371809 ---Validation accuracy:--- 0.9252 Validation Loss: 0.28662086
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14350474 ---Validation accuracy:--- 0.9262 Validation Loss: 0.28944284
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.31045255 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33417147
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18941055 ---Validation accuracy:--- 0.9162 Validation Loss: 0.3131324
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.23251468 ---Validation accuracy:--- 0.91 Validation Loss: 0.33660635
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.2884507 ---Validation accuracy:--- 0.8908 Validation Loss: 0.39716414
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07162154 ---Validation accuracy:--- 0.9144 Validation Loss: 0.32635263
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.116893284 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3205256
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.13327095 ---Validation accuracy:--- 0.9188 Validation Loss: 0.3117843
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.2039868 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30723795
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11455175 ---Validation accuracy:--- 0.9132 Validation Loss: 0.32097438
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15145329 ---Validation accuracy:--- 0.9186 Validation Loss: 0.3168843
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.17456177 ---Validation accuracy:--- 0.9258 Validation Loss: 0.28256342
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1645679 ---Validation accuracy:--- 0.922 Validation Loss: 0.29070514
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.081018746 ---Validation accuracy:--- 0.9196 Validation Loss: 0.30745387
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23047261 ---Validation accuracy:--- 0.915 Validation Loss: 0.30957964
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17943786 ---Validation accuracy:--- 0.923 Validation Loss: 0.292038
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.28173748 ---Validation accuracy:--- 0.9172 Validation Loss: 0.3101042
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16820559 ---Validation accuracy:--- 0.9222 Validation Loss: 0.28581527
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10395881 ---Validation accuracy:--- 0.9214 Validation Loss: 0.2972064
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20089266 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30431303
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.11150436 ---Validation accuracy:--- 0.9218 Validation Loss: 0.29256222
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18247361 ---Validation accuracy:--- 0.8926 Validation Loss: 0.40180552
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.37533963 ---Validation accuracy:--- 0.887 Validation Loss: 0.41048783
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.23449051 ---Validation accuracy:--- 0.9216 Validation Loss: 0.30472556
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.22823696 ---Validation accuracy:--- 0.9216 Validation Loss: 0.30218634
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.23922199 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30324593
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16738422 ---Validation accuracy:--- 0.913 Validation Loss: 0.32264245
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08202351 ---Validation accuracy:--- 0.9222 Validation Loss: 0.2886267
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.15788588 ---Validation accuracy:--- 0.92 Validation Loss: 0.3033042
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.25579625 ---Validation accuracy:--- 0.8986 Validation Loss: 0.36967504
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.40358153 ---Validation accuracy:--- 0.893 Validation Loss: 0.38442135
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.21406162 ---Validation accuracy:--- 0.907 Validation Loss: 0.34663785
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.27688563 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29255748
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.272108 ---Validation accuracy:--- 0.9116 Validation Loss: 0.30172214
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13046753 ---Validation accuracy:--- 0.913 Validation Loss: 0.30574435
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14244872 ---Validation accuracy:--- 0.9146 Validation Loss: 0.30595705
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19062294 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29046318
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19618255 ---Validation accuracy:--- 0.9226 Validation Loss: 0.2933371
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2481269 ---Validation accuracy:--- 0.9172 Validation Loss: 0.29844135
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16007401 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3291571
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11709419 ---Validation accuracy:--- 0.9198 Validation Loss: 0.3004787
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10062194 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2882676
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1429338 ---Validation accuracy:--- 0.913 Validation Loss: 0.32249165
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12257388 ---Validation accuracy:--- 0.9196 Validation Loss: 0.3069908
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.122790195 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31848428
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.3414532 ---Validation accuracy:--- 0.9172 Validation Loss: 0.31179467
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22408953 ---Validation accuracy:--- 0.9132 Validation Loss: 0.32429934
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.19123992 ---Validation accuracy:--- 0.9214 Validation Loss: 0.29935578
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09824083 ---Validation accuracy:--- 0.9216 Validation Loss: 0.28875768
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.1359054 ---Validation accuracy:--- 0.9236 Validation Loss: 0.28248802
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2163315 ---Validation accuracy:--- 0.928 Validation Loss: 0.286125
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.19464621 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3418386
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2347741 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30520377
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.21727033 ---Validation accuracy:--- 0.918 Validation Loss: 0.31084988
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.19463132 ---Validation accuracy:--- 0.9052 Validation Loss: 0.33112618
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.3613228 ---Validation accuracy:--- 0.88 Validation Loss: 0.42899463
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2607862 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32030687
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23691928 ---Validation accuracy:--- 0.8906 Validation Loss: 0.3849725
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22456652 ---Validation accuracy:--- 0.8924 Validation Loss: 0.37455076
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.3214617 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29383695
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17597267 ---Validation accuracy:--- 0.925 Validation Loss: 0.27658978
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.13240476 ---Validation accuracy:--- 0.922 Validation Loss: 0.2875822
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.27479094 ---Validation accuracy:--- 0.9146 Validation Loss: 0.30020243
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.24243547 ---Validation accuracy:--- 0.9032 Validation Loss: 0.33946237
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.312408 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3156072
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16070332 ---Validation accuracy:--- 0.9208 Validation Loss: 0.28692755
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19096118 ---Validation accuracy:--- 0.923 Validation Loss: 0.28564912
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1952194 ---Validation accuracy:--- 0.869 Validation Loss: 0.44819087
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.3766399 ---Validation accuracy:--- 0.9216 Validation Loss: 0.29263085
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.21580033 ---Validation accuracy:--- 0.9212 Validation Loss: 0.29150006
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23525769 ---Validation accuracy:--- 0.9032 Validation Loss: 0.34048954
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.05266178 ---Validation accuracy:--- 0.9224 Validation Loss: 0.29555947
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12728693 ---Validation accuracy:--- 0.9204 Validation Loss: 0.30024633
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.3118011 ---Validation accuracy:--- 0.9214 Validation Loss: 0.29386598
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14726561 ---Validation accuracy:--- 0.9232 Validation Loss: 0.28976655
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.24188519 ---Validation accuracy:--- 0.9066 Validation Loss: 0.32011947
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.24935901 ---Validation accuracy:--- 0.9052 Validation Loss: 0.3380966
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20111334 ---Validation accuracy:--- 0.9082 Validation Loss: 0.32556054
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20502797 ---Validation accuracy:--- 0.922 Validation Loss: 0.29201353
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11326245 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2867636
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15755893 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2763666
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14231177 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27805626
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14082243 ---Validation accuracy:--- 0.9266 Validation Loss: 0.28082055
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.105142824 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30573508
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.28678307 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27752355
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15502635 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30496925
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.15437183 ---Validation accuracy:--- 0.9114 Validation Loss: 0.3179009
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17309204 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30755442
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.13912193 ---Validation accuracy:--- 0.9218 Validation Loss: 0.2938088
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.1526954 ---Validation accuracy:--- 0.9228 Validation Loss: 0.28392416
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.20031475 ---Validation accuracy:--- 0.9088 Validation Loss: 0.33316347
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13837141 ---Validation accuracy:--- 0.9234 Validation Loss: 0.28381553
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1141232 ---Validation accuracy:--- 0.9242 Validation Loss: 0.29254252
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.24416085 ---Validation accuracy:--- 0.9164 Validation Loss: 0.32556498
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.207719 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2900985
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20603481 ---Validation accuracy:--- 0.9222 Validation Loss: 0.30214813
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1995351 ---Validation accuracy:--- 0.911 Validation Loss: 0.33986607
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22096938 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30688223
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1757074 ---Validation accuracy:--- 0.9188 Validation Loss: 0.31536153
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16441517 ---Validation accuracy:--- 0.9268 Validation Loss: 0.27826
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.25113523 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32477766
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16588347 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27697006
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09117361 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30030763
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18399166 ---Validation accuracy:--- 0.9234 Validation Loss: 0.27881637
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11937084 ---Validation accuracy:--- 0.9214 Validation Loss: 0.2833958
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1078154 ---Validation accuracy:--- 0.917 Validation Loss: 0.30712762
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19560596 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26547453
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.27549994 ---Validation accuracy:--- 0.9088 Validation Loss: 0.31781265
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.27229184 ---Validation accuracy:--- 0.8728 Validation Loss: 0.4252626
Epoch: 3 ---Training accuracy:--- 0.78 Training Loss: 1.0604216 ---Validation accuracy:--- 0.7904 Validation Loss: 1.073168
Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.74212766 ---Validation accuracy:--- 0.7936 Validation Loss: 0.7544978
Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.4800305 ---Validation accuracy:--- 0.8276 Validation Loss: 0.5300704
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.23466583 ---Validation accuracy:--- 0.8936 Validation Loss: 0.3968828
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.37291786 ---Validation accuracy:--- 0.9116 Validation Loss: 0.33292484
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.22810955 ---Validation accuracy:--- 0.914 Validation Loss: 0.32502618
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13244005 ---Validation accuracy:--- 0.9238 Validation Loss: 0.29594108
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1401036 ---Validation accuracy:--- 0.9072 Validation Loss: 0.34261551
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20934781 ---Validation accuracy:--- 0.9206 Validation Loss: 0.3184098
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.3108729 ---Validation accuracy:--- 0.923 Validation Loss: 0.295367
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.18818903 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32600388
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20256831 ---Validation accuracy:--- 0.9214 Validation Loss: 0.29270312
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.27687436 ---Validation accuracy:--- 0.9214 Validation Loss: 0.29193658
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1026223 ---Validation accuracy:--- 0.9218 Validation Loss: 0.3003543
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.26374283 ---Validation accuracy:--- 0.913 Validation Loss: 0.32543203
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20747757 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30661243
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2169298 ---Validation accuracy:--- 0.925 Validation Loss: 0.29040644
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1494026 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29479095
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19968262 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29963946
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.350711 ---Validation accuracy:--- 0.9152 Validation Loss: 0.3098888
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2448616 ---Validation accuracy:--- 0.915 Validation Loss: 0.31307846
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.15866756 ---Validation accuracy:--- 0.9052 Validation Loss: 0.32922456
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10721545 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29245675
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18068586 ---Validation accuracy:--- 0.9238 Validation Loss: 0.27998883
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18135826 ---Validation accuracy:--- 0.921 Validation Loss: 0.29436752
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16440192 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27762353
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.24641804 ---Validation accuracy:--- 0.8986 Validation Loss: 0.35404813
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13248198 ---Validation accuracy:--- 0.9064 Validation Loss: 0.32821283
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15773924 ---Validation accuracy:--- 0.921 Validation Loss: 0.2903664
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.25258762 ---Validation accuracy:--- 0.9148 Validation Loss: 0.30278698
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23150674 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30546093
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1761 ---Validation accuracy:--- 0.9216 Validation Loss: 0.28750464
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23120812 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33608046
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21494028 ---Validation accuracy:--- 0.9254 Validation Loss: 0.29016656
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.34926456 ---Validation accuracy:--- 0.92 Validation Loss: 0.29840723
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1795744 ---Validation accuracy:--- 0.9256 Validation Loss: 0.2846936
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1601582 ---Validation accuracy:--- 0.9256 Validation Loss: 0.28122607
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.23298496 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2799478
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3174399 ---Validation accuracy:--- 0.919 Validation Loss: 0.3036516
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.42213318 ---Validation accuracy:--- 0.8922 Validation Loss: 0.38572863
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.298495 ---Validation accuracy:--- 0.9166 Validation Loss: 0.31067228
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.13257676 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2795792
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1388329 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2821682
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.20794131 ---Validation accuracy:--- 0.921 Validation Loss: 0.30271772
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.2409832 ---Validation accuracy:--- 0.9126 Validation Loss: 0.32343644
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13352637 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2953906
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2542219 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2928753
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2601846 ---Validation accuracy:--- 0.9114 Validation Loss: 0.31697226
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1279795 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27833253
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18735123 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2840424
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18896627 ---Validation accuracy:--- 0.923 Validation Loss: 0.28451452
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18205075 ---Validation accuracy:--- 0.917 Validation Loss: 0.30894864
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1378059 ---Validation accuracy:--- 0.9232 Validation Loss: 0.28721347
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.13259168 ---Validation accuracy:--- 0.9254 Validation Loss: 0.27976367
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.22926052 ---Validation accuracy:--- 0.9224 Validation Loss: 0.28153598
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.21435481 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29189205
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.19993992 ---Validation accuracy:--- 0.9238 Validation Loss: 0.29181322
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.22955915 ---Validation accuracy:--- 0.9234 Validation Loss: 0.29016337
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2753522 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30188996
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19366673 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3392268
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.475234 ---Validation accuracy:--- 0.8654 Validation Loss: 0.45258033
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.21352226 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2999208
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.21595395 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2958634
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.17931 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32652795
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.31679899 ---Validation accuracy:--- 0.9134 Validation Loss: 0.33334714
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19193333 ---Validation accuracy:--- 0.9184 Validation Loss: 0.3067655
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21926281 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2990903
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15153342 ---Validation accuracy:--- 0.926 Validation Loss: 0.29306334
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.28149784 ---Validation accuracy:--- 0.9214 Validation Loss: 0.30788597
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17010608 ---Validation accuracy:--- 0.924 Validation Loss: 0.29052836
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13999134 ---Validation accuracy:--- 0.922 Validation Loss: 0.29625362
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11158821 ---Validation accuracy:--- 0.9184 Validation Loss: 0.3141094
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16076756 ---Validation accuracy:--- 0.9254 Validation Loss: 0.28189617
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.1078908 ---Validation accuracy:--- 0.9258 Validation Loss: 0.29599112
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.1983057 ---Validation accuracy:--- 0.9036 Validation Loss: 0.33902717
Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.47471467 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32126504
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.149793 ---Validation accuracy:--- 0.921 Validation Loss: 0.29356933
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.2242085 ---Validation accuracy:--- 0.93 Validation Loss: 0.27500248
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.20548339 ---Validation accuracy:--- 0.928 Validation Loss: 0.28517628
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18724087 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30970037
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09988579 ---Validation accuracy:--- 0.923 Validation Loss: 0.29752043
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.22421353 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27931416
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.2829764 ---Validation accuracy:--- 0.9254 Validation Loss: 0.27689546
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20577015 ---Validation accuracy:--- 0.9162 Validation Loss: 0.31445977
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21689948 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29811373
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22047082 ---Validation accuracy:--- 0.9164 Validation Loss: 0.31869087
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22724426 ---Validation accuracy:--- 0.9072 Validation Loss: 0.34299576
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.1865025 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27485493
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.18628134 ---Validation accuracy:--- 0.926 Validation Loss: 0.28096703
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.26856717 ---Validation accuracy:--- 0.9254 Validation Loss: 0.28136235
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12902471 ---Validation accuracy:--- 0.9248 Validation Loss: 0.28822538
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1648655 ---Validation accuracy:--- 0.9188 Validation Loss: 0.3018171
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.196368 ---Validation accuracy:--- 0.8862 Validation Loss: 0.4242673
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.18524852 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31079316
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.17593956 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29755002
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17779037 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2782901
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.24580456 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2752213
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.24971846 ---Validation accuracy:--- 0.9292 Validation Loss: 0.27883363
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09095912 ---Validation accuracy:--- 0.9292 Validation Loss: 0.27608097
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.102386326 ---Validation accuracy:--- 0.9286 Validation Loss: 0.27697554
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.3121726 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29558837
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.20168637 ---Validation accuracy:--- 0.905 Validation Loss: 0.34663102
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14098954 ---Validation accuracy:--- 0.9214 Validation Loss: 0.2958368
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10787086 ---Validation accuracy:--- 0.922 Validation Loss: 0.28968832
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.23611397 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27979553
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08426666 ---Validation accuracy:--- 0.9248 Validation Loss: 0.29103392
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16934815 ---Validation accuracy:--- 0.9224 Validation Loss: 0.2901828
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2622443 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2715388
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15987062 ---Validation accuracy:--- 0.9112 Validation Loss: 0.32177347
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.33162528 ---Validation accuracy:--- 0.8984 Validation Loss: 0.37417966
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.27538514 ---Validation accuracy:--- 0.9016 Validation Loss: 0.35796213
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.26217282 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2865911
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.21899447 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2723472
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18483856 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27480075
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21007505 ---Validation accuracy:--- 0.923 Validation Loss: 0.28352645
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.26749188 ---Validation accuracy:--- 0.9218 Validation Loss: 0.28236827
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.2629738 ---Validation accuracy:--- 0.9124 Validation Loss: 0.30649284
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17659356 ---Validation accuracy:--- 0.9114 Validation Loss: 0.31110346
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11941699 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2829771
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.27847263 ---Validation accuracy:--- 0.9054 Validation Loss: 0.3441927
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.18241791 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2811816
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.20463057 ---Validation accuracy:--- 0.914 Validation Loss: 0.30283308
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15813667 ---Validation accuracy:--- 0.9146 Validation Loss: 0.30491108
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.100265846 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29235896
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.20562567 ---Validation accuracy:--- 0.9006 Validation Loss: 0.36269623
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17016788 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3341769
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11483311 ---Validation accuracy:--- 0.9276 Validation Loss: 0.27539867
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.13334636 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2822323
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.27129698 ---Validation accuracy:--- 0.9226 Validation Loss: 0.30851328
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.16598415 ---Validation accuracy:--- 0.895 Validation Loss: 0.38522238
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12405365 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29085454
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.17843582 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2692965
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.15289982 ---Validation accuracy:--- 0.927 Validation Loss: 0.27833822
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.22774224 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30282402
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14532377 ---Validation accuracy:--- 0.925 Validation Loss: 0.27525377
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14531495 ---Validation accuracy:--- 0.918 Validation Loss: 0.2990312
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2781375 ---Validation accuracy:--- 0.9268 Validation Loss: 0.27597988
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22763124 ---Validation accuracy:--- 0.9174 Validation Loss: 0.2967237
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.23512214 ---Validation accuracy:--- 0.918 Validation Loss: 0.30022505
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13633849 ---Validation accuracy:--- 0.9286 Validation Loss: 0.27398676
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.13785616 ---Validation accuracy:--- 0.9312 Validation Loss: 0.27026376
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1327977 ---Validation accuracy:--- 0.927 Validation Loss: 0.27945507
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.28498542 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2809603
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2558719 ---Validation accuracy:--- 0.923 Validation Loss: 0.2886196
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16667755 ---Validation accuracy:--- 0.9242 Validation Loss: 0.28076482
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.17340961 ---Validation accuracy:--- 0.926 Validation Loss: 0.27805942
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1814054 ---Validation accuracy:--- 0.9214 Validation Loss: 0.293155
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15416436 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30335167
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08056117 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29808795
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.3150612 ---Validation accuracy:--- 0.853 Validation Loss: 0.52415216
Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.47621742 ---Validation accuracy:--- 0.8342 Validation Loss: 0.5488827
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.32521144 ---Validation accuracy:--- 0.9066 Validation Loss: 0.33935204
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2566488 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29842967
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08510488 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30177057
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15782285 ---Validation accuracy:--- 0.9206 Validation Loss: 0.2991597
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17502214 ---Validation accuracy:--- 0.925 Validation Loss: 0.29124656
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14942317 ---Validation accuracy:--- 0.9172 Validation Loss: 0.29906836
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2561289 ---Validation accuracy:--- 0.9262 Validation Loss: 0.28374463
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21283999 ---Validation accuracy:--- 0.9232 Validation Loss: 0.29487064
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17763422 ---Validation accuracy:--- 0.9194 Validation Loss: 0.3134262
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09931198 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2870187
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.14670701 ---Validation accuracy:--- 0.922 Validation Loss: 0.2904011
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.28762943 ---Validation accuracy:--- 0.9074 Validation Loss: 0.34064126
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21317469 ---Validation accuracy:--- 0.9216 Validation Loss: 0.2935365
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.3430907 ---Validation accuracy:--- 0.923 Validation Loss: 0.28330478
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20202127 ---Validation accuracy:--- 0.9282 Validation Loss: 0.27185103
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12851141 ---Validation accuracy:--- 0.9302 Validation Loss: 0.27238107
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.26386374 ---Validation accuracy:--- 0.931 Validation Loss: 0.2705531
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2064612 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26656815
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16382833 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32844755
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.23264903 ---Validation accuracy:--- 0.922 Validation Loss: 0.29278955
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13666773 ---Validation accuracy:--- 0.9282 Validation Loss: 0.26807794
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3550786 ---Validation accuracy:--- 0.9274 Validation Loss: 0.28211948
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.15821071 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2925564
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.25838462 ---Validation accuracy:--- 0.9206 Validation Loss: 0.30117503
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.20073074 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2835132
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.19010991 ---Validation accuracy:--- 0.9224 Validation Loss: 0.2883655
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1495406 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2753271
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.07490312 ---Validation accuracy:--- 0.923 Validation Loss: 0.29172567
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.1378477 ---Validation accuracy:--- 0.92 Validation Loss: 0.29499796
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10856558 ---Validation accuracy:--- 0.926 Validation Loss: 0.28587705
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1984936 ---Validation accuracy:--- 0.9192 Validation Loss: 0.2981325
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.1113523 ---Validation accuracy:--- 0.9202 Validation Loss: 0.28730255
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.19091247 ---Validation accuracy:--- 0.9182 Validation Loss: 0.2950535
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1441057 ---Validation accuracy:--- 0.9214 Validation Loss: 0.29607418
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.13590989 ---Validation accuracy:--- 0.9188 Validation Loss: 0.31838065
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13589083 ---Validation accuracy:--- 0.9276 Validation Loss: 0.2858427
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.17848592 ---Validation accuracy:--- 0.9188 Validation Loss: 0.31309596
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21663636 ---Validation accuracy:--- 0.9272 Validation Loss: 0.27236563
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.13380495 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29249042
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.26080185 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26543802
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.104177535 ---Validation accuracy:--- 0.9194 Validation Loss: 0.28847095
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16300473 ---Validation accuracy:--- 0.928 Validation Loss: 0.27464208
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.19629268 ---Validation accuracy:--- 0.8842 Validation Loss: 0.40737018
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21105117 ---Validation accuracy:--- 0.9154 Validation Loss: 0.33021867
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2655322 ---Validation accuracy:--- 0.926 Validation Loss: 0.2831126
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10425217 ---Validation accuracy:--- 0.932 Validation Loss: 0.266394
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.23494706 ---Validation accuracy:--- 0.929 Validation Loss: 0.2738363
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21267503 ---Validation accuracy:--- 0.9236 Validation Loss: 0.28991827
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.13056207 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31453174
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2261056 ---Validation accuracy:--- 0.918 Validation Loss: 0.29089347
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.25856808 ---Validation accuracy:--- 0.9202 Validation Loss: 0.28743437
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20817116 ---Validation accuracy:--- 0.9184 Validation Loss: 0.28735018
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19980498 ---Validation accuracy:--- 0.9164 Validation Loss: 0.2978932
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1841449 ---Validation accuracy:--- 0.924 Validation Loss: 0.28253853
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.18821166 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26782817
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10631054 ---Validation accuracy:--- 0.9248 Validation Loss: 0.28677842
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.15312548 ---Validation accuracy:--- 0.926 Validation Loss: 0.28857428
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08506973 ---Validation accuracy:--- 0.9276 Validation Loss: 0.27224746
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.30983117 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30184317
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13397136 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31038502
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10324295 ---Validation accuracy:--- 0.918 Validation Loss: 0.2922206
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.19300608 ---Validation accuracy:--- 0.9172 Validation Loss: 0.2953342
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09447224 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2811132
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15230723 ---Validation accuracy:--- 0.9184 Validation Loss: 0.2918563
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.23759408 ---Validation accuracy:--- 0.909 Validation Loss: 0.34182042
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.16404969 ---Validation accuracy:--- 0.931 Validation Loss: 0.26320767
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09217789 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27826098
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.108670644 ---Validation accuracy:--- 0.9238 Validation Loss: 0.28821963
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0967105 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27462116
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.1988868 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3045217
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.25298047 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32433784
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17622028 ---Validation accuracy:--- 0.922 Validation Loss: 0.27885816
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.37516153 ---Validation accuracy:--- 0.8992 Validation Loss: 0.36151645
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.26365203 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29122832
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17492668 ---Validation accuracy:--- 0.9186 Validation Loss: 0.302309
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16759144 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26001996
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.19907242 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2696523
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.26070744 ---Validation accuracy:--- 0.921 Validation Loss: 0.29737565
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11803541 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26966205
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.17268394 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2657993
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.19461365 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26667753
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.16640839 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30696622
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.066119425 ---Validation accuracy:--- 0.9262 Validation Loss: 0.27196664
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.20753722 ---Validation accuracy:--- 0.9288 Validation Loss: 0.27033404
Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.43341506 ---Validation accuracy:--- 0.8932 Validation Loss: 0.37592575
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.3370803 ---Validation accuracy:--- 0.9008 Validation Loss: 0.38031608
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22833495 ---Validation accuracy:--- 0.9208 Validation Loss: 0.30001488
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.122370414 ---Validation accuracy:--- 0.9216 Validation Loss: 0.28395954
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13815574 ---Validation accuracy:--- 0.9232 Validation Loss: 0.27611187
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16943371 ---Validation accuracy:--- 0.9272 Validation Loss: 0.27302235
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18995607 ---Validation accuracy:--- 0.914 Validation Loss: 0.3111972
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1729485 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30184564
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.20661308 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26743886
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.38459015 ---Validation accuracy:--- 0.9248 Validation Loss: 0.29256752
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.19740154 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2671137
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1290802 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26456302
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07723406 ---Validation accuracy:--- 0.93 Validation Loss: 0.26517493
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.30095246 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2889926
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.24954899 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2623857
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19226198 ---Validation accuracy:--- 0.927 Validation Loss: 0.28380865
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1561492 ---Validation accuracy:--- 0.9164 Validation Loss: 0.29568604
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10289368 ---Validation accuracy:--- 0.9338 Validation Loss: 0.25502783
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14681426 ---Validation accuracy:--- 0.926 Validation Loss: 0.28049603
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2259826 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31732848
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16353375 ---Validation accuracy:--- 0.9222 Validation Loss: 0.29467672
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.24747038 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30875826
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23276635 ---Validation accuracy:--- 0.9154 Validation Loss: 0.2978306
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1862137 ---Validation accuracy:--- 0.9196 Validation Loss: 0.30495697
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17752713 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2817973
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20965591 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29134005
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2898039 ---Validation accuracy:--- 0.915 Validation Loss: 0.30709535
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.2796583 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26105595
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.23820154 ---Validation accuracy:--- 0.9168 Validation Loss: 0.3026275
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.24900936 ---Validation accuracy:--- 0.9264 Validation Loss: 0.27545595
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.23689213 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26483437
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17207636 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2901604
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20666216 ---Validation accuracy:--- 0.9134 Validation Loss: 0.31964102
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.26361603 ---Validation accuracy:--- 0.9326 Validation Loss: 0.2607822
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2031767 ---Validation accuracy:--- 0.916 Validation Loss: 0.31256297
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16771448 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2671095
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15158838 ---Validation accuracy:--- 0.9338 Validation Loss: 0.26073813
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09581075 ---Validation accuracy:--- 0.9362 Validation Loss: 0.251451
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.26849622 ---Validation accuracy:--- 0.9218 Validation Loss: 0.2905463
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1303331 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29625362
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1249983 ---Validation accuracy:--- 0.9282 Validation Loss: 0.272057
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18964924 ---Validation accuracy:--- 0.9208 Validation Loss: 0.2846675
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.15194039 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3072671
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08911107 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26587084
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.31608987 ---Validation accuracy:--- 0.9262 Validation Loss: 0.27515075
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.123423316 ---Validation accuracy:--- 0.9088 Validation Loss: 0.3198016
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.22054203 ---Validation accuracy:--- 0.9262 Validation Loss: 0.26690528
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.22493634 ---Validation accuracy:--- 0.9254 Validation Loss: 0.28433123
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12450899 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26963234
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13652956 ---Validation accuracy:--- 0.9228 Validation Loss: 0.29393983
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.24009883 ---Validation accuracy:--- 0.9156 Validation Loss: 0.3058217
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11594029 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27140048
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05259287 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27453598
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14504617 ---Validation accuracy:--- 0.9238 Validation Loss: 0.28087774
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09837597 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2815888
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.22272846 ---Validation accuracy:--- 0.9088 Validation Loss: 0.33637497
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.26382646 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30073
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1463288 ---Validation accuracy:--- 0.927 Validation Loss: 0.266866
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09346593 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2712885
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11564053 ---Validation accuracy:--- 0.914 Validation Loss: 0.2947838
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15586998 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27221188
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10574316 ---Validation accuracy:--- 0.9244 Validation Loss: 0.2799554
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06336969 ---Validation accuracy:--- 0.928 Validation Loss: 0.25934035
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.06381588 ---Validation accuracy:--- 0.9276 Validation Loss: 0.2653166
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.14868507 ---Validation accuracy:--- 0.9224 Validation Loss: 0.27227002
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.15490909 ---Validation accuracy:--- 0.927 Validation Loss: 0.26714826
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08665728 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2657916
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1259445 ---Validation accuracy:--- 0.928 Validation Loss: 0.2730484
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12733956 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2932737
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11135164 ---Validation accuracy:--- 0.931 Validation Loss: 0.2672015
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13501789 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26841965
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14337908 ---Validation accuracy:--- 0.926 Validation Loss: 0.27733183
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.066433065 ---Validation accuracy:--- 0.9268 Validation Loss: 0.27309027
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12511069 ---Validation accuracy:--- 0.9254 Validation Loss: 0.28060016
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.16829704 ---Validation accuracy:--- 0.928 Validation Loss: 0.27905896
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.101793766 ---Validation accuracy:--- 0.9218 Validation Loss: 0.2943314
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.17048651 ---Validation accuracy:--- 0.926 Validation Loss: 0.2851124
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.047023155 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29488966
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.048883952 ---Validation accuracy:--- 0.9288 Validation Loss: 0.27170756
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18731533 ---Validation accuracy:--- 0.926 Validation Loss: 0.28406408
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10466626 ---Validation accuracy:--- 0.929 Validation Loss: 0.27683932
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.11357233 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26289013
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15798771 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2646029
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15993543 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2827146
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07909242 ---Validation accuracy:--- 0.9262 Validation Loss: 0.26899663
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.33334067 ---Validation accuracy:--- 0.9316 Validation Loss: 0.26114956
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1597671 ---Validation accuracy:--- 0.9286 Validation Loss: 0.28264174
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15630884 ---Validation accuracy:--- 0.9302 Validation Loss: 0.27186346
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14861445 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2720901
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10320207 ---Validation accuracy:--- 0.9292 Validation Loss: 0.27186298
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.16698422 ---Validation accuracy:--- 0.9174 Validation Loss: 0.2928462
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.20580964 ---Validation accuracy:--- 0.927 Validation Loss: 0.26957318
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0717095 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26452976
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12460388 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2616379
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.20849621 ---Validation accuracy:--- 0.929 Validation Loss: 0.2788171
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.22887883 ---Validation accuracy:--- 0.928 Validation Loss: 0.28387916
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.20541506 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30837378
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.24285404 ---Validation accuracy:--- 0.9056 Validation Loss: 0.33368754
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10947702 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2867879
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0735718 ---Validation accuracy:--- 0.9192 Validation Loss: 0.28777176
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1600224 ---Validation accuracy:--- 0.916 Validation Loss: 0.29903042
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1486643 ---Validation accuracy:--- 0.9208 Validation Loss: 0.28284013
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.22161461 ---Validation accuracy:--- 0.924 Validation Loss: 0.27694795
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.07086586 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26518974
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11552603 ---Validation accuracy:--- 0.929 Validation Loss: 0.26830313
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07664285 ---Validation accuracy:--- 0.9302 Validation Loss: 0.266488
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19807911 ---Validation accuracy:--- 0.9022 Validation Loss: 0.34458074
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14926149 ---Validation accuracy:--- 0.9224 Validation Loss: 0.28129166
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.24709335 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27397296
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11699585 ---Validation accuracy:--- 0.9252 Validation Loss: 0.27080473
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15311608 ---Validation accuracy:--- 0.9262 Validation Loss: 0.27236563
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.20628671 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2771353
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12318629 ---Validation accuracy:--- 0.929 Validation Loss: 0.27133173
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.16673166 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2708421
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.0900506 ---Validation accuracy:--- 0.9238 Validation Loss: 0.28322965
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.124597505 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2691098
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.16555473 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2710664
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.29899728 ---Validation accuracy:--- 0.924 Validation Loss: 0.281723
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.29436263 ---Validation accuracy:--- 0.921 Validation Loss: 0.29726276
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18823269 ---Validation accuracy:--- 0.9252 Validation Loss: 0.28081203
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13481176 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27980724
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.09161224 ---Validation accuracy:--- 0.9222 Validation Loss: 0.2942399
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.24769896 ---Validation accuracy:--- 0.9252 Validation Loss: 0.28790376
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11545003 ---Validation accuracy:--- 0.9284 Validation Loss: 0.27276304
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07207479 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2800459
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13184182 ---Validation accuracy:--- 0.932 Validation Loss: 0.2676237
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1769936 ---Validation accuracy:--- 0.933 Validation Loss: 0.26501027
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.19832247 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29789203
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.21446411 ---Validation accuracy:--- 0.926 Validation Loss: 0.29072443
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14119716 ---Validation accuracy:--- 0.9328 Validation Loss: 0.26410303
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.063861154 ---Validation accuracy:--- 0.934 Validation Loss: 0.25893286
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06531728 ---Validation accuracy:--- 0.9336 Validation Loss: 0.26219413
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.29559693 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32628495
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.2297279 ---Validation accuracy:--- 0.9072 Validation Loss: 0.352815
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2259241 ---Validation accuracy:--- 0.8986 Validation Loss: 0.37501982
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.23725747 ---Validation accuracy:--- 0.9094 Validation Loss: 0.31366783
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.20125015 ---Validation accuracy:--- 0.927 Validation Loss: 0.27386716
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10873818 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29150864
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08550647 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27344888
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.25633883 ---Validation accuracy:--- 0.915 Validation Loss: 0.3133126
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.25508064 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2920025
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.21288744 ---Validation accuracy:--- 0.9242 Validation Loss: 0.29086298
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17287548 ---Validation accuracy:--- 0.9216 Validation Loss: 0.29763207
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.20641989 ---Validation accuracy:--- 0.9286 Validation Loss: 0.27366307
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.05355791 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26926756
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.23825516 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25805047
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09154077 ---Validation accuracy:--- 0.928 Validation Loss: 0.27332786
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.27161866 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32745066
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17105345 ---Validation accuracy:--- 0.9314 Validation Loss: 0.26612592
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.32100174 ---Validation accuracy:--- 0.926 Validation Loss: 0.2696377
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.15712072 ---Validation accuracy:--- 0.9204 Validation Loss: 0.28580636
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.20866928 ---Validation accuracy:--- 0.9262 Validation Loss: 0.26959512
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.21466336 ---Validation accuracy:--- 0.9252 Validation Loss: 0.27025127
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14838517 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31759453
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11733417 ---Validation accuracy:--- 0.9108 Validation Loss: 0.31343338
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19675255 ---Validation accuracy:--- 0.9222 Validation Loss: 0.285743
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.19917683 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29122734
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11622248 ---Validation accuracy:--- 0.9242 Validation Loss: 0.28722402
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21157973 ---Validation accuracy:--- 0.9208 Validation Loss: 0.2812528
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14255856 ---Validation accuracy:--- 0.9262 Validation Loss: 0.27487123
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.22836752 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26679155
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11947885 ---Validation accuracy:--- 0.9294 Validation Loss: 0.27541852
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11557358 ---Validation accuracy:--- 0.9254 Validation Loss: 0.26985312
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.2153495 ---Validation accuracy:--- 0.9196 Validation Loss: 0.28547817
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.115182765 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2666607
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.29303387 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27119815
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.16015804 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26642725
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.3160107 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2569442
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12395899 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2616666
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14534853 ---Validation accuracy:--- 0.925 Validation Loss: 0.28693873
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12155931 ---Validation accuracy:--- 0.9316 Validation Loss: 0.26484275
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16196215 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2914353
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.20347138 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26476163
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.21580578 ---Validation accuracy:--- 0.9094 Validation Loss: 0.34437555
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.25884038 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2815958
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19569908 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29797456
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21713978 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2824458
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.20018715 ---Validation accuracy:--- 0.922 Validation Loss: 0.29928687
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.16169205 ---Validation accuracy:--- 0.9278 Validation Loss: 0.27185163
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12627502 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32307026
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.071452744 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27584365
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11987816 ---Validation accuracy:--- 0.924 Validation Loss: 0.27586332
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19022301 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26577386
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09782303 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2675809
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.27140036 ---Validation accuracy:--- 0.93 Validation Loss: 0.2609439
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.18515499 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25832185
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.23595732 ---Validation accuracy:--- 0.9264 Validation Loss: 0.27388966
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11330546 ---Validation accuracy:--- 0.9274 Validation Loss: 0.26488957
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.116359346 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25941473
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19357887 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25665602
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16455665 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31372947
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.32513812 ---Validation accuracy:--- 0.9226 Validation Loss: 0.29260314
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.1712551 ---Validation accuracy:--- 0.9256 Validation Loss: 0.27764317
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2435136 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2788594
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14695185 ---Validation accuracy:--- 0.9294 Validation Loss: 0.27501464
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15898131 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2942175
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1135153 ---Validation accuracy:--- 0.9272 Validation Loss: 0.27093384
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.25747204 ---Validation accuracy:--- 0.9212 Validation Loss: 0.28652906
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10682457 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26735348
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.24777508 ---Validation accuracy:--- 0.926 Validation Loss: 0.27356395
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.18348958 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26624712
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2189804 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2763138
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2258915 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30574894
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09862059 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2957143
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12164013 ---Validation accuracy:--- 0.912 Validation Loss: 0.3064664
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.41875076 ---Validation accuracy:--- 0.8976 Validation Loss: 0.3538338
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11632813 ---Validation accuracy:--- 0.9096 Validation Loss: 0.329888
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17327698 ---Validation accuracy:--- 0.9214 Validation Loss: 0.29119167
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13607068 ---Validation accuracy:--- 0.928 Validation Loss: 0.27261016
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2645813 ---Validation accuracy:--- 0.8878 Validation Loss: 0.3877845
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19000484 ---Validation accuracy:--- 0.914 Validation Loss: 0.30636224
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10702493 ---Validation accuracy:--- 0.9248 Validation Loss: 0.292189
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09218111 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2778091
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.29209533 ---Validation accuracy:--- 0.928 Validation Loss: 0.26986864
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.20528929 ---Validation accuracy:--- 0.9248 Validation Loss: 0.28150904
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.178035 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26312616
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.29573205 ---Validation accuracy:--- 0.9058 Validation Loss: 0.32279882
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09904469 ---Validation accuracy:--- 0.923 Validation Loss: 0.28334305
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19259992 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2812666
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19535223 ---Validation accuracy:--- 0.917 Validation Loss: 0.3059604
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.18530063 ---Validation accuracy:--- 0.9284 Validation Loss: 0.27865845
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.084434345 ---Validation accuracy:--- 0.9262 Validation Loss: 0.27953878
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.22372922 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2912388
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11295139 ---Validation accuracy:--- 0.9264 Validation Loss: 0.28842452
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.22526798 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29069537
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13203675 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27130866
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13713008 ---Validation accuracy:--- 0.9044 Validation Loss: 0.33437428
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.37071022 ---Validation accuracy:--- 0.8916 Validation Loss: 0.38741592
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.28288263 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35261595
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.25048107 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29609615
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.117937416 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2826687
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.18906252 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26426628
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.19968635 ---Validation accuracy:--- 0.9314 Validation Loss: 0.27148852
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18989414 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2948713
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.24036533 ---Validation accuracy:--- 0.919 Validation Loss: 0.30590576
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0636923 ---Validation accuracy:--- 0.9256 Validation Loss: 0.28099865
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13104492 ---Validation accuracy:--- 0.929 Validation Loss: 0.2667159
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.19885498 ---Validation accuracy:--- 0.9306 Validation Loss: 0.26591456
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1344623 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26519263
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.065276645 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26764098
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.31464413 ---Validation accuracy:--- 0.912 Validation Loss: 0.31068256
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1443559 ---Validation accuracy:--- 0.9282 Validation Loss: 0.26616368
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.12169964 ---Validation accuracy:--- 0.9278 Validation Loss: 0.27094132
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.17974399 ---Validation accuracy:--- 0.9286 Validation Loss: 0.27258208
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.23105492 ---Validation accuracy:--- 0.9266 Validation Loss: 0.28829533
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.24898127 ---Validation accuracy:--- 0.9324 Validation Loss: 0.26462838
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.16862759 ---Validation accuracy:--- 0.935 Validation Loss: 0.25481895
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.22893131 ---Validation accuracy:--- 0.9294 Validation Loss: 0.27133712
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.185242 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31009564
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09527271 ---Validation accuracy:--- 0.9212 Validation Loss: 0.28417954
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.28666392 ---Validation accuracy:--- 0.8914 Validation Loss: 0.39231104
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.21463646 ---Validation accuracy:--- 0.8962 Validation Loss: 0.37017027
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14612271 ---Validation accuracy:--- 0.9222 Validation Loss: 0.28695077
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.099741705 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27843136
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12008123 ---Validation accuracy:--- 0.912 Validation Loss: 0.3221546
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.30892047 ---Validation accuracy:--- 0.9178 Validation Loss: 0.3004978
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12837571 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2798793
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.16797858 ---Validation accuracy:--- 0.927 Validation Loss: 0.27524343
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.21971695 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2665458
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.163227 ---Validation accuracy:--- 0.9236 Validation Loss: 0.28328454
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.24345665 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30344233
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13407911 ---Validation accuracy:--- 0.929 Validation Loss: 0.27358487
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15555342 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3133263
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12042162 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30138552
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.16454037 ---Validation accuracy:--- 0.9226 Validation Loss: 0.30133072
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09505424 ---Validation accuracy:--- 0.9268 Validation Loss: 0.29137006
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.30392015 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31282783
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.20066921 ---Validation accuracy:--- 0.933 Validation Loss: 0.2627124
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.16902207 ---Validation accuracy:--- 0.9322 Validation Loss: 0.26347953
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.26870772 ---Validation accuracy:--- 0.9242 Validation Loss: 0.28396732
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.22492298 ---Validation accuracy:--- 0.9164 Validation Loss: 0.29125753
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.22533062 ---Validation accuracy:--- 0.9094 Validation Loss: 0.3209332
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.09173357 ---Validation accuracy:--- 0.9196 Validation Loss: 0.28723222
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13497534 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25472084
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.15308315 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3338867
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.22516967 ---Validation accuracy:--- 0.929 Validation Loss: 0.27098945
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13787608 ---Validation accuracy:--- 0.924 Validation Loss: 0.27852374
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14036903 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26636687
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.22801168 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2902213
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1946643 ---Validation accuracy:--- 0.9214 Validation Loss: 0.29044357
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.15211901 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33681124
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13583393 ---Validation accuracy:--- 0.9242 Validation Loss: 0.28846338
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14077452 ---Validation accuracy:--- 0.9174 Validation Loss: 0.2973613
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.29670137 ---Validation accuracy:--- 0.9224 Validation Loss: 0.27767825
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1397147 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2897458
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.21133734 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2919572
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.29030865 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30647475
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19906868 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3275315
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.099140644 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26499134
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.069771424 ---Validation accuracy:--- 0.9322 Validation Loss: 0.26161402
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.15592763 ---Validation accuracy:--- 0.927 Validation Loss: 0.27641737
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13223405 ---Validation accuracy:--- 0.9202 Validation Loss: 0.3003692
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.079065025 ---Validation accuracy:--- 0.9326 Validation Loss: 0.26299226
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15613608 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30249307
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16005382 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2894537
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.3308405 ---Validation accuracy:--- 0.8772 Validation Loss: 0.42442325
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.22076526 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2828399
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.22037914 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2758293
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.3122297 ---Validation accuracy:--- 0.9284 Validation Loss: 0.27005827
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.122737005 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26910627
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.14007178 ---Validation accuracy:--- 0.928 Validation Loss: 0.27433664
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2213213 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2761976
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.057856247 ---Validation accuracy:--- 0.9296 Validation Loss: 0.27030474
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17016059 ---Validation accuracy:--- 0.931 Validation Loss: 0.2652982
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10544126 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25453517
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.21426053 ---Validation accuracy:--- 0.928 Validation Loss: 0.27466598
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11822851 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29000315
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.23122929 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26918873
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.14464308 ---Validation accuracy:--- 0.9288 Validation Loss: 0.27288848
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21912539 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26207516
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18134528 ---Validation accuracy:--- 0.9318 Validation Loss: 0.26040676
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.20233959 ---Validation accuracy:--- 0.9102 Validation Loss: 0.327354
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.17765468 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2924712
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21487105 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2736354
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.064848535 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26969573
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.13836303 ---Validation accuracy:--- 0.927 Validation Loss: 0.27393284
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.047943365 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2720616
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.16066852 ---Validation accuracy:--- 0.92 Validation Loss: 0.29070616
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.3447975 ---Validation accuracy:--- 0.9218 Validation Loss: 0.27809307
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10518841 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2606857
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10046067 ---Validation accuracy:--- 0.931 Validation Loss: 0.257219
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14120226 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26689395
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07376936 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2600078
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.1661648 ---Validation accuracy:--- 0.9242 Validation Loss: 0.27032354
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.13425587 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25380832
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10998018 ---Validation accuracy:--- 0.9164 Validation Loss: 0.2968981
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.23528236 ---Validation accuracy:--- 0.9196 Validation Loss: 0.28399113
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09432738 ---Validation accuracy:--- 0.9226 Validation Loss: 0.27709234
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.22025183 ---Validation accuracy:--- 0.8946 Validation Loss: 0.3916646
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.22796685 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30012944
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17099324 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26792207
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.21991803 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31170684
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.20898533 ---Validation accuracy:--- 0.9112 Validation Loss: 0.31936717
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.122695915 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2680982
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10396636 ---Validation accuracy:--- 0.9266 Validation Loss: 0.26991442
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.110483505 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26358888
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.20289618 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29365858
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.11818137 ---Validation accuracy:--- 0.925 Validation Loss: 0.27461788
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.28085643 ---Validation accuracy:--- 0.8896 Validation Loss: 0.40660995
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.17201465 ---Validation accuracy:--- 0.92 Validation Loss: 0.2918701
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2360897 ---Validation accuracy:--- 0.9254 Validation Loss: 0.27542514
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.22765262 ---Validation accuracy:--- 0.9218 Validation Loss: 0.28808066
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.21122222 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25465995
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2687023 ---Validation accuracy:--- 0.9244 Validation Loss: 0.26569015
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.048697785 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26869398
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14479132 ---Validation accuracy:--- 0.931 Validation Loss: 0.26189712
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.17382154 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25629708
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2969208 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24670583
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10684104 ---Validation accuracy:--- 0.928 Validation Loss: 0.2556993
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19173521 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2632842
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12263094 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28086764
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14060393 ---Validation accuracy:--- 0.927 Validation Loss: 0.27267677
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10134776 ---Validation accuracy:--- 0.9258 Validation Loss: 0.272877
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.33669135 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2773224
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.17701203 ---Validation accuracy:--- 0.9148 Validation Loss: 0.30918163
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.3257232 ---Validation accuracy:--- 0.8918 Validation Loss: 0.39901495
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.22744545 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29171333
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.22723347 ---Validation accuracy:--- 0.9294 Validation Loss: 0.25835744
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15652746 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29116976
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2319035 ---Validation accuracy:--- 0.9218 Validation Loss: 0.2828643
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13836236 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26809305
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16553292 ---Validation accuracy:--- 0.9282 Validation Loss: 0.27112803
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13429962 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26720577
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08069128 ---Validation accuracy:--- 0.9136 Validation Loss: 0.30326602
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08499863 ---Validation accuracy:--- 0.9312 Validation Loss: 0.26468503
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.2734108 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3039671
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19398281 ---Validation accuracy:--- 0.919 Validation Loss: 0.29905352
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.19826919 ---Validation accuracy:--- 0.9092 Validation Loss: 0.33155423
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15501684 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27454478
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14618485 ---Validation accuracy:--- 0.9256 Validation Loss: 0.27676332
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.24695235 ---Validation accuracy:--- 0.9032 Validation Loss: 0.33199942
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2647986 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3372058
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14528872 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29359633
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15893333 ---Validation accuracy:--- 0.9252 Validation Loss: 0.28674087
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1573475 ---Validation accuracy:--- 0.9226 Validation Loss: 0.28350735
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2252266 ---Validation accuracy:--- 0.925 Validation Loss: 0.2726586
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.107117 ---Validation accuracy:--- 0.9216 Validation Loss: 0.29085842
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1757747 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25612485
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2000956 ---Validation accuracy:--- 0.9076 Validation Loss: 0.32348815
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.29175475 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30020097
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10566035 ---Validation accuracy:--- 0.9244 Validation Loss: 0.27653873
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10591442 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26080057
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1507698 ---Validation accuracy:--- 0.9218 Validation Loss: 0.28833503
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.1869128 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2503578
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.27030274 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29098448
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09941722 ---Validation accuracy:--- 0.9272 Validation Loss: 0.27960968
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.22201109 ---Validation accuracy:--- 0.9274 Validation Loss: 0.26671115
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.12642722 ---Validation accuracy:--- 0.9222 Validation Loss: 0.28753358
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17891681 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25842592
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.22635281 ---Validation accuracy:--- 0.926 Validation Loss: 0.2779238
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.118486926 ---Validation accuracy:--- 0.9266 Validation Loss: 0.26956034
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12460743 ---Validation accuracy:--- 0.924 Validation Loss: 0.27144384
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13400161 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26700413
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.32357225 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26984
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06994436 ---Validation accuracy:--- 0.9288 Validation Loss: 0.27056015
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19326797 ---Validation accuracy:--- 0.9256 Validation Loss: 0.2714771
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.21142723 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26880035
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.16144738 ---Validation accuracy:--- 0.9268 Validation Loss: 0.26994264
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11289982 ---Validation accuracy:--- 0.926 Validation Loss: 0.2741254
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08533907 ---Validation accuracy:--- 0.933 Validation Loss: 0.25150797
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.2204715 ---Validation accuracy:--- 0.931 Validation Loss: 0.26097628
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.195087 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25970945
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06741598 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26454377
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.33266562 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2784041
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1527974 ---Validation accuracy:--- 0.9294 Validation Loss: 0.27567416
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.1787189 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25873277
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17577827 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25786158
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.10550036 ---Validation accuracy:--- 0.9136 Validation Loss: 0.3138312
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15006644 ---Validation accuracy:--- 0.927 Validation Loss: 0.2725602
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.28137982 ---Validation accuracy:--- 0.9172 Validation Loss: 0.3169817
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.34727156 ---Validation accuracy:--- 0.9086 Validation Loss: 0.34265968
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14259534 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29572532
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.17692085 ---Validation accuracy:--- 0.9326 Validation Loss: 0.253763
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11235723 ---Validation accuracy:--- 0.932 Validation Loss: 0.25554848
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12319353 ---Validation accuracy:--- 0.9264 Validation Loss: 0.27016044
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.29714477 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31439102
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13271527 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2646339
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17661846 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25752154
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.108552724 ---Validation accuracy:--- 0.926 Validation Loss: 0.26825815
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21083923 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25272897
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.26398695 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2753894
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.35878643 ---Validation accuracy:--- 0.9242 Validation Loss: 0.28595555
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10421055 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26743716
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.16801414 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3299235
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.25158077 ---Validation accuracy:--- 0.915 Validation Loss: 0.3125622
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.27806258 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28678632
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12826204 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2811189
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17710647 ---Validation accuracy:--- 0.9262 Validation Loss: 0.26981175
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.122271106 ---Validation accuracy:--- 0.925 Validation Loss: 0.2762367
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12906483 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27299356
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13659479 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2793417
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10453064 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2666206
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.104760915 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2631702
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08830315 ---Validation accuracy:--- 0.929 Validation Loss: 0.2725932
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.25153434 ---Validation accuracy:--- 0.9314 Validation Loss: 0.26030287
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.22684354 ---Validation accuracy:--- 0.9228 Validation Loss: 0.28167367
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2711826 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2652607
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08246808 ---Validation accuracy:--- 0.9242 Validation Loss: 0.27299678
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2016971 ---Validation accuracy:--- 0.933 Validation Loss: 0.24743277
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.2491821 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31021005
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.28932154 ---Validation accuracy:--- 0.8872 Validation Loss: 0.35532373
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.16833517 ---Validation accuracy:--- 0.9234 Validation Loss: 0.27875704
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.24633837 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2548644
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.20327312 ---Validation accuracy:--- 0.9218 Validation Loss: 0.28908268
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18388714 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2706158
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18956509 ---Validation accuracy:--- 0.9146 Validation Loss: 0.29614386
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.17290185 ---Validation accuracy:--- 0.9198 Validation Loss: 0.28180385
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1347387 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24925445
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.16902292 ---Validation accuracy:--- 0.915 Validation Loss: 0.31101298
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.24893898 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26484942
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.26494458 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29632828
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.088149965 ---Validation accuracy:--- 0.9272 Validation Loss: 0.27081597
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2564237 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26335824
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15539713 ---Validation accuracy:--- 0.9282 Validation Loss: 0.25988558
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.091204755 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25390834
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.075020984 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26183233
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1048431 ---Validation accuracy:--- 0.9272 Validation Loss: 0.27344134
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11642582 ---Validation accuracy:--- 0.9312 Validation Loss: 0.26620018
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12628287 ---Validation accuracy:--- 0.932 Validation Loss: 0.25465074
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15344173 ---Validation accuracy:--- 0.9308 Validation Loss: 0.261712
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17444676 ---Validation accuracy:--- 0.93 Validation Loss: 0.26826304
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.23752922 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30456036
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1378283 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26937854
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.15353487 ---Validation accuracy:--- 0.931 Validation Loss: 0.25480944
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15119784 ---Validation accuracy:--- 0.917 Validation Loss: 0.29258722
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.1554156 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29671755
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12321453 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26617992
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.102210425 ---Validation accuracy:--- 0.9346 Validation Loss: 0.25001398
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.27187958 ---Validation accuracy:--- 0.9332 Validation Loss: 0.2535982
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1632543 ---Validation accuracy:--- 0.9274 Validation Loss: 0.26015058
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.068644926 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2653436
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.20207107 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27042148
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.24358444 ---Validation accuracy:--- 0.9256 Validation Loss: 0.27340767
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.17509788 ---Validation accuracy:--- 0.9294 Validation Loss: 0.27078596
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11701842 ---Validation accuracy:--- 0.9276 Validation Loss: 0.27166703
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.07958665 ---Validation accuracy:--- 0.9222 Validation Loss: 0.30261475
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19075 ---Validation accuracy:--- 0.9334 Validation Loss: 0.25380424
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.20789428 ---Validation accuracy:--- 0.9182 Validation Loss: 0.2912951
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.3087844 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30232137
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.124263786 ---Validation accuracy:--- 0.913 Validation Loss: 0.30454403
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.22418846 ---Validation accuracy:--- 0.9256 Validation Loss: 0.28424525
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06983068 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25978443
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21439461 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2699162
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09361946 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29196024
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17825155 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2623782
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11235033 ---Validation accuracy:--- 0.9272 Validation Loss: 0.27086112
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.23712745 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2447478
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.22882687 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26248932
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.106989115 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2876144
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10770995 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2726509
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06835041 ---Validation accuracy:--- 0.932 Validation Loss: 0.25877997
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12052074 ---Validation accuracy:--- 0.933 Validation Loss: 0.25732914
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.25547412 ---Validation accuracy:--- 0.9238 Validation Loss: 0.28351438
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.25975546 ---Validation accuracy:--- 0.9222 Validation Loss: 0.2874146
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2204383 ---Validation accuracy:--- 0.9226 Validation Loss: 0.2916788
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11416175 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24462019
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1177648 ---Validation accuracy:--- 0.933 Validation Loss: 0.24784277
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11407593 ---Validation accuracy:--- 0.934 Validation Loss: 0.24610303
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.19370435 ---Validation accuracy:--- 0.9246 Validation Loss: 0.29110155
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16988556 ---Validation accuracy:--- 0.922 Validation Loss: 0.28083107
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.28333536 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29492447
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.16893665 ---Validation accuracy:--- 0.9174 Validation Loss: 0.29720363
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19102211 ---Validation accuracy:--- 0.918 Validation Loss: 0.29660147
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.084425755 ---Validation accuracy:--- 0.9226 Validation Loss: 0.2857828
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.27314636 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32108423
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16642588 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26545632
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15288024 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27422917
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.21382469 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25390655
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.124723434 ---Validation accuracy:--- 0.9262 Validation Loss: 0.26882395
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13711059 ---Validation accuracy:--- 0.927 Validation Loss: 0.26721224
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.16640763 ---Validation accuracy:--- 0.932 Validation Loss: 0.2535535
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1100523 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2611294
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.26600927 ---Validation accuracy:--- 0.9244 Validation Loss: 0.27104515
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14468543 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2649254
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.17734362 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29350132
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.16070431 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2659463
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15887581 ---Validation accuracy:--- 0.911 Validation Loss: 0.31146842
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08369129 ---Validation accuracy:--- 0.928 Validation Loss: 0.26469928
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19876495 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26311558
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2000895 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2805337
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.23208497 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2890062
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11527432 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29077613
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17096637 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2659958
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16663735 ---Validation accuracy:--- 0.9254 Validation Loss: 0.27050254
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08936725 ---Validation accuracy:--- 0.933 Validation Loss: 0.25308058
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.21906064 ---Validation accuracy:--- 0.92 Validation Loss: 0.29262057
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.20350611 ---Validation accuracy:--- 0.933 Validation Loss: 0.25911686
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.16827293 ---Validation accuracy:--- 0.929 Validation Loss: 0.2613383
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.16267687 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3005565
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12306305 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2631814
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2184423 ---Validation accuracy:--- 0.9104 Validation Loss: 0.31988814
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10108522 ---Validation accuracy:--- 0.9078 Validation Loss: 0.31829906
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11383984 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2744195
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.15586922 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26400357
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15304066 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26785955
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07316181 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27559772
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12887344 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2753661
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.19804497 ---Validation accuracy:--- 0.931 Validation Loss: 0.2707339
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15403634 ---Validation accuracy:--- 0.9268 Validation Loss: 0.27185324
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.21993713 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2840947
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15015095 ---Validation accuracy:--- 0.9254 Validation Loss: 0.26779988
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15243725 ---Validation accuracy:--- 0.9286 Validation Loss: 0.265276
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.30822355 ---Validation accuracy:--- 0.931 Validation Loss: 0.2561304
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13154824 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26318148
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.2063828 ---Validation accuracy:--- 0.9262 Validation Loss: 0.27359107
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.20189697 ---Validation accuracy:--- 0.931 Validation Loss: 0.26076275
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09691553 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2631322
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.10626347 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2503448
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.111310855 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26037443
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.22822505 ---Validation accuracy:--- 0.9236 Validation Loss: 0.27894646
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06611008 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25425172
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13151467 ---Validation accuracy:--- 0.9214 Validation Loss: 0.28275272
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.20380025 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25601265
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09430095 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2609935
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.25429806 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2605138
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.17300075 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25709426
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.123513386 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25540912
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.16568163 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25387722
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.16025768 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26317504
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.233589 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25305182
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.12448625 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2686052
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.05824893 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2530064
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0702244 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2581091
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2210903 ---Validation accuracy:--- 0.93 Validation Loss: 0.25627568
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.18442535 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2779068
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.123542175 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26971415
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.042105645 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2580169
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.15214773 ---Validation accuracy:--- 0.93 Validation Loss: 0.25350663
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.31402475 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2866537
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11924297 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25905493
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13645774 ---Validation accuracy:--- 0.929 Validation Loss: 0.25936407
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.16661419 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2739124
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19950923 ---Validation accuracy:--- 0.9178 Validation Loss: 0.28437164
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.29957542 ---Validation accuracy:--- 0.92 Validation Loss: 0.29144144
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.23656788 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28518495
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17894192 ---Validation accuracy:--- 0.8938 Validation Loss: 0.364999
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.27136192 ---Validation accuracy:--- 0.9186 Validation Loss: 0.31380937
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19500212 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25950745
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.05271784 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25763932
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.23802926 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2878649
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.246252 ---Validation accuracy:--- 0.9224 Validation Loss: 0.2792981
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.2386664 ---Validation accuracy:--- 0.9192 Validation Loss: 0.30131537
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2118972 ---Validation accuracy:--- 0.9202 Validation Loss: 0.30484667
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15382107 ---Validation accuracy:--- 0.931 Validation Loss: 0.26202875
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11922331 ---Validation accuracy:--- 0.9266 Validation Loss: 0.26903006
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12608187 ---Validation accuracy:--- 0.9276 Validation Loss: 0.2704468
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12990361 ---Validation accuracy:--- 0.9302 Validation Loss: 0.27388832
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.09086708 ---Validation accuracy:--- 0.922 Validation Loss: 0.2814157
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.27256557 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26708022
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2584186 ---Validation accuracy:--- 0.9218 Validation Loss: 0.29273677
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1863472 ---Validation accuracy:--- 0.9244 Validation Loss: 0.2740266
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11823091 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26272744
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10859665 ---Validation accuracy:--- 0.927 Validation Loss: 0.2736732
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.3576583 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29341167
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08469387 ---Validation accuracy:--- 0.9284 Validation Loss: 0.27287838
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.21307297 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33823314
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.31122956 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2812417
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.079771906 ---Validation accuracy:--- 0.9158 Validation Loss: 0.3158796
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.17173836 ---Validation accuracy:--- 0.9102 Validation Loss: 0.31960317
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10392958 ---Validation accuracy:--- 0.932 Validation Loss: 0.24469775
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.21953803 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25430736
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.26714647 ---Validation accuracy:--- 0.9254 Validation Loss: 0.27108946
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.20807578 ---Validation accuracy:--- 0.9274 Validation Loss: 0.25644892
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12594447 ---Validation accuracy:--- 0.9232 Validation Loss: 0.26974642
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.088751 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2778896
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.123651735 ---Validation accuracy:--- 0.9262 Validation Loss: 0.26030055
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.27778748 ---Validation accuracy:--- 0.925 Validation Loss: 0.2694031
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.23353077 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26789078
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.1863406 ---Validation accuracy:--- 0.9202 Validation Loss: 0.26915777
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.26004344 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27031675
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.073657334 ---Validation accuracy:--- 0.928 Validation Loss: 0.2660562
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.37400422 ---Validation accuracy:--- 0.9264 Validation Loss: 0.262361
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1313589 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25254396
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.117955305 ---Validation accuracy:--- 0.9194 Validation Loss: 0.28834432
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07112436 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2683819
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10878053 ---Validation accuracy:--- 0.9212 Validation Loss: 0.28650764
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.14584175 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26325932
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09977044 ---Validation accuracy:--- 0.932 Validation Loss: 0.24337764
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09330232 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24452974
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.25480363 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25156334
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15771289 ---Validation accuracy:--- 0.9288 Validation Loss: 0.25564554
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.09736536 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2651656
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08084396 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27410796
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.1961142 ---Validation accuracy:--- 0.9076 Validation Loss: 0.32321894
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1466886 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33128652
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.20877758 ---Validation accuracy:--- 0.9108 Validation Loss: 0.31511363
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.23190819 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3274533
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.3958534 ---Validation accuracy:--- 0.907 Validation Loss: 0.31007788
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.13948932 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2883584
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17280704 ---Validation accuracy:--- 0.9276 Validation Loss: 0.27012402
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.23012044 ---Validation accuracy:--- 0.9252 Validation Loss: 0.27296326
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.094219 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25374562
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16918851 ---Validation accuracy:--- 0.9216 Validation Loss: 0.2808125
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1481543 ---Validation accuracy:--- 0.9222 Validation Loss: 0.27533332
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.23973317 ---Validation accuracy:--- 0.914 Validation Loss: 0.3171261
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.18322529 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2667898
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11738596 ---Validation accuracy:--- 0.9276 Validation Loss: 0.27093884
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19817822 ---Validation accuracy:--- 0.9292 Validation Loss: 0.270513
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.17558044 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2642892
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19138062 ---Validation accuracy:--- 0.9228 Validation Loss: 0.28748903
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14070433 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25986758
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.102039605 ---Validation accuracy:--- 0.9228 Validation Loss: 0.28059843
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1944043 ---Validation accuracy:--- 0.9218 Validation Loss: 0.2821399
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08333118 ---Validation accuracy:--- 0.926 Validation Loss: 0.2739067
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15823725 ---Validation accuracy:--- 0.926 Validation Loss: 0.27230057
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12665927 ---Validation accuracy:--- 0.9192 Validation Loss: 0.28772736
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.080309145 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26365855
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12242323 ---Validation accuracy:--- 0.934 Validation Loss: 0.24898106
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.18048394 ---Validation accuracy:--- 0.9366 Validation Loss: 0.24090149
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.26885185 ---Validation accuracy:--- 0.932 Validation Loss: 0.2513653
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.25857294 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24833818
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.12971093 ---Validation accuracy:--- 0.9326 Validation Loss: 0.2492665
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16406114 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2661803
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.09973553 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26514262
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.22814582 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26076978
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.089705735 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24917717
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.061719064 ---Validation accuracy:--- 0.9316 Validation Loss: 0.251954
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.21561678 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31501698
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.26262182 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2648333
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.12385498 ---Validation accuracy:--- 0.9226 Validation Loss: 0.27612764
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09669213 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26329613
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.27378878 ---Validation accuracy:--- 0.9114 Validation Loss: 0.31271806
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0888648 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27077398
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14593235 ---Validation accuracy:--- 0.9278 Validation Loss: 0.27287114
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.20131464 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3080726
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12055758 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2630046
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1132628 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25884604
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.16060202 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2709344
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.11761263 ---Validation accuracy:--- 0.9316 Validation Loss: 0.26488575
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.09135501 ---Validation accuracy:--- 0.927 Validation Loss: 0.28261444
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.1845184 ---Validation accuracy:--- 0.9134 Validation Loss: 0.32085028
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13477719 ---Validation accuracy:--- 0.923 Validation Loss: 0.28731927
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18036222 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2624272
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2681957 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32236457
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.366428 ---Validation accuracy:--- 0.9278 Validation Loss: 0.27558115
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12056982 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26631346
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.24819322 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2642003
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14258693 ---Validation accuracy:--- 0.9214 Validation Loss: 0.2933502
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.20684728 ---Validation accuracy:--- 0.9032 Validation Loss: 0.3355827
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17345715 ---Validation accuracy:--- 0.9156 Validation Loss: 0.3096752
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15249625 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27467486
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18507387 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25363523
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10800297 ---Validation accuracy:--- 0.9334 Validation Loss: 0.25437582
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10327898 ---Validation accuracy:--- 0.9282 Validation Loss: 0.26314303
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.20171688 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25722626
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12051956 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26482338
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10230207 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2634378
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21939462 ---Validation accuracy:--- 0.922 Validation Loss: 0.29291302
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09041548 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25861216
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.23344441 ---Validation accuracy:--- 0.9224 Validation Loss: 0.2938065
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15144956 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26845732
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.2499273 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2868153
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.076282166 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2772764
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.26710662 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26484618
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08846277 ---Validation accuracy:--- 0.934 Validation Loss: 0.25353724
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.2645764 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26488772
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09338949 ---Validation accuracy:--- 0.923 Validation Loss: 0.28183526
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1683373 ---Validation accuracy:--- 0.923 Validation Loss: 0.29880816
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13128424 ---Validation accuracy:--- 0.931 Validation Loss: 0.25940636
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15268067 ---Validation accuracy:--- 0.929 Validation Loss: 0.26349533
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13709083 ---Validation accuracy:--- 0.9214 Validation Loss: 0.28358313
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13343152 ---Validation accuracy:--- 0.9142 Validation Loss: 0.30112094
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.15001553 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26872328
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21398644 ---Validation accuracy:--- 0.926 Validation Loss: 0.28056058
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.096372336 ---Validation accuracy:--- 0.9226 Validation Loss: 0.2777866
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.21290617 ---Validation accuracy:--- 0.9066 Validation Loss: 0.33753657
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.12201332 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26561972
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15371089 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2625729
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.31824532 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27457193
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07779765 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24885927
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.21404856 ---Validation accuracy:--- 0.933 Validation Loss: 0.25084472
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16794443 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27637726
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1364765 ---Validation accuracy:--- 0.93 Validation Loss: 0.26148143
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.28420764 ---Validation accuracy:--- 0.9256 Validation Loss: 0.28273132
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.20835099 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26538268
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.1459708 ---Validation accuracy:--- 0.928 Validation Loss: 0.26341426
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11220972 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2629914
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12329206 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2665505
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08868031 ---Validation accuracy:--- 0.924 Validation Loss: 0.29122448
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12491991 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26247364
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.096935876 ---Validation accuracy:--- 0.9312 Validation Loss: 0.26998216
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1571303 ---Validation accuracy:--- 0.9206 Validation Loss: 0.292845
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.13655466 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26851752
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.13129307 ---Validation accuracy:--- 0.9226 Validation Loss: 0.29613027
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07455409 ---Validation accuracy:--- 0.9224 Validation Loss: 0.2925608
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13742322 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2875901
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14728437 ---Validation accuracy:--- 0.9154 Validation Loss: 0.312807
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.28034228 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25858125
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.12464941 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26873556
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.28388873 ---Validation accuracy:--- 0.928 Validation Loss: 0.26882103
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.22917293 ---Validation accuracy:--- 0.9248 Validation Loss: 0.28078526
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.20898071 ---Validation accuracy:--- 0.8968 Validation Loss: 0.37001786
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.29013073 ---Validation accuracy:--- 0.8648 Validation Loss: 0.4544482
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.31985635 ---Validation accuracy:--- 0.876 Validation Loss: 0.43662924
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.14365311 ---Validation accuracy:--- 0.9226 Validation Loss: 0.2803731
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.14197402 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2885662
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10559844 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2721117
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.053111043 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25218454
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.22607015 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2819276
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.21301898 ---Validation accuracy:--- 0.9192 Validation Loss: 0.2927597
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21139854 ---Validation accuracy:--- 0.9306 Validation Loss: 0.26361254
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10690275 ---Validation accuracy:--- 0.93 Validation Loss: 0.2614096
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15929511 ---Validation accuracy:--- 0.932 Validation Loss: 0.25637662
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10031972 ---Validation accuracy:--- 0.931 Validation Loss: 0.26304537
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.084688455 ---Validation accuracy:--- 0.9274 Validation Loss: 0.28323472
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.19227165 ---Validation accuracy:--- 0.9088 Validation Loss: 0.34208092
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16068386 ---Validation accuracy:--- 0.925 Validation Loss: 0.28954676
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12455073 ---Validation accuracy:--- 0.9318 Validation Loss: 0.26470354
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.19580731 ---Validation accuracy:--- 0.9218 Validation Loss: 0.29262486
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.29711422 ---Validation accuracy:--- 0.9226 Validation Loss: 0.27803788
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1598188 ---Validation accuracy:--- 0.9306 Validation Loss: 0.26126736
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12039634 ---Validation accuracy:--- 0.9288 Validation Loss: 0.27009356
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.1578775 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26225165
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.09504736 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27187145
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1697797 ---Validation accuracy:--- 0.9232 Validation Loss: 0.27964568
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.1270865 ---Validation accuracy:--- 0.929 Validation Loss: 0.2741476
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09482857 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26124808
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.11778106 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26208368
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14166777 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26472318
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.19525723 ---Validation accuracy:--- 0.92 Validation Loss: 0.29082084
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.28140232 ---Validation accuracy:--- 0.9302 Validation Loss: 0.27316877
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.19871494 ---Validation accuracy:--- 0.9224 Validation Loss: 0.30254203
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18902361 ---Validation accuracy:--- 0.926 Validation Loss: 0.28107223
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14765754 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2628468
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.33033627 ---Validation accuracy:--- 0.8706 Validation Loss: 0.44339752
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.39631107 ---Validation accuracy:--- 0.8682 Validation Loss: 0.45649663
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.46648568 ---Validation accuracy:--- 0.8496 Validation Loss: 0.536205
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2947153 ---Validation accuracy:--- 0.9234 Validation Loss: 0.28040305
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21691017 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26810953
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.096385896 ---Validation accuracy:--- 0.923 Validation Loss: 0.30024913
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11655068 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31662196
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.26286048 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27971745
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.33511692 ---Validation accuracy:--- 0.9268 Validation Loss: 0.263619
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2678521 ---Validation accuracy:--- 0.9264 Validation Loss: 0.27289122
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.20173351 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26144496
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12181603 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26365328
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12172597 ---Validation accuracy:--- 0.93 Validation Loss: 0.268819
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12742436 ---Validation accuracy:--- 0.924 Validation Loss: 0.27545875
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11446637 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2807812
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11322236 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3074447
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07113288 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30192247
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16993532 ---Validation accuracy:--- 0.928 Validation Loss: 0.26179093
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.09311726 ---Validation accuracy:--- 0.9208 Validation Loss: 0.2959527
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1385861 ---Validation accuracy:--- 0.92 Validation Loss: 0.28989717
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.105830364 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2537181
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.23220593 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2634623
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12855239 ---Validation accuracy:--- 0.917 Validation Loss: 0.29092205
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.25765038 ---Validation accuracy:--- 0.917 Validation Loss: 0.30355775
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19041565 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26699984
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.20010783 ---Validation accuracy:--- 0.9128 Validation Loss: 0.30540276
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.14330187 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27732027
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17267555 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25682884
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.108709335 ---Validation accuracy:--- 0.9354 Validation Loss: 0.25201458
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.20333366 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2700788
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.1990036 ---Validation accuracy:--- 0.9254 Validation Loss: 0.27388412
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1507793 ---Validation accuracy:--- 0.9222 Validation Loss: 0.28840783
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21131875 ---Validation accuracy:--- 0.9054 Validation Loss: 0.32386243
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.21365334 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2710412
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09017488 ---Validation accuracy:--- 0.9272 Validation Loss: 0.27044603
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16095127 ---Validation accuracy:--- 0.9182 Validation Loss: 0.28668475
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.077484734 ---Validation accuracy:--- 0.9262 Validation Loss: 0.27662003
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.16994885 ---Validation accuracy:--- 0.9356 Validation Loss: 0.25145864
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.17991613 ---Validation accuracy:--- 0.9302 Validation Loss: 0.27050745
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12951288 ---Validation accuracy:--- 0.9362 Validation Loss: 0.2521601
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14326023 ---Validation accuracy:--- 0.9312 Validation Loss: 0.26837394
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.31614822 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26981744
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.105362214 ---Validation accuracy:--- 0.9272 Validation Loss: 0.268952
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12274818 ---Validation accuracy:--- 0.9294 Validation Loss: 0.262694
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.094198205 ---Validation accuracy:--- 0.932 Validation Loss: 0.2613684
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14944215 ---Validation accuracy:--- 0.933 Validation Loss: 0.2541228
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.22760133 ---Validation accuracy:--- 0.9346 Validation Loss: 0.26023337
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.25205326 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25687736
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14920892 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2650099
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07712658 ---Validation accuracy:--- 0.9338 Validation Loss: 0.25963667
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.21960312 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26627913
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21450321 ---Validation accuracy:--- 0.932 Validation Loss: 0.25243002
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11582203 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2521313
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.1114085 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26057613
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.20421655 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26267007
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14742906 ---Validation accuracy:--- 0.9268 Validation Loss: 0.26513055
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14813666 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2469183
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.1379276 ---Validation accuracy:--- 0.9344 Validation Loss: 0.25141093
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.23885366 ---Validation accuracy:--- 0.9228 Validation Loss: 0.27646345
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.20894605 ---Validation accuracy:--- 0.919 Validation Loss: 0.2980321
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.17217617 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25215715
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13420297 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26288632
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.20240939 ---Validation accuracy:--- 0.925 Validation Loss: 0.2794107
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09123915 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26735693
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.27272332 ---Validation accuracy:--- 0.9316 Validation Loss: 0.26616177
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.21857205 ---Validation accuracy:--- 0.9338 Validation Loss: 0.26222202
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11048602 ---Validation accuracy:--- 0.924 Validation Loss: 0.28240678
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1912496 ---Validation accuracy:--- 0.934 Validation Loss: 0.259526
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.063604765 ---Validation accuracy:--- 0.935 Validation Loss: 0.2588016
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.16856264 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2524481
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10703948 ---Validation accuracy:--- 0.934 Validation Loss: 0.25299138
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12993163 ---Validation accuracy:--- 0.9358 Validation Loss: 0.25206718
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.115037635 ---Validation accuracy:--- 0.9278 Validation Loss: 0.27198806
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.26670104 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26676753
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.21299963 ---Validation accuracy:--- 0.9292 Validation Loss: 0.27065128
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.12622185 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24603975
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.2303123 ---Validation accuracy:--- 0.9282 Validation Loss: 0.27137843
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14362305 ---Validation accuracy:--- 0.933 Validation Loss: 0.25402346
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0859157 ---Validation accuracy:--- 0.931 Validation Loss: 0.26584017
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.10074381 ---Validation accuracy:--- 0.9296 Validation Loss: 0.27606085
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.104499415 ---Validation accuracy:--- 0.93 Validation Loss: 0.26154122
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.22247648 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25966263
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18226424 ---Validation accuracy:--- 0.9262 Validation Loss: 0.27809644
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15876159 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25149965
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10814838 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2551525
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.057821807 ---Validation accuracy:--- 0.9212 Validation Loss: 0.28817403
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15770383 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29029152
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12227172 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2941568
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16217107 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24239703
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09273145 ---Validation accuracy:--- 0.923 Validation Loss: 0.283711
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08378233 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29388648
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13402839 ---Validation accuracy:--- 0.9356 Validation Loss: 0.246606
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.1266122 ---Validation accuracy:--- 0.9288 Validation Loss: 0.25998375
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.17465283 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26276904
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.19074562 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30665
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.26209572 ---Validation accuracy:--- 0.9134 Validation Loss: 0.31754708
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13823698 ---Validation accuracy:--- 0.918 Validation Loss: 0.31094405
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.10519471 ---Validation accuracy:--- 0.925 Validation Loss: 0.27698433
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1297819 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26206917
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1680611 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2714108
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16408913 ---Validation accuracy:--- 0.9344 Validation Loss: 0.25479385
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14982384 ---Validation accuracy:--- 0.931 Validation Loss: 0.26387408
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.24252419 ---Validation accuracy:--- 0.898 Validation Loss: 0.35540223
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.3228228 ---Validation accuracy:--- 0.9032 Validation Loss: 0.34563202
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.16519731 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26870382
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0912106 ---Validation accuracy:--- 0.9322 Validation Loss: 0.26958025
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.122165434 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2599368
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.060765143 ---Validation accuracy:--- 0.927 Validation Loss: 0.28367946
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12774633 ---Validation accuracy:--- 0.929 Validation Loss: 0.27786672
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18811104 ---Validation accuracy:--- 0.9314 Validation Loss: 0.26493895
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.22917229 ---Validation accuracy:--- 0.928 Validation Loss: 0.28187245
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.27435058 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25231174
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2694788 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2737796
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.1837719 ---Validation accuracy:--- 0.9338 Validation Loss: 0.2574376
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12708494 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25103256
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.2541579 ---Validation accuracy:--- 0.9312 Validation Loss: 0.26141647
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2015174 ---Validation accuracy:--- 0.928 Validation Loss: 0.2791843
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10108654 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26770225
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10081965 ---Validation accuracy:--- 0.93 Validation Loss: 0.25402236
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.22737224 ---Validation accuracy:--- 0.9186 Validation Loss: 0.31214708
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1658676 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25419053
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.18253891 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26513574
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.26470712 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25186503
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14882474 ---Validation accuracy:--- 0.9242 Validation Loss: 0.26622388
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14746274 ---Validation accuracy:--- 0.9282 Validation Loss: 0.26313233
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.044176176 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25422233
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14443035 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24519318
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14850742 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24893361
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.09284138 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2468218
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.18457335 ---Validation accuracy:--- 0.931 Validation Loss: 0.2605127
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11480583 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2610656
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12100157 ---Validation accuracy:--- 0.9246 Validation Loss: 0.28332418
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06572593 ---Validation accuracy:--- 0.9284 Validation Loss: 0.27490625
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.229968 ---Validation accuracy:--- 0.93 Validation Loss: 0.26206285
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11502991 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25172392
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.18540412 ---Validation accuracy:--- 0.9256 Validation Loss: 0.267366
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17505433 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26500311
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09120235 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26662487
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.24529858 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26563036
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.119337685 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2538042
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1904385 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2602062
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16185054 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26237842
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.27552384 ---Validation accuracy:--- 0.9266 Validation Loss: 0.269204
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.13769816 ---Validation accuracy:--- 0.9266 Validation Loss: 0.26340982
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13556494 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26035476
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.12170694 ---Validation accuracy:--- 0.9282 Validation Loss: 0.25903282
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.120427564 ---Validation accuracy:--- 0.934 Validation Loss: 0.24678445
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.17311642 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25355226
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19454555 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27103594
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.19336525 ---Validation accuracy:--- 0.9104 Validation Loss: 0.33536974
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11268208 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24813354
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0815903 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25044352
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.16115326 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26102465
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17258921 ---Validation accuracy:--- 0.919 Validation Loss: 0.2998098
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09652864 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2741855
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.08591361 ---Validation accuracy:--- 0.9284 Validation Loss: 0.27487916
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.04342117 ---Validation accuracy:--- 0.932 Validation Loss: 0.25598145
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13384163 ---Validation accuracy:--- 0.9164 Validation Loss: 0.31028518
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14872748 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2860843
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09929466 ---Validation accuracy:--- 0.9248 Validation Loss: 0.28131127
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.115456104 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27747032
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11263659 ---Validation accuracy:--- 0.9256 Validation Loss: 0.2836426
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04836999 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26766378
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07772685 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30377612
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11842434 ---Validation accuracy:--- 0.9278 Validation Loss: 0.28711748
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.39279637 ---Validation accuracy:--- 0.9286 Validation Loss: 0.27643186
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.28558162 ---Validation accuracy:--- 0.9232 Validation Loss: 0.31042773
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17650944 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25904873
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11346126 ---Validation accuracy:--- 0.9184 Validation Loss: 0.2974465
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17717163 ---Validation accuracy:--- 0.909 Validation Loss: 0.32277802
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21702701 ---Validation accuracy:--- 0.9286 Validation Loss: 0.27452892
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1550008 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2799925
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.17343098 ---Validation accuracy:--- 0.9164 Validation Loss: 0.31412777
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.6709951 ---Validation accuracy:--- 0.8608 Validation Loss: 0.55637914
Epoch: 5 ---Training accuracy:--- 0.76 Training Loss: 0.7488979 ---Validation accuracy:--- 0.799 Validation Loss: 0.75631166
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.270105 ---Validation accuracy:--- 0.8736 Validation Loss: 0.4269419
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.18710199 ---Validation accuracy:--- 0.916 Validation Loss: 0.29913932
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06680506 ---Validation accuracy:--- 0.9194 Validation Loss: 0.28156036
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11855833 ---Validation accuracy:--- 0.9202 Validation Loss: 0.28147766
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10316977 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2675196
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.17518567 ---Validation accuracy:--- 0.9236 Validation Loss: 0.27616918
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2059034 ---Validation accuracy:--- 0.9274 Validation Loss: 0.26735875
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15869868 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2646261
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.188557 ---Validation accuracy:--- 0.927 Validation Loss: 0.26698297
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.18338557 ---Validation accuracy:--- 0.9194 Validation Loss: 0.28883976
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18005496 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27822638
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17958961 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26662418
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.29381606 ---Validation accuracy:--- 0.9276 Validation Loss: 0.25565785
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.090015166 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26372746
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.25324222 ---Validation accuracy:--- 0.9204 Validation Loss: 0.28659943
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.18275118 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25380304
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15107566 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26109013
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15632711 ---Validation accuracy:--- 0.9306 Validation Loss: 0.26449195
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.20432842 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25268447
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2887709 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26047066
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.20510866 ---Validation accuracy:--- 0.9126 Validation Loss: 0.2996791
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19367164 ---Validation accuracy:--- 0.9148 Validation Loss: 0.30512115
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18227184 ---Validation accuracy:--- 0.9262 Validation Loss: 0.27645665
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16589446 ---Validation accuracy:--- 0.9232 Validation Loss: 0.28485203
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.27465007 ---Validation accuracy:--- 0.9268 Validation Loss: 0.26413506
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.26393867 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25911725
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1513818 ---Validation accuracy:--- 0.9256 Validation Loss: 0.2628476
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.28375468 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2623019
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13263866 ---Validation accuracy:--- 0.931 Validation Loss: 0.26351753
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16552375 ---Validation accuracy:--- 0.9236 Validation Loss: 0.27165926
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14571756 ---Validation accuracy:--- 0.9294 Validation Loss: 0.25908902
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.19596453 ---Validation accuracy:--- 0.9238 Validation Loss: 0.27885672
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.051581487 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2564529
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17191681 ---Validation accuracy:--- 0.933 Validation Loss: 0.24945757
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14718853 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29118416
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12264374 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2718397
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15952551 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2799213
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.21259274 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26163694
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.20325081 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2760875
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.108523004 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2612817
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19588475 ---Validation accuracy:--- 0.932 Validation Loss: 0.24830888
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.23472786 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2437376
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09789078 ---Validation accuracy:--- 0.932 Validation Loss: 0.2591015
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.11351855 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26006716
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13770263 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26430207
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15291749 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2464647
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.27658477 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30011165
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.22045746 ---Validation accuracy:--- 0.8934 Validation Loss: 0.3694237
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.14439717 ---Validation accuracy:--- 0.9174 Validation Loss: 0.2991062
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13612795 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2703576
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.2568302 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30381343
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.19034332 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25205287
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.112745486 ---Validation accuracy:--- 0.9296 Validation Loss: 0.257069
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.24869545 ---Validation accuracy:--- 0.924 Validation Loss: 0.2855203
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16962646 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26878542
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.19898385 ---Validation accuracy:--- 0.9254 Validation Loss: 0.26339942
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.22555794 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30004686
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1993829 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26659516
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10550309 ---Validation accuracy:--- 0.9314 Validation Loss: 0.254954
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.084132336 ---Validation accuracy:--- 0.9294 Validation Loss: 0.24751914
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13476999 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24485864
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08051951 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25822225
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15823172 ---Validation accuracy:--- 0.927 Validation Loss: 0.2587824
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14600988 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24486558
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05923666 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24592285
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.20144558 ---Validation accuracy:--- 0.9218 Validation Loss: 0.2794376
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.2638778 ---Validation accuracy:--- 0.896 Validation Loss: 0.38866892
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.047658425 ---Validation accuracy:--- 0.933 Validation Loss: 0.2532156
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.13369927 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26809433
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.19511442 ---Validation accuracy:--- 0.9026 Validation Loss: 0.344156
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18822438 ---Validation accuracy:--- 0.9222 Validation Loss: 0.28456548
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14710689 ---Validation accuracy:--- 0.9242 Validation Loss: 0.28425387
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08091364 ---Validation accuracy:--- 0.93 Validation Loss: 0.26059213
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10876074 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25415322
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.25106728 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2723062
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.15240824 ---Validation accuracy:--- 0.9228 Validation Loss: 0.27402845
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.112278655 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25522953
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08465944 ---Validation accuracy:--- 0.9214 Validation Loss: 0.2700926
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.22910106 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25680733
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.20253067 ---Validation accuracy:--- 0.9308 Validation Loss: 0.2511991
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14472954 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25335476
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.13476266 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25029844
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12986673 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25634733
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08287196 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25675
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.15811452 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29690045
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1310127 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2688482
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10100903 ---Validation accuracy:--- 0.9268 Validation Loss: 0.26978496
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10431658 ---Validation accuracy:--- 0.922 Validation Loss: 0.29156974
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08163534 ---Validation accuracy:--- 0.9334 Validation Loss: 0.26511145
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14287098 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2773709
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14271607 ---Validation accuracy:--- 0.9266 Validation Loss: 0.28204525
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18321458 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25881872
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.25507358 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29009736
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11204577 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25554246
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.06502425 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2693548
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1619179 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29675636
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17631301 ---Validation accuracy:--- 0.9282 Validation Loss: 0.26686075
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16615734 ---Validation accuracy:--- 0.9288 Validation Loss: 0.274468
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.19353558 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2571578
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.20729733 ---Validation accuracy:--- 0.927 Validation Loss: 0.26910353
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.24685785 ---Validation accuracy:--- 0.9254 Validation Loss: 0.29448438
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.12729275 ---Validation accuracy:--- 0.9306 Validation Loss: 0.270198
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17399326 ---Validation accuracy:--- 0.923 Validation Loss: 0.27454218
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.13278782 ---Validation accuracy:--- 0.9332 Validation Loss: 0.2516652
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.14516854 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2792919
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17811298 ---Validation accuracy:--- 0.9338 Validation Loss: 0.25550815
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.2262055 ---Validation accuracy:--- 0.9254 Validation Loss: 0.26878837
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16875492 ---Validation accuracy:--- 0.934 Validation Loss: 0.25360024
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.3133142 ---Validation accuracy:--- 0.9156 Validation Loss: 0.29929855
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.25414702 ---Validation accuracy:--- 0.874 Validation Loss: 0.44534907
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.33263484 ---Validation accuracy:--- 0.871 Validation Loss: 0.44515663
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09782502 ---Validation accuracy:--- 0.9228 Validation Loss: 0.29259044
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.22683674 ---Validation accuracy:--- 0.932 Validation Loss: 0.25857612
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.3552072 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29681742
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1599347 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25587106
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08225072 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25794637
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.2046889 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26331416
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.16251026 ---Validation accuracy:--- 0.9236 Validation Loss: 0.27880695
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.09984082 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26710477
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18396267 ---Validation accuracy:--- 0.934 Validation Loss: 0.25230303
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09688755 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2578744
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08299544 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24830112
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18560939 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2561909
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.22547287 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2535751
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17276926 ---Validation accuracy:--- 0.9256 Validation Loss: 0.27521244
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.20751141 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2720301
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17191367 ---Validation accuracy:--- 0.9088 Validation Loss: 0.31280532
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16391326 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2590348
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.082729004 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2668787
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1254228 ---Validation accuracy:--- 0.925 Validation Loss: 0.27716118
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11087613 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2582694
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.093555346 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25562868
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14876752 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2647809
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11222913 ---Validation accuracy:--- 0.9252 Validation Loss: 0.27443996
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.15180092 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26580486
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.19579662 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26476133
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.41618854 ---Validation accuracy:--- 0.925 Validation Loss: 0.2633014
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.2717688 ---Validation accuracy:--- 0.9132 Validation Loss: 0.30182377
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.099959634 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24897675
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17192537 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26965937
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08493839 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26972693
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.094562225 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25325844
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.27213788 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2598006
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.121658094 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26442716
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.061788436 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2615811
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.28971672 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25099447
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2098509 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25013092
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.26620632 ---Validation accuracy:--- 0.9338 Validation Loss: 0.25499356
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.14428885 ---Validation accuracy:--- 0.924 Validation Loss: 0.27582952
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18135543 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2722931
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2212203 ---Validation accuracy:--- 0.9188 Validation Loss: 0.2908888
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12831323 ---Validation accuracy:--- 0.9208 Validation Loss: 0.28838077
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.072894275 ---Validation accuracy:--- 0.93 Validation Loss: 0.26089516
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10867279 ---Validation accuracy:--- 0.932 Validation Loss: 0.2568977
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10036522 ---Validation accuracy:--- 0.9202 Validation Loss: 0.28819978
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.26259217 ---Validation accuracy:--- 0.9236 Validation Loss: 0.27914053
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.21334854 ---Validation accuracy:--- 0.9312 Validation Loss: 0.26174527
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.16486 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2796934
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.19566585 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2789131
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13394316 ---Validation accuracy:--- 0.9268 Validation Loss: 0.26480946
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21796158 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26607797
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08082193 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2503862
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.110364206 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2555434
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.22514609 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25381953
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08811307 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26265934
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.071978115 ---Validation accuracy:--- 0.9204 Validation Loss: 0.30440444
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09639688 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24792202
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.21134317 ---Validation accuracy:--- 0.9332 Validation Loss: 0.246172
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09845066 ---Validation accuracy:--- 0.9244 Validation Loss: 0.27493912
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.092568934 ---Validation accuracy:--- 0.929 Validation Loss: 0.25803673
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.19326782 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24856389
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21568127 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27535895
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.072385766 ---Validation accuracy:--- 0.93 Validation Loss: 0.26514792
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15895598 ---Validation accuracy:--- 0.935 Validation Loss: 0.24767385
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14420958 ---Validation accuracy:--- 0.9276 Validation Loss: 0.2665001
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.22106037 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2754141
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.33231637 ---Validation accuracy:--- 0.9038 Validation Loss: 0.33561143
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.26172107 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3208859
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.27037904 ---Validation accuracy:--- 0.8738 Validation Loss: 0.45172775
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.37864858 ---Validation accuracy:--- 0.893 Validation Loss: 0.37172544
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09921521 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2613729
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07372082 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25222647
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.1255437 ---Validation accuracy:--- 0.933 Validation Loss: 0.24650256
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.30060068 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26232496
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.23209755 ---Validation accuracy:--- 0.931 Validation Loss: 0.25573447
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.188517 ---Validation accuracy:--- 0.9306 Validation Loss: 0.261579
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16023035 ---Validation accuracy:--- 0.9368 Validation Loss: 0.24088752
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09214268 ---Validation accuracy:--- 0.93 Validation Loss: 0.26952615
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16381977 ---Validation accuracy:--- 0.9358 Validation Loss: 0.25119188
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.09070425 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2575939
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0762247 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2590165
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.074526235 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2570894
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08409405 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2902291
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.19077612 ---Validation accuracy:--- 0.9242 Validation Loss: 0.27375415
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.19776925 ---Validation accuracy:--- 0.9294 Validation Loss: 0.25743687
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19867 ---Validation accuracy:--- 0.92 Validation Loss: 0.2963252
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.092045784 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25411132
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.072306536 ---Validation accuracy:--- 0.9372 Validation Loss: 0.24175738
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.082661934 ---Validation accuracy:--- 0.9374 Validation Loss: 0.24326482
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06925344 ---Validation accuracy:--- 0.937 Validation Loss: 0.24204887
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13707656 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24165401
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21373454 ---Validation accuracy:--- 0.9222 Validation Loss: 0.29236394
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08737996 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24639446
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12352279 ---Validation accuracy:--- 0.933 Validation Loss: 0.2484373
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09376964 ---Validation accuracy:--- 0.93 Validation Loss: 0.2641251
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.24082996 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27922797
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0955117 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2582398
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.25163686 ---Validation accuracy:--- 0.9312 Validation Loss: 0.24776453
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1310568 ---Validation accuracy:--- 0.9262 Validation Loss: 0.26787093
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.18207927 ---Validation accuracy:--- 0.9226 Validation Loss: 0.28144428
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.18972106 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2631355
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1509381 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26049763
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15418155 ---Validation accuracy:--- 0.934 Validation Loss: 0.24394123
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08540022 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25628656
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.24685253 ---Validation accuracy:--- 0.9268 Validation Loss: 0.27662554
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2169033 ---Validation accuracy:--- 0.9244 Validation Loss: 0.26849246
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10251078 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25533682
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.17518196 ---Validation accuracy:--- 0.93 Validation Loss: 0.25789982
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14485975 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25753593
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1867633 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24229114
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.30999577 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2646928
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14725196 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24907511
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.22097208 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2572493
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.047656227 ---Validation accuracy:--- 0.9254 Validation Loss: 0.26351884
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.107064985 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2680719
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.16415009 ---Validation accuracy:--- 0.935 Validation Loss: 0.25276732
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15224981 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26505154
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.21814434 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26490688
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08959202 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24880366
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.061642013 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24398011
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.075504676 ---Validation accuracy:--- 0.9218 Validation Loss: 0.2914869
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09939322 ---Validation accuracy:--- 0.9258 Validation Loss: 0.2710922
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.107549384 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2597003
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08642669 ---Validation accuracy:--- 0.9242 Validation Loss: 0.27723438
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.029706683 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25890526
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.123137094 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27678654
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17953986 ---Validation accuracy:--- 0.934 Validation Loss: 0.24566941
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.11140102 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2910885
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04449519 ---Validation accuracy:--- 0.9266 Validation Loss: 0.26712742
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06041523 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27656677
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14494841 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25082633
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11529953 ---Validation accuracy:--- 0.9256 Validation Loss: 0.28603038
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.065115616 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27321094
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17120643 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2677813
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.049456023 ---Validation accuracy:--- 0.9372 Validation Loss: 0.24673852
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10443356 ---Validation accuracy:--- 0.9346 Validation Loss: 0.2517784
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14088565 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24689278
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.2713767 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26928672
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06198469 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25633335
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09331454 ---Validation accuracy:--- 0.932 Validation Loss: 0.2536303
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1861709 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25619972
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.21874525 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26325497
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.28455073 ---Validation accuracy:--- 0.9136 Validation Loss: 0.32370797
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.28042707 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2735829
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.107655145 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24879181
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14273825 ---Validation accuracy:--- 0.929 Validation Loss: 0.26281327
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13993585 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2507674
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11875429 ---Validation accuracy:--- 0.8774 Validation Loss: 0.42577374
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.30177334 ---Validation accuracy:--- 0.914 Validation Loss: 0.330957
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.22173554 ---Validation accuracy:--- 0.9282 Validation Loss: 0.26063707
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.10798067 ---Validation accuracy:--- 0.9232 Validation Loss: 0.28224164
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10637764 ---Validation accuracy:--- 0.932 Validation Loss: 0.2572873
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.20679748 ---Validation accuracy:--- 0.9092 Validation Loss: 0.3289076
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.28303197 ---Validation accuracy:--- 0.9036 Validation Loss: 0.34269708
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.09612959 ---Validation accuracy:--- 0.9334 Validation Loss: 0.25653934
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.11182941 ---Validation accuracy:--- 0.933 Validation Loss: 0.2568192
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14845124 ---Validation accuracy:--- 0.9262 Validation Loss: 0.28277892
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08980074 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25553426
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.23584332 ---Validation accuracy:--- 0.9314 Validation Loss: 0.26549768
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.054914832 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25713813
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.19681722 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26776373
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09499989 ---Validation accuracy:--- 0.933 Validation Loss: 0.24648684
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12261646 ---Validation accuracy:--- 0.925 Validation Loss: 0.2833351
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.15802369 ---Validation accuracy:--- 0.9274 Validation Loss: 0.26100475
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.15269625 ---Validation accuracy:--- 0.921 Validation Loss: 0.2957662
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.06312263 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2673711
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.24088079 ---Validation accuracy:--- 0.9224 Validation Loss: 0.2859335
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.24996424 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29610753
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14498979 ---Validation accuracy:--- 0.9256 Validation Loss: 0.2655612
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.2776762 ---Validation accuracy:--- 0.9152 Validation Loss: 0.3013787
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.26633525 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2583078
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.18081295 ---Validation accuracy:--- 0.9218 Validation Loss: 0.28955293
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.21643732 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2764382
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.19749823 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25266078
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08380832 ---Validation accuracy:--- 0.9308 Validation Loss: 0.24664627
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.16694775 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2654239
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.3033718 ---Validation accuracy:--- 0.933 Validation Loss: 0.24540497
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11508212 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23927182
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10577492 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26402506
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.11830397 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26196748
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.22507015 ---Validation accuracy:--- 0.9326 Validation Loss: 0.2510944
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.1622596 ---Validation accuracy:--- 0.92 Validation Loss: 0.27870142
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.2512201 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25231916
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.22982754 ---Validation accuracy:--- 0.9354 Validation Loss: 0.24582149
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.19132105 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32709712
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13382134 ---Validation accuracy:--- 0.908 Validation Loss: 0.34218538
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.16163555 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2779647
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.19587715 ---Validation accuracy:--- 0.9266 Validation Loss: 0.26226476
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.09610965 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2614992
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.16087635 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24304317
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09901037 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24590586
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.058666654 ---Validation accuracy:--- 0.9286 Validation Loss: 0.25445306
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08879526 ---Validation accuracy:--- 0.9256 Validation Loss: 0.2610217
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12051991 ---Validation accuracy:--- 0.9352 Validation Loss: 0.2383187
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10307032 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23592535
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.20168713 ---Validation accuracy:--- 0.934 Validation Loss: 0.24392597
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13763937 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24587813
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.13158768 ---Validation accuracy:--- 0.9354 Validation Loss: 0.239702
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.055415586 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23914814
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.13958429 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23748863
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.18133812 ---Validation accuracy:--- 0.9216 Validation Loss: 0.29315087
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07093536 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26507422
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.22487211 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2550962
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.21659178 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26161674
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.16857296 ---Validation accuracy:--- 0.9218 Validation Loss: 0.27999443
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.13541098 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2634894
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.18320295 ---Validation accuracy:--- 0.9242 Validation Loss: 0.27330947
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.18690673 ---Validation accuracy:--- 0.867 Validation Loss: 0.45006207
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.23129934 ---Validation accuracy:--- 0.9084 Validation Loss: 0.35390183
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.05082963 ---Validation accuracy:--- 0.9216 Validation Loss: 0.29142997
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11707559 ---Validation accuracy:--- 0.928 Validation Loss: 0.26062414
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1713723 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26757348
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16910228 ---Validation accuracy:--- 0.935 Validation Loss: 0.24840723
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.23044495 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25500143
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.20747653 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24449761
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09653548 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25227115
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.17768954 ---Validation accuracy:--- 0.9242 Validation Loss: 0.26618466
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.16927059 ---Validation accuracy:--- 0.9286 Validation Loss: 0.27051243
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11784277 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25202596
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.080208346 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24625738
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.18300983 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24831162
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.068361975 ---Validation accuracy:--- 0.931 Validation Loss: 0.25052017
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.23358116 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24964787
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13002418 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2588773
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.17862034 ---Validation accuracy:--- 0.924 Validation Loss: 0.26877654
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15591453 ---Validation accuracy:--- 0.928 Validation Loss: 0.26127887
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.09023339 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25450316
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.17595173 ---Validation accuracy:--- 0.931 Validation Loss: 0.25426766
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.16056661 ---Validation accuracy:--- 0.918 Validation Loss: 0.29925257
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15429033 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2602418
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11730348 ---Validation accuracy:--- 0.932 Validation Loss: 0.2588231
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.10607801 ---Validation accuracy:--- 0.931 Validation Loss: 0.26076728
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12385307 ---Validation accuracy:--- 0.931 Validation Loss: 0.254554
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.16699353 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2635327
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09874377 ---Validation accuracy:--- 0.934 Validation Loss: 0.24578428
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14836784 ---Validation accuracy:--- 0.937 Validation Loss: 0.24006924
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16395965 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26548728
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10437007 ---Validation accuracy:--- 0.937 Validation Loss: 0.23941594
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.14485064 ---Validation accuracy:--- 0.933 Validation Loss: 0.25765833
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.27592406 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2653517
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06868279 ---Validation accuracy:--- 0.931 Validation Loss: 0.25630328
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10596922 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2676296
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.16518408 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25520018
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15111406 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29358095
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13155787 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26255038
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1674229 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25563374
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10844323 ---Validation accuracy:--- 0.9338 Validation Loss: 0.25107208
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09035049 ---Validation accuracy:--- 0.9228 Validation Loss: 0.29260418
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.2119099 ---Validation accuracy:--- 0.917 Validation Loss: 0.3085016
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10764145 ---Validation accuracy:--- 0.9062 Validation Loss: 0.32865286
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15004738 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30658615
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.2260531 ---Validation accuracy:--- 0.9192 Validation Loss: 0.2952802
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14496602 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2642349
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12722 ---Validation accuracy:--- 0.93 Validation Loss: 0.26331246
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.26552036 ---Validation accuracy:--- 0.9036 Validation Loss: 0.35767534
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0929657 ---Validation accuracy:--- 0.9332 Validation Loss: 0.252283
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10596281 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3045859
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.2581303 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26217827
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.11924505 ---Validation accuracy:--- 0.932 Validation Loss: 0.2596151
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15937254 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2753011
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.17098488 ---Validation accuracy:--- 0.9344 Validation Loss: 0.2507459
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.17152321 ---Validation accuracy:--- 0.9252 Validation Loss: 0.27589557
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.20085083 ---Validation accuracy:--- 0.93 Validation Loss: 0.25918198
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1987225 ---Validation accuracy:--- 0.9294 Validation Loss: 0.25887802
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14069575 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25191322
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.27405414 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26758057
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.100905836 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26648673
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.19840752 ---Validation accuracy:--- 0.9202 Validation Loss: 0.28501746
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10664448 ---Validation accuracy:--- 0.9272 Validation Loss: 0.28281388
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.11025409 ---Validation accuracy:--- 0.9256 Validation Loss: 0.27376556
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.22531095 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25640282
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.4425091 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26073775
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.065926574 ---Validation accuracy:--- 0.9308 Validation Loss: 0.2644752
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09169795 ---Validation accuracy:--- 0.924 Validation Loss: 0.28609088
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.056565724 ---Validation accuracy:--- 0.9346 Validation Loss: 0.25442094
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.20307025 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26532748
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.2107143 ---Validation accuracy:--- 0.921 Validation Loss: 0.29242164
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06582119 ---Validation accuracy:--- 0.93 Validation Loss: 0.26871526
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13172649 ---Validation accuracy:--- 0.9306 Validation Loss: 0.26168957
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14699975 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27771553
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.2876033 ---Validation accuracy:--- 0.924 Validation Loss: 0.2835865
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08386788 ---Validation accuracy:--- 0.9286 Validation Loss: 0.27031717
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.122297436 ---Validation accuracy:--- 0.9244 Validation Loss: 0.28110018
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13382974 ---Validation accuracy:--- 0.9268 Validation Loss: 0.27239564
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1312705 ---Validation accuracy:--- 0.9332 Validation Loss: 0.2519421
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.065681815 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24704307
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.105294324 ---Validation accuracy:--- 0.93 Validation Loss: 0.26562455
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.27300462 ---Validation accuracy:--- 0.915 Validation Loss: 0.30832046
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.08301321 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29905474
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08640229 ---Validation accuracy:--- 0.9346 Validation Loss: 0.2523832
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0876942 ---Validation accuracy:--- 0.918 Validation Loss: 0.29500473
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.13960585 ---Validation accuracy:--- 0.922 Validation Loss: 0.2966135
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.17273855 ---Validation accuracy:--- 0.9324 Validation Loss: 0.26409227
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07635788 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26101047
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.256554 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34163088
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.36459008 ---Validation accuracy:--- 0.8626 Validation Loss: 0.53576946
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13111024 ---Validation accuracy:--- 0.9166 Validation Loss: 0.31658247
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.25316772 ---Validation accuracy:--- 0.9212 Validation Loss: 0.295801
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.248669 ---Validation accuracy:--- 0.92 Validation Loss: 0.29547256
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.21414952 ---Validation accuracy:--- 0.9232 Validation Loss: 0.28721514
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.15500703 ---Validation accuracy:--- 0.9228 Validation Loss: 0.28634703
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.16754255 ---Validation accuracy:--- 0.9342 Validation Loss: 0.25591335
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.11931412 ---Validation accuracy:--- 0.923 Validation Loss: 0.28817967
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.2667438 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26234826
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.099017374 ---Validation accuracy:--- 0.907 Validation Loss: 0.32299888
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.22813919 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3192804
Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.3508024 ---Validation accuracy:--- 0.847 Validation Loss: 0.53692716
Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.2979552 ---Validation accuracy:--- 0.8764 Validation Loss: 0.41720304
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16505386 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26899275
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.24688749 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26322055
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0652657 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24959107
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.077341065 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24732505
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1866049 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26007923
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12534054 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25755128
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06337532 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2654117
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.054164004 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25938842
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.13711767 ---Validation accuracy:--- 0.933 Validation Loss: 0.2500484
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.20004949 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26319596
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.1687009 ---Validation accuracy:--- 0.931 Validation Loss: 0.2553191
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13093817 ---Validation accuracy:--- 0.9318 Validation Loss: 0.26152146
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.27045476 ---Validation accuracy:--- 0.9208 Validation Loss: 0.2866936
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.084212646 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27158478
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.16389236 ---Validation accuracy:--- 0.9256 Validation Loss: 0.27805695
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.13406192 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25844494
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.22991773 ---Validation accuracy:--- 0.935 Validation Loss: 0.24419656
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09344952 ---Validation accuracy:--- 0.934 Validation Loss: 0.23968694
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.19365582 ---Validation accuracy:--- 0.9244 Validation Loss: 0.27981758
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.113445766 ---Validation accuracy:--- 0.935 Validation Loss: 0.24691772
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1873695 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2722902
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08267187 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25337523
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14588909 ---Validation accuracy:--- 0.9276 Validation Loss: 0.25845695
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14874573 ---Validation accuracy:--- 0.9278 Validation Loss: 0.25377142
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.15556236 ---Validation accuracy:--- 0.9334 Validation Loss: 0.2508021
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13653094 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30050397
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.24047877 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25562388
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.077272005 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25781354
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07242206 ---Validation accuracy:--- 0.93 Validation Loss: 0.26802582
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.17480716 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26591834
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.26566872 ---Validation accuracy:--- 0.9132 Validation Loss: 0.30928954
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.29996878 ---Validation accuracy:--- 0.8926 Validation Loss: 0.3908418
Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.39984435 ---Validation accuracy:--- 0.9022 Validation Loss: 0.34016222
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.2560449 ---Validation accuracy:--- 0.921 Validation Loss: 0.2895556
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.20100948 ---Validation accuracy:--- 0.926 Validation Loss: 0.2781377
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15684524 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2812881
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16781734 ---Validation accuracy:--- 0.9226 Validation Loss: 0.29649204
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1821961 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25655654
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.15161423 ---Validation accuracy:--- 0.936 Validation Loss: 0.2584595
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08531496 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2539842
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.17670734 ---Validation accuracy:--- 0.9348 Validation Loss: 0.25268954
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06734367 ---Validation accuracy:--- 0.9314 Validation Loss: 0.26230556
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15333311 ---Validation accuracy:--- 0.9226 Validation Loss: 0.284582
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.16065487 ---Validation accuracy:--- 0.9126 Validation Loss: 0.32618946
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.2899432 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32361612
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.31957975 ---Validation accuracy:--- 0.8938 Validation Loss: 0.3616281
Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.5082285 ---Validation accuracy:--- 0.8602 Validation Loss: 0.49801943
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.34829423 ---Validation accuracy:--- 0.9256 Validation Loss: 0.2702434
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.26883447 ---Validation accuracy:--- 0.9282 Validation Loss: 0.27078685
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07049529 ---Validation accuracy:--- 0.918 Validation Loss: 0.29469872
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14938344 ---Validation accuracy:--- 0.8866 Validation Loss: 0.39050934
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1957307 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26850426
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.16954128 ---Validation accuracy:--- 0.9234 Validation Loss: 0.28597972
Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.36102116 ---Validation accuracy:--- 0.8836 Validation Loss: 0.40675917
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.21288885 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2840573
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07777211 ---Validation accuracy:--- 0.9362 Validation Loss: 0.25318995
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17691986 ---Validation accuracy:--- 0.9314 Validation Loss: 0.26026505
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16205211 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25373682
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08606175 ---Validation accuracy:--- 0.9358 Validation Loss: 0.24629463
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.25481138 ---Validation accuracy:--- 0.9286 Validation Loss: 0.28206015
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.18937376 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26747233
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.20165117 ---Validation accuracy:--- 0.9212 Validation Loss: 0.28908277
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.21583277 ---Validation accuracy:--- 0.927 Validation Loss: 0.27088735
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.1033536 ---Validation accuracy:--- 0.9326 Validation Loss: 0.2571805
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.15203874 ---Validation accuracy:--- 0.9366 Validation Loss: 0.25040615
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.116587356 ---Validation accuracy:--- 0.9322 Validation Loss: 0.2563701
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11965836 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25195697
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.19297943 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24622098
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10142753 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24497706
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.17820263 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26345494
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11901492 ---Validation accuracy:--- 0.924 Validation Loss: 0.28516006
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.13791098 ---Validation accuracy:--- 0.934 Validation Loss: 0.24839692
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.22832727 ---Validation accuracy:--- 0.9312 Validation Loss: 0.26519543
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1573642 ---Validation accuracy:--- 0.9354 Validation Loss: 0.25022057
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14647073 ---Validation accuracy:--- 0.933 Validation Loss: 0.254721
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.117609024 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24895366
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08737602 ---Validation accuracy:--- 0.9368 Validation Loss: 0.25693223
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.078198336 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2557594
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06378672 ---Validation accuracy:--- 0.938 Validation Loss: 0.2391334
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.17591542 ---Validation accuracy:--- 0.925 Validation Loss: 0.27931613
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13212505 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2645639
Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.46102685 ---Validation accuracy:--- 0.9188 Validation Loss: 0.2922622
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06528686 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2697939
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.20078957 ---Validation accuracy:--- 0.9352 Validation Loss: 0.25525406
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.22398071 ---Validation accuracy:--- 0.9244 Validation Loss: 0.28175583
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15421434 ---Validation accuracy:--- 0.9228 Validation Loss: 0.284362
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.23751484 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2837898
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.28698432 ---Validation accuracy:--- 0.9234 Validation Loss: 0.28908423
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.072228916 ---Validation accuracy:--- 0.9354 Validation Loss: 0.25183755
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07088682 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2682969
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.18001795 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2589105
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07709899 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25892985
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.17656036 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27220196
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09024765 ---Validation accuracy:--- 0.9282 Validation Loss: 0.27057835
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11166323 ---Validation accuracy:--- 0.9332 Validation Loss: 0.2596162
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.17399098 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2400515
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1817802 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23910166
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1626177 ---Validation accuracy:--- 0.9346 Validation Loss: 0.250283
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.062476147 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24421015
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.19650993 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24369687
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.15883382 ---Validation accuracy:--- 0.9276 Validation Loss: 0.25968784
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.11186188 ---Validation accuracy:--- 0.9158 Validation Loss: 0.3053919
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.19260909 ---Validation accuracy:--- 0.9236 Validation Loss: 0.27891475
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.20275806 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24221963
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.19547133 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2541688
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.22151299 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25273815
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08545409 ---Validation accuracy:--- 0.9246 Validation Loss: 0.28752062
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10433099 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24912056
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.15627669 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25557604
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.22556095 ---Validation accuracy:--- 0.932 Validation Loss: 0.26113173
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.11201275 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29712498
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.067094184 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24874717
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04200574 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24666543
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.100069866 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26515016
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.17369129 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2540358
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.25717756 ---Validation accuracy:--- 0.9262 Validation Loss: 0.27330643
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1936269 ---Validation accuracy:--- 0.9294 Validation Loss: 0.27223223
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14671351 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26216185
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10763409 ---Validation accuracy:--- 0.9326 Validation Loss: 0.26887083
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.113821566 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25838166
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10777733 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26153213
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.15899865 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26445287
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13303536 ---Validation accuracy:--- 0.9188 Validation Loss: 0.2926625
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17387497 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2460293
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07165894 ---Validation accuracy:--- 0.9226 Validation Loss: 0.278431
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.17382035 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25581026
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10463224 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25706792
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.34099412 ---Validation accuracy:--- 0.9268 Validation Loss: 0.25382033
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.065512754 ---Validation accuracy:--- 0.9274 Validation Loss: 0.26642764
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.13628021 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2512739
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.27747193 ---Validation accuracy:--- 0.9136 Validation Loss: 0.29471827
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.21225262 ---Validation accuracy:--- 0.93 Validation Loss: 0.25874916
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.22809456 ---Validation accuracy:--- 0.933 Validation Loss: 0.2470769
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.17008011 ---Validation accuracy:--- 0.9218 Validation Loss: 0.27033854
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1596442 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24754551
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09554634 ---Validation accuracy:--- 0.9228 Validation Loss: 0.27915052
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14261425 ---Validation accuracy:--- 0.9266 Validation Loss: 0.26375964
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.19226441 ---Validation accuracy:--- 0.9314 Validation Loss: 0.24913931
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.23497158 ---Validation accuracy:--- 0.93 Validation Loss: 0.25715283
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14634651 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24476753
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.08173588 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25026786
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.16556112 ---Validation accuracy:--- 0.9288 Validation Loss: 0.25716543
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.21926124 ---Validation accuracy:--- 0.9262 Validation Loss: 0.26614663
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10038233 ---Validation accuracy:--- 0.9342 Validation Loss: 0.26002377
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10808253 ---Validation accuracy:--- 0.9354 Validation Loss: 0.25144857
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14686882 ---Validation accuracy:--- 0.9372 Validation Loss: 0.2393948
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.17536472 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24002656
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.3378923 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25210983
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16271572 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2696235
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.21639751 ---Validation accuracy:--- 0.93 Validation Loss: 0.253671
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.13131925 ---Validation accuracy:--- 0.9272 Validation Loss: 0.258163
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12497177 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26000497
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.24772649 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2659803
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13873789 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24449302
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.18999332 ---Validation accuracy:--- 0.9208 Validation Loss: 0.2777218
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1700658 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2623898
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14032322 ---Validation accuracy:--- 0.9268 Validation Loss: 0.27628472
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11320479 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26441178
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.11001856 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26760206
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.22368164 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25878453
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.107713334 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25371802
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.13135253 ---Validation accuracy:--- 0.93 Validation Loss: 0.26099682
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13312526 ---Validation accuracy:--- 0.932 Validation Loss: 0.2522917
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15530714 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24846084
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14521888 ---Validation accuracy:--- 0.925 Validation Loss: 0.28274664
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.11738481 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26964727
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.19732551 ---Validation accuracy:--- 0.936 Validation Loss: 0.2516483
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0982081 ---Validation accuracy:--- 0.9366 Validation Loss: 0.24669649
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07778631 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25276616
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.1262222 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2529329
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.24422199 ---Validation accuracy:--- 0.9284 Validation Loss: 0.27754813
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.107376784 ---Validation accuracy:--- 0.9374 Validation Loss: 0.24052969
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09630217 ---Validation accuracy:--- 0.9302 Validation Loss: 0.27013263
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1397028 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24707629
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06491447 ---Validation accuracy:--- 0.936 Validation Loss: 0.2424792
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.18312488 ---Validation accuracy:--- 0.9344 Validation Loss: 0.2519712
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.233569 ---Validation accuracy:--- 0.924 Validation Loss: 0.28346172
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0769878 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26773438
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.18655264 ---Validation accuracy:--- 0.9326 Validation Loss: 0.26027167
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.17987041 ---Validation accuracy:--- 0.9354 Validation Loss: 0.24459465
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08259381 ---Validation accuracy:--- 0.9316 Validation Loss: 0.26224628
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.114980415 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24882331
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.24702553 ---Validation accuracy:--- 0.9314 Validation Loss: 0.26851803
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10938787 ---Validation accuracy:--- 0.919 Validation Loss: 0.29506445
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16124941 ---Validation accuracy:--- 0.9324 Validation Loss: 0.26667753
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.2380856 ---Validation accuracy:--- 0.9312 Validation Loss: 0.26327989
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.109128684 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24309209
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.17699352 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29728648
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16899648 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25937602
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.11013996 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2691694
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0543754 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24714826
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.1233187 ---Validation accuracy:--- 0.9164 Validation Loss: 0.29955673
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12351197 ---Validation accuracy:--- 0.9288 Validation Loss: 0.25894442
Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.42033836 ---Validation accuracy:--- 0.8702 Validation Loss: 0.4557066
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15681368 ---Validation accuracy:--- 0.9176 Validation Loss: 0.2813986
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.17023803 ---Validation accuracy:--- 0.9254 Validation Loss: 0.29518232
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.105207406 ---Validation accuracy:--- 0.925 Validation Loss: 0.26638395
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.19011395 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2544155
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06530453 ---Validation accuracy:--- 0.9186 Validation Loss: 0.27963448
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1832208 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2558988
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.107410066 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25449625
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.19926567 ---Validation accuracy:--- 0.9332 Validation Loss: 0.2423685
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.19618927 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2589129
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.3049744 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2642878
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.25813153 ---Validation accuracy:--- 0.9192 Validation Loss: 0.291348
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13894755 ---Validation accuracy:--- 0.9294 Validation Loss: 0.25694555
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.122800805 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24627131
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.19272758 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2609729
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.23694141 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2561171
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12664375 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23710689
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07866597 ---Validation accuracy:--- 0.935 Validation Loss: 0.23830205
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.093311116 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25275293
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17240688 ---Validation accuracy:--- 0.931 Validation Loss: 0.25629473
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.16225815 ---Validation accuracy:--- 0.9278 Validation Loss: 0.25407466
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04486885 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2593748
Epoch: 6 ---Training accuracy:--- 0.83 Training Loss: 0.61721534 ---Validation accuracy:--- 0.84 Validation Loss: 0.5998964
Epoch: 6 ---Training accuracy:--- 0.83 Training Loss: 0.71364075 ---Validation accuracy:--- 0.8546 Validation Loss: 0.46403292
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.17320469 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3366224
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.17120156 ---Validation accuracy:--- 0.9208 Validation Loss: 0.28650275
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.26069522 ---Validation accuracy:--- 0.9212 Validation Loss: 0.28435236
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.121265985 ---Validation accuracy:--- 0.9266 Validation Loss: 0.26659244
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07628999 ---Validation accuracy:--- 0.9262 Validation Loss: 0.270671
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1745231 ---Validation accuracy:--- 0.9294 Validation Loss: 0.27046
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.19368854 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2580856
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.33980113 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2597326
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.1367808 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25576964
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13027963 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24900733
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13537602 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26759997
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.21415497 ---Validation accuracy:--- 0.9344 Validation Loss: 0.2508563
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.17807011 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2512894
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14961456 ---Validation accuracy:--- 0.933 Validation Loss: 0.24746153
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09203907 ---Validation accuracy:--- 0.931 Validation Loss: 0.2515304
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.092163235 ---Validation accuracy:--- 0.93 Validation Loss: 0.2541202
Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.34114662 ---Validation accuracy:--- 0.9276 Validation Loss: 0.27655178
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.10527978 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25416112
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07080206 ---Validation accuracy:--- 0.9246 Validation Loss: 0.26736438
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.232224 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2512732
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.077107444 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2609506
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.24294142 ---Validation accuracy:--- 0.9146 Validation Loss: 0.3256732
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.12916806 ---Validation accuracy:--- 0.9196 Validation Loss: 0.30170622
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1981084 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2769461
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.18221894 ---Validation accuracy:--- 0.9274 Validation Loss: 0.26926216
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.21464336 ---Validation accuracy:--- 0.921 Validation Loss: 0.2872865
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13952038 ---Validation accuracy:--- 0.9376 Validation Loss: 0.24326333
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12994349 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24326219
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.22625908 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2643032
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.14411771 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26157758
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12275559 ---Validation accuracy:--- 0.924 Validation Loss: 0.26817572
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17384216 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24880181
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.15087567 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2550201
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0977981 ---Validation accuracy:--- 0.931 Validation Loss: 0.25286454
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.20741211 ---Validation accuracy:--- 0.922 Validation Loss: 0.27420726
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.1550074 ---Validation accuracy:--- 0.9308 Validation Loss: 0.24512066
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07274559 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2617626
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.1541598 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30355248
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.23367883 ---Validation accuracy:--- 0.9114 Validation Loss: 0.2945961
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.054753672 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25728828
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.16008942 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25262818
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17496677 ---Validation accuracy:--- 0.9314 Validation Loss: 0.24930781
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.25471383 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24425362
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07649167 ---Validation accuracy:--- 0.9344 Validation Loss: 0.25405014
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.11377489 ---Validation accuracy:--- 0.928 Validation Loss: 0.27728093
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.28443813 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24003784
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10543676 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25534743
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06965523 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24935822
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.28131855 ---Validation accuracy:--- 0.9014 Validation Loss: 0.3701675
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.34342116 ---Validation accuracy:--- 0.877 Validation Loss: 0.42691246
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.16393164 ---Validation accuracy:--- 0.9202 Validation Loss: 0.30100432
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08880929 ---Validation accuracy:--- 0.9224 Validation Loss: 0.28185233
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.28192082 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26178646
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.22740659 ---Validation accuracy:--- 0.9244 Validation Loss: 0.27489623
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.16632552 ---Validation accuracy:--- 0.9228 Validation Loss: 0.28229827
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10026638 ---Validation accuracy:--- 0.9172 Validation Loss: 0.2987181
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12646738 ---Validation accuracy:--- 0.929 Validation Loss: 0.26551923
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17852567 ---Validation accuracy:--- 0.9224 Validation Loss: 0.28361368
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1387131 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2743393
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.2809625 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32292992
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.11600625 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30905703
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1786144 ---Validation accuracy:--- 0.9166 Validation Loss: 0.2810077
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14463685 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25421745
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.11041734 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2517534
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14208601 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25256923
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.25593925 ---Validation accuracy:--- 0.9236 Validation Loss: 0.27205515
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1702668 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2424905
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.18232822 ---Validation accuracy:--- 0.901 Validation Loss: 0.3763416
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.18973584 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30152664
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.16474672 ---Validation accuracy:--- 0.9296 Validation Loss: 0.261056
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.21833806 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2606703
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13286865 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25650072
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.22782409 ---Validation accuracy:--- 0.917 Validation Loss: 0.3111886
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.15299335 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2583465
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.12609732 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24854869
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.09682827 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26215118
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09790145 ---Validation accuracy:--- 0.932 Validation Loss: 0.24747519
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.23751831 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2711936
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.20002504 ---Validation accuracy:--- 0.9128 Validation Loss: 0.30543813
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13874145 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2510517
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15629856 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24259888
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12471471 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25489876
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12001774 ---Validation accuracy:--- 0.9308 Validation Loss: 0.2549939
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.122398406 ---Validation accuracy:--- 0.9268 Validation Loss: 0.262848
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.23841144 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26219216
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.09973695 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2635964
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1997657 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25658453
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.1706786 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26204106
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.1430534 ---Validation accuracy:--- 0.93 Validation Loss: 0.26614752
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10719098 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2610317
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.2334673 ---Validation accuracy:--- 0.9284 Validation Loss: 0.27198726
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14889245 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25447547
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.19287558 ---Validation accuracy:--- 0.921 Validation Loss: 0.28595668
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1465905 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2762955
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0690762 ---Validation accuracy:--- 0.931 Validation Loss: 0.25747013
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16952766 ---Validation accuracy:--- 0.9226 Validation Loss: 0.26993144
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15199074 ---Validation accuracy:--- 0.931 Validation Loss: 0.25697583
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.18339908 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2606241
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.15939316 ---Validation accuracy:--- 0.9274 Validation Loss: 0.26465258
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.16590433 ---Validation accuracy:--- 0.921 Validation Loss: 0.29815522
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14604914 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24822691
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.2799567 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24996263
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.068951406 ---Validation accuracy:--- 0.9338 Validation Loss: 0.25213227
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.17259979 ---Validation accuracy:--- 0.933 Validation Loss: 0.24748841
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10796785 ---Validation accuracy:--- 0.9344 Validation Loss: 0.2449545
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.16736278 ---Validation accuracy:--- 0.9338 Validation Loss: 0.25438273
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09487118 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25599045
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0860359 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24490161
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.19809315 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24479462
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14804603 ---Validation accuracy:--- 0.928 Validation Loss: 0.26382467
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08000307 ---Validation accuracy:--- 0.93 Validation Loss: 0.25421715
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.31060913 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33666596
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08176718 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2580647
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.1894059 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2409736
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07918312 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24734986
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13162318 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24450424
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09479702 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2633173
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08067386 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25602895
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.23093754 ---Validation accuracy:--- 0.9344 Validation Loss: 0.25791585
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.081060454 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26500967
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.20204619 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25886697
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10872975 ---Validation accuracy:--- 0.93 Validation Loss: 0.26405123
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.353279 ---Validation accuracy:--- 0.9246 Validation Loss: 0.28254977
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.19253093 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25529256
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16454723 ---Validation accuracy:--- 0.9362 Validation Loss: 0.2387023
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.21004458 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25657243
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.118894644 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24769096
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07646843 ---Validation accuracy:--- 0.932 Validation Loss: 0.25048566
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.31554624 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27829248
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.20475349 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2626313
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14299203 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25177974
Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.33599064 ---Validation accuracy:--- 0.9218 Validation Loss: 0.28589433
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17025639 ---Validation accuracy:--- 0.933 Validation Loss: 0.259511
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08937268 ---Validation accuracy:--- 0.935 Validation Loss: 0.2517675
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11772419 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24664971
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.24748807 ---Validation accuracy:--- 0.936 Validation Loss: 0.24569067
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.17918186 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25289395
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.051298447 ---Validation accuracy:--- 0.934 Validation Loss: 0.2475916
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.25014108 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24699965
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.089921825 ---Validation accuracy:--- 0.937 Validation Loss: 0.2460855
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10077289 ---Validation accuracy:--- 0.9354 Validation Loss: 0.2390165
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04385397 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24595171
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.1669048 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24873891
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.16043754 ---Validation accuracy:--- 0.9314 Validation Loss: 0.26534683
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.14531898 ---Validation accuracy:--- 0.926 Validation Loss: 0.2824201
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09835534 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24871948
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.16869359 ---Validation accuracy:--- 0.9354 Validation Loss: 0.2561179
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.18571804 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26216435
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1585355 ---Validation accuracy:--- 0.934 Validation Loss: 0.25227463
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08393617 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24769704
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11218517 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25289178
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.1434858 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26020983
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.22239737 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24208513
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.08667454 ---Validation accuracy:--- 0.936 Validation Loss: 0.23336038
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.2130573 ---Validation accuracy:--- 0.9338 Validation Loss: 0.25055376
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.15317854 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26271176
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.107204266 ---Validation accuracy:--- 0.9372 Validation Loss: 0.2464429
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.0993885 ---Validation accuracy:--- 0.9316 Validation Loss: 0.26883712
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1224582 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23486885
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13300242 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2547651
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.097765476 ---Validation accuracy:--- 0.9364 Validation Loss: 0.246854
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.2894337 ---Validation accuracy:--- 0.93 Validation Loss: 0.2590827
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11924526 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30636817
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.20546328 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2682246
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10260426 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25453314
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11178518 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24686064
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.09476389 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25141817
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.15202005 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24716087
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1494976 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25574425
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.19385114 ---Validation accuracy:--- 0.899 Validation Loss: 0.36073518
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1535583 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27157545
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.25377315 ---Validation accuracy:--- 0.9348 Validation Loss: 0.2549794
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12093502 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26658854
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.22686112 ---Validation accuracy:--- 0.937 Validation Loss: 0.250053
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.10139858 ---Validation accuracy:--- 0.935 Validation Loss: 0.25172502
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08142124 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26204953
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.0822427 ---Validation accuracy:--- 0.9378 Validation Loss: 0.24339482
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.19574136 ---Validation accuracy:--- 0.9334 Validation Loss: 0.25045213
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.15693557 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24947949
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12548701 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25232118
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.15384822 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24497847
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.28889748 ---Validation accuracy:--- 0.9386 Validation Loss: 0.23672959
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06441281 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23737234
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.050528992 ---Validation accuracy:--- 0.938 Validation Loss: 0.2449917
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.21740252 ---Validation accuracy:--- 0.9184 Validation Loss: 0.2910603
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.22676827 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2758923
Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.21822147 ---Validation accuracy:--- 0.9318 Validation Loss: 0.26347578
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.19692586 ---Validation accuracy:--- 0.9256 Validation Loss: 0.27931172
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12617056 ---Validation accuracy:--- 0.929 Validation Loss: 0.2611407
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11918527 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2639321
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.22583957 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25599706
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10048431 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24862202
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11243055 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24815793
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.22434676 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26506138
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.21120553 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23944241
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04529664 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24315499
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16535604 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3000433
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.20892386 ---Validation accuracy:--- 0.9212 Validation Loss: 0.28650346
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.16575554 ---Validation accuracy:--- 0.925 Validation Loss: 0.2733809
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09444118 ---Validation accuracy:--- 0.9244 Validation Loss: 0.27761725
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.19228627 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2692727
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.4182769 ---Validation accuracy:--- 0.92 Validation Loss: 0.29420957
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.3383297 ---Validation accuracy:--- 0.9388 Validation Loss: 0.24461694
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.14692482 ---Validation accuracy:--- 0.9364 Validation Loss: 0.2482792
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.25668734 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26882568
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.18094444 ---Validation accuracy:--- 0.9366 Validation Loss: 0.24394931
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13570191 ---Validation accuracy:--- 0.9256 Validation Loss: 0.27501807
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.21057922 ---Validation accuracy:--- 0.925 Validation Loss: 0.2767293
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.23282151 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25672603
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11865067 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25829396
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.20225048 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23919204
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.107818365 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23832065
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.091839656 ---Validation accuracy:--- 0.933 Validation Loss: 0.24694477
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12927914 ---Validation accuracy:--- 0.9348 Validation Loss: 0.2551417
Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.3027266 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30593058
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.073825344 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2568198
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.16472024 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25906143
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.272197 ---Validation accuracy:--- 0.935 Validation Loss: 0.2500018
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10256392 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24067011
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.12032149 ---Validation accuracy:--- 0.9354 Validation Loss: 0.24117813
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05137987 ---Validation accuracy:--- 0.934 Validation Loss: 0.24233355
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.062424537 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25601146
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.10482317 ---Validation accuracy:--- 0.9366 Validation Loss: 0.2424004
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06480986 ---Validation accuracy:--- 0.925 Validation Loss: 0.2759608
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.21650475 ---Validation accuracy:--- 0.928 Validation Loss: 0.25778478
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.17935376 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25977364
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.05696189 ---Validation accuracy:--- 0.927 Validation Loss: 0.26589027
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.15657805 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25468126
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13393682 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24430493
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.20441666 ---Validation accuracy:--- 0.9218 Validation Loss: 0.27761653
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.050237726 ---Validation accuracy:--- 0.9226 Validation Loss: 0.27727193
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.23721758 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24859844
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.20500511 ---Validation accuracy:--- 0.9096 Validation Loss: 0.31187528
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07287039 ---Validation accuracy:--- 0.9274 Validation Loss: 0.26050594
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1441396 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25990337
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.18083039 ---Validation accuracy:--- 0.938 Validation Loss: 0.23857695
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12265472 ---Validation accuracy:--- 0.9378 Validation Loss: 0.24657251
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.18214895 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24798824
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0975877 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23800556
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16731262 ---Validation accuracy:--- 0.9278 Validation Loss: 0.25666234
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.084714554 ---Validation accuracy:--- 0.9188 Validation Loss: 0.28695577
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.18199669 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29998413
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.19637041 ---Validation accuracy:--- 0.917 Validation Loss: 0.28658107
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.19711338 ---Validation accuracy:--- 0.9064 Validation Loss: 0.3564065
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.13705483 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25036353
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.18242191 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2754871
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.074552335 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2501485
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.077673905 ---Validation accuracy:--- 0.929 Validation Loss: 0.26112658
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.26185948 ---Validation accuracy:--- 0.9178 Validation Loss: 0.2803149
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.31798202 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2856417
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16676264 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25745252
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11236873 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24955739
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17579678 ---Validation accuracy:--- 0.9146 Validation Loss: 0.2994195
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10802101 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2648922
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.23724842 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25619486
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.112602904 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25196853
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07588129 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25242078
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16339035 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23783527
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.14075467 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25234666
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14700991 ---Validation accuracy:--- 0.9276 Validation Loss: 0.25738758
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.22287112 ---Validation accuracy:--- 0.9156 Validation Loss: 0.29779857
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.19958 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25129667
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.05057195 ---Validation accuracy:--- 0.935 Validation Loss: 0.23654036
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.14988106 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24269815
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.15896738 ---Validation accuracy:--- 0.925 Validation Loss: 0.27567896
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.1210092 ---Validation accuracy:--- 0.9144 Validation Loss: 0.29217535
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.060262114 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2578444
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.13229963 ---Validation accuracy:--- 0.932 Validation Loss: 0.25130495
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.23179293 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27225497
Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.2746176 ---Validation accuracy:--- 0.9254 Validation Loss: 0.260419
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.2665091 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27679923
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1461708 ---Validation accuracy:--- 0.932 Validation Loss: 0.24410976
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.23833539 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2525865
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09637005 ---Validation accuracy:--- 0.9302 Validation Loss: 0.24379319
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.09246624 ---Validation accuracy:--- 0.9288 Validation Loss: 0.25049028
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.2190496 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23161529
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17454405 ---Validation accuracy:--- 0.931 Validation Loss: 0.24692701
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.17650425 ---Validation accuracy:--- 0.9208 Validation Loss: 0.26590893
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.22626406 ---Validation accuracy:--- 0.9016 Validation Loss: 0.32035542
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.19235107 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2768359
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.095571354 ---Validation accuracy:--- 0.929 Validation Loss: 0.25645146
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06622168 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26169196
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.16533415 ---Validation accuracy:--- 0.927 Validation Loss: 0.25204358
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14886126 ---Validation accuracy:--- 0.9222 Validation Loss: 0.27266112
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.13192254 ---Validation accuracy:--- 0.927 Validation Loss: 0.25893793
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17511238 ---Validation accuracy:--- 0.9346 Validation Loss: 0.239979
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08339159 ---Validation accuracy:--- 0.935 Validation Loss: 0.23959841
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14946729 ---Validation accuracy:--- 0.9168 Validation Loss: 0.29700547
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.15660802 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2574496
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.111017436 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25288144
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16278219 ---Validation accuracy:--- 0.9294 Validation Loss: 0.25218588
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.053275246 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24289277
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.13306765 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2408137
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.2547911 ---Validation accuracy:--- 0.9274 Validation Loss: 0.25324613
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.110964224 ---Validation accuracy:--- 0.9262 Validation Loss: 0.25773877
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12071344 ---Validation accuracy:--- 0.9346 Validation Loss: 0.2393512
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17621669 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25397226
Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.29993436 ---Validation accuracy:--- 0.9016 Validation Loss: 0.33789194
Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.35087726 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26380312
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17339511 ---Validation accuracy:--- 0.925 Validation Loss: 0.26951432
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1968226 ---Validation accuracy:--- 0.9268 Validation Loss: 0.26008195
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.159514 ---Validation accuracy:--- 0.9286 Validation Loss: 0.25472936
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.11433098 ---Validation accuracy:--- 0.9244 Validation Loss: 0.27138424
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06286009 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27266285
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10394794 ---Validation accuracy:--- 0.9268 Validation Loss: 0.27473336
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.05390346 ---Validation accuracy:--- 0.925 Validation Loss: 0.2720104
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.120768696 ---Validation accuracy:--- 0.927 Validation Loss: 0.25867757
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16123089 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25886357
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.20634165 ---Validation accuracy:--- 0.8944 Validation Loss: 0.34979776
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.112034075 ---Validation accuracy:--- 0.929 Validation Loss: 0.26916036
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.07222238 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2787988
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12660594 ---Validation accuracy:--- 0.9334 Validation Loss: 0.2489148
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.18003288 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2640269
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.29180613 ---Validation accuracy:--- 0.9322 Validation Loss: 0.262374
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10818865 ---Validation accuracy:--- 0.927 Validation Loss: 0.27855045
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14121892 ---Validation accuracy:--- 0.93 Validation Loss: 0.2583143
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1259931 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27533114
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13851716 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26152086
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.17325203 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2483371
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.17881408 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2687043
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.18346123 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2807981
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.19759065 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2638982
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.15913469 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24673979
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.056289654 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2750454
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.15968136 ---Validation accuracy:--- 0.911 Validation Loss: 0.3246274
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.22013725 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26259774
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09561649 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2728983
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1482438 ---Validation accuracy:--- 0.9234 Validation Loss: 0.27848297
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.20500171 ---Validation accuracy:--- 0.9216 Validation Loss: 0.2915164
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11844706 ---Validation accuracy:--- 0.9318 Validation Loss: 0.26136094
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14627796 ---Validation accuracy:--- 0.924 Validation Loss: 0.28415233
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09914656 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2692012
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.114400715 ---Validation accuracy:--- 0.934 Validation Loss: 0.25815424
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.2813598 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26579413
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13774091 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2578542
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.14303887 ---Validation accuracy:--- 0.92 Validation Loss: 0.2989007
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.17160717 ---Validation accuracy:--- 0.9346 Validation Loss: 0.25094295
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12829281 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25126812
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.09203854 ---Validation accuracy:--- 0.93 Validation Loss: 0.26504755
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.18422754 ---Validation accuracy:--- 0.9268 Validation Loss: 0.286408
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.054949827 ---Validation accuracy:--- 0.9198 Validation Loss: 0.3101205
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.17321295 ---Validation accuracy:--- 0.9182 Validation Loss: 0.2956461
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10402989 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24569863
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.12534489 ---Validation accuracy:--- 0.931 Validation Loss: 0.26702875
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.22189404 ---Validation accuracy:--- 0.925 Validation Loss: 0.2908911
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.120268725 ---Validation accuracy:--- 0.9212 Validation Loss: 0.30592677
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.054304756 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26663256
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.15868707 ---Validation accuracy:--- 0.9352 Validation Loss: 0.25287127
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.14955536 ---Validation accuracy:--- 0.937 Validation Loss: 0.24437822
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.21877775 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2917396
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.45680228 ---Validation accuracy:--- 0.8922 Validation Loss: 0.3771682
Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.28891724 ---Validation accuracy:--- 0.8842 Validation Loss: 0.39391017
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13949685 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2649763
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.20700312 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2703364
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.09909801 ---Validation accuracy:--- 0.9282 Validation Loss: 0.27044693
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.281268 ---Validation accuracy:--- 0.91 Validation Loss: 0.32229882
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05521931 ---Validation accuracy:--- 0.934 Validation Loss: 0.25180918
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0860754 ---Validation accuracy:--- 0.932 Validation Loss: 0.25261918
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17256245 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26598623
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11337066 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25593048
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04639308 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24328384
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.21580023 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25090557
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.09856287 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26089942
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.2674611 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26987076
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.16404888 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24780127
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.14310987 ---Validation accuracy:--- 0.9276 Validation Loss: 0.2645541
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.104970664 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2550465
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.30414876 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2759255
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10329193 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2619359
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.19970794 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26557449
Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.30348513 ---Validation accuracy:--- 0.9018 Validation Loss: 0.33201724
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.20364495 ---Validation accuracy:--- 0.922 Validation Loss: 0.29050574
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11125671 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2637111
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0962902 ---Validation accuracy:--- 0.925 Validation Loss: 0.27702525
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08983891 ---Validation accuracy:--- 0.9272 Validation Loss: 0.25714594
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.110851996 ---Validation accuracy:--- 0.9358 Validation Loss: 0.24056797
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.05488048 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24361059
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11695511 ---Validation accuracy:--- 0.926 Validation Loss: 0.264077
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.20610842 ---Validation accuracy:--- 0.9312 Validation Loss: 0.259255
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.1983381 ---Validation accuracy:--- 0.9152 Validation Loss: 0.29083177
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.1304582 ---Validation accuracy:--- 0.9342 Validation Loss: 0.25731376
Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.27508676 ---Validation accuracy:--- 0.9074 Validation Loss: 0.35382962
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.30031028 ---Validation accuracy:--- 0.9024 Validation Loss: 0.34272948
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.25670573 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27345768
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.18363865 ---Validation accuracy:--- 0.9352 Validation Loss: 0.25186393
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1380759 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24334419
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.13415207 ---Validation accuracy:--- 0.92 Validation Loss: 0.28847378
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.28860357 ---Validation accuracy:--- 0.9266 Validation Loss: 0.26315045
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10858465 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26133204
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14144175 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2537955
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07188737 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2584455
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11998681 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2552404
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13806485 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2503644
Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.25756302 ---Validation accuracy:--- 0.9276 Validation Loss: 0.28006548
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.08079422 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25616938
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.14242344 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2727589
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.13647318 ---Validation accuracy:--- 0.911 Validation Loss: 0.31925377
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.101306036 ---Validation accuracy:--- 0.9262 Validation Loss: 0.27744746
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08414518 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27288583
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11193565 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2756891
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16589698 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27099714
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.124181345 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2761746
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14182942 ---Validation accuracy:--- 0.927 Validation Loss: 0.2829203
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.22019795 ---Validation accuracy:--- 0.9202 Validation Loss: 0.30023965
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16961375 ---Validation accuracy:--- 0.9222 Validation Loss: 0.29612577
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.13477226 ---Validation accuracy:--- 0.916 Validation Loss: 0.29005086
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.22213463 ---Validation accuracy:--- 0.922 Validation Loss: 0.27888036
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.110382885 ---Validation accuracy:--- 0.9262 Validation Loss: 0.27132863
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.1317495 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29167974
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.053472232 ---Validation accuracy:--- 0.9242 Validation Loss: 0.27487135
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.21080622 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24420469
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.19178315 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2520186
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.17251098 ---Validation accuracy:--- 0.929 Validation Loss: 0.25900272
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09523402 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25523168
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1322282 ---Validation accuracy:--- 0.9252 Validation Loss: 0.28864905
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.114759274 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31381541
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.24012272 ---Validation accuracy:--- 0.9228 Validation Loss: 0.28537458
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09546567 ---Validation accuracy:--- 0.9218 Validation Loss: 0.2893125
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.24730235 ---Validation accuracy:--- 0.929 Validation Loss: 0.26113796
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.057387248 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24290141
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.1376239 ---Validation accuracy:--- 0.9372 Validation Loss: 0.24267548
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12706867 ---Validation accuracy:--- 0.93 Validation Loss: 0.2595604
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13032795 ---Validation accuracy:--- 0.9216 Validation Loss: 0.29596293
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10843117 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2406794
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12650612 ---Validation accuracy:--- 0.932 Validation Loss: 0.24759726
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.095665425 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23916037
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1054553 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25306275
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.072474845 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24256824
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09274264 ---Validation accuracy:--- 0.9344 Validation Loss: 0.25064552
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.21491757 ---Validation accuracy:--- 0.937 Validation Loss: 0.23565249
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.10255556 ---Validation accuracy:--- 0.9314 Validation Loss: 0.24673049
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.17351347 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23800296
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.20931591 ---Validation accuracy:--- 0.934 Validation Loss: 0.23903975
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.24821535 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24866638
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10167007 ---Validation accuracy:--- 0.921 Validation Loss: 0.27995524
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13825665 ---Validation accuracy:--- 0.9254 Validation Loss: 0.27474216
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.19114254 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25639778
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.14468746 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24901949
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.14967632 ---Validation accuracy:--- 0.93 Validation Loss: 0.25810367
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.19937134 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2542965
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06835137 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24594395
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12370171 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26630482
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.22246979 ---Validation accuracy:--- 0.932 Validation Loss: 0.24919759
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.124807894 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25580287
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.071586676 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23484536
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.15146351 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24080542
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12961069 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24868618
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.19355018 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24173164
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.20669758 ---Validation accuracy:--- 0.9344 Validation Loss: 0.25302574
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.21315297 ---Validation accuracy:--- 0.9344 Validation Loss: 0.23727554
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16348477 ---Validation accuracy:--- 0.9332 Validation Loss: 0.2520261
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.20687184 ---Validation accuracy:--- 0.9244 Validation Loss: 0.2757629
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04701548 ---Validation accuracy:--- 0.931 Validation Loss: 0.25621367
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.10918642 ---Validation accuracy:--- 0.93 Validation Loss: 0.25139636
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.10814133 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25536093
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.110251844 ---Validation accuracy:--- 0.922 Validation Loss: 0.27047712
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.27125 ---Validation accuracy:--- 0.9274 Validation Loss: 0.26012412
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17077297 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24702124
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14373265 ---Validation accuracy:--- 0.9248 Validation Loss: 0.26794052
Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.28303966 ---Validation accuracy:--- 0.922 Validation Loss: 0.28412643
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.113630936 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24914402
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13235806 ---Validation accuracy:--- 0.9338 Validation Loss: 0.254458
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.22329025 ---Validation accuracy:--- 0.93 Validation Loss: 0.25466442
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.23697887 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25520313
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.12302218 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24647705
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.17293042 ---Validation accuracy:--- 0.92 Validation Loss: 0.27724996
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11832866 ---Validation accuracy:--- 0.914 Validation Loss: 0.3017328
Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.29509452 ---Validation accuracy:--- 0.932 Validation Loss: 0.24797276
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.24546325 ---Validation accuracy:--- 0.9326 Validation Loss: 0.2511399
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.13935027 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24662554
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12505503 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24049634
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13038774 ---Validation accuracy:--- 0.9312 Validation Loss: 0.26231864
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.112645224 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25243014
Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.3054801 ---Validation accuracy:--- 0.9262 Validation Loss: 0.26387495
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10579323 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23545995
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07606083 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23712705
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.15309247 ---Validation accuracy:--- 0.9202 Validation Loss: 0.28724074
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.24327862 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26158494
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.09159555 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25135377
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.24126767 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2525517
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10484968 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23334707
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.17781208 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28453666
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.110862695 ---Validation accuracy:--- 0.9334 Validation Loss: 0.2525906
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.17477301 ---Validation accuracy:--- 0.936 Validation Loss: 0.24182895
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.22613221 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2592314
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.1979113 ---Validation accuracy:--- 0.9226 Validation Loss: 0.27040923
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1794779 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24037974
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.097226016 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23993562
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.25925663 ---Validation accuracy:--- 0.9244 Validation Loss: 0.27163336
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.17845325 ---Validation accuracy:--- 0.9362 Validation Loss: 0.23338707
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.2215451 ---Validation accuracy:--- 0.935 Validation Loss: 0.24229875
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.16550896 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24180332
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.10295562 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26664028
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10483759 ---Validation accuracy:--- 0.918 Validation Loss: 0.296903
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.096881464 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24851489
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.15573163 ---Validation accuracy:--- 0.9238 Validation Loss: 0.27505216
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.1620424 ---Validation accuracy:--- 0.9284 Validation Loss: 0.25929394
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.22179526 ---Validation accuracy:--- 0.917 Validation Loss: 0.2952826
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13958722 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2599359
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.19741955 ---Validation accuracy:--- 0.934 Validation Loss: 0.2494938
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.18841851 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26460096
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14697614 ---Validation accuracy:--- 0.9254 Validation Loss: 0.26980826
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.21282093 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2510335
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.18590108 ---Validation accuracy:--- 0.9178 Validation Loss: 0.2966727
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.15626472 ---Validation accuracy:--- 0.926 Validation Loss: 0.27229905
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13449502 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25419506
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.14777489 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26285484
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.19791467 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25186425
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.18876106 ---Validation accuracy:--- 0.929 Validation Loss: 0.25048172
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1205023 ---Validation accuracy:--- 0.9314 Validation Loss: 0.24898526
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.25877145 ---Validation accuracy:--- 0.9232 Validation Loss: 0.26677892
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.1444856 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2562937
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05873294 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24395844
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.23690474 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26644495
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.2112108 ---Validation accuracy:--- 0.9112 Validation Loss: 0.31084684
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06933564 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27120405
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.13510342 ---Validation accuracy:--- 0.9192 Validation Loss: 0.28782877
Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.30479345 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2555633
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1883794 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26259962
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08817606 ---Validation accuracy:--- 0.9278 Validation Loss: 0.25421476
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09905123 ---Validation accuracy:--- 0.9282 Validation Loss: 0.26116902
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.1409763 ---Validation accuracy:--- 0.9216 Validation Loss: 0.27897108
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13541856 ---Validation accuracy:--- 0.918 Validation Loss: 0.298733
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.12829694 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2516091
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.098022416 ---Validation accuracy:--- 0.9208 Validation Loss: 0.2802875
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.2693663 ---Validation accuracy:--- 0.9164 Validation Loss: 0.31116757
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.17486961 ---Validation accuracy:--- 0.926 Validation Loss: 0.2756441
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14936891 ---Validation accuracy:--- 0.9338 Validation Loss: 0.250223
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11943923 ---Validation accuracy:--- 0.923 Validation Loss: 0.28739113
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.15596725 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28098446
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.20291314 ---Validation accuracy:--- 0.915 Validation Loss: 0.3122723
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10616686 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2515034
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.1632687 ---Validation accuracy:--- 0.9404 Validation Loss: 0.23583081
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.027977824 ---Validation accuracy:--- 0.941 Validation Loss: 0.23556457
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12416738 ---Validation accuracy:--- 0.9346 Validation Loss: 0.25159886
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.19860661 ---Validation accuracy:--- 0.938 Validation Loss: 0.24068286
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.080124065 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24641739
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.097952835 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24672212
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.061037663 ---Validation accuracy:--- 0.938 Validation Loss: 0.24115185
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.15415868 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23929566
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09652485 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2562562
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17908294 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24779175
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1518059 ---Validation accuracy:--- 0.935 Validation Loss: 0.2476485
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07886802 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24879153
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.2355854 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23895034
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.077859 ---Validation accuracy:--- 0.9232 Validation Loss: 0.27167448
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07982054 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26827335
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13050865 ---Validation accuracy:--- 0.9306 Validation Loss: 0.26314923
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10252907 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26015943
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.2130291 ---Validation accuracy:--- 0.9008 Validation Loss: 0.34631136
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.26628932 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2781495
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.20440418 ---Validation accuracy:--- 0.9236 Validation Loss: 0.28144956
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.14830849 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24778414
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13200153 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25753734
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.21094696 ---Validation accuracy:--- 0.9358 Validation Loss: 0.24604487
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.076075524 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2560645
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11464787 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30757785
Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.29042518 ---Validation accuracy:--- 0.9346 Validation Loss: 0.25250322
Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.23234892 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26759088
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.19048785 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2659073
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11238582 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24712217
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09326597 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24647748
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.18178369 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25047174
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.23000327 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29318056
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.121309154 ---Validation accuracy:--- 0.9214 Validation Loss: 0.2974337
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.19691132 ---Validation accuracy:--- 0.8968 Validation Loss: 0.34375107
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.27142248 ---Validation accuracy:--- 0.926 Validation Loss: 0.2647744
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.22197914 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24628875
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.08166068 ---Validation accuracy:--- 0.9332 Validation Loss: 0.2417526
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.15780346 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2536642
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.21065873 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25606328
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06345594 ---Validation accuracy:--- 0.9376 Validation Loss: 0.23282397
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.15761681 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29088992
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.23312217 ---Validation accuracy:--- 0.925 Validation Loss: 0.27269638
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.21468787 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27056253
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.18541928 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26575997
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.16454956 ---Validation accuracy:--- 0.933 Validation Loss: 0.24848464
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.2468816 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23781787
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.15018554 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24585298
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0860265 ---Validation accuracy:--- 0.9282 Validation Loss: 0.27225715
Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.21532358 ---Validation accuracy:--- 0.9384 Validation Loss: 0.23530096
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.18543305 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24238968
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.23509483 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25529698
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07661381 ---Validation accuracy:--- 0.934 Validation Loss: 0.244431
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07749451 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25729433
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10108634 ---Validation accuracy:--- 0.935 Validation Loss: 0.2519201
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.22616477 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24380302
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14239179 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23759915
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16852558 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23796415
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.18254574 ---Validation accuracy:--- 0.939 Validation Loss: 0.23306826
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.28160152 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23867197
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.17268778 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2466469
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13366584 ---Validation accuracy:--- 0.9354 Validation Loss: 0.24681523
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11849264 ---Validation accuracy:--- 0.9344 Validation Loss: 0.25244468
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08752675 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23625542
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06659416 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23731562
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.092516325 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23733005
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.109921835 ---Validation accuracy:--- 0.9146 Validation Loss: 0.30988613
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.15463638 ---Validation accuracy:--- 0.9256 Validation Loss: 0.28079352
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.09758236 ---Validation accuracy:--- 0.932 Validation Loss: 0.24787295
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.16382025 ---Validation accuracy:--- 0.9294 Validation Loss: 0.27276972
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.15048943 ---Validation accuracy:--- 0.92 Validation Loss: 0.2762209
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.0900788 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24229209
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.09650932 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2625037
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.19381279 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30392587
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.18236843 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2519396
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06979268 ---Validation accuracy:--- 0.935 Validation Loss: 0.24784672
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0894869 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25157413
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.072951056 ---Validation accuracy:--- 0.9274 Validation Loss: 0.25832915
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07622343 ---Validation accuracy:--- 0.9278 Validation Loss: 0.25557554
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07744672 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24233721
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09183755 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2519414
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12835535 ---Validation accuracy:--- 0.9268 Validation Loss: 0.27743307
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08812799 ---Validation accuracy:--- 0.9172 Validation Loss: 0.29151085
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.22782303 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2878196
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11182103 ---Validation accuracy:--- 0.9288 Validation Loss: 0.25918558
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.20463268 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2599644
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11016784 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25292382
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12750068 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2519626
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.19103028 ---Validation accuracy:--- 0.934 Validation Loss: 0.24913953
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08650549 ---Validation accuracy:--- 0.9248 Validation Loss: 0.28072467
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.17582192 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24588794
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.32411376 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29669288
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.25039846 ---Validation accuracy:--- 0.9354 Validation Loss: 0.2496801
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.114355 ---Validation accuracy:--- 0.935 Validation Loss: 0.24142548
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1649712 ---Validation accuracy:--- 0.9304 Validation Loss: 0.24853371
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12511411 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24533464
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.102654114 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24713579
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.15094952 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25616223
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14963879 ---Validation accuracy:--- 0.93 Validation Loss: 0.25423032
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.24594295 ---Validation accuracy:--- 0.904 Validation Loss: 0.33013937
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.089501016 ---Validation accuracy:--- 0.935 Validation Loss: 0.247925
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08650012 ---Validation accuracy:--- 0.9392 Validation Loss: 0.23441695
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14641191 ---Validation accuracy:--- 0.9254 Validation Loss: 0.27879506
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.22556987 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24938369
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.2609035 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24401325
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12310043 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2678174
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.19532749 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26408032
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.21320882 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25215966
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.098566115 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2536676
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12439012 ---Validation accuracy:--- 0.9364 Validation Loss: 0.24045508
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10950211 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23869365
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.13059779 ---Validation accuracy:--- 0.936 Validation Loss: 0.24299997
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10408121 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24774498
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.044792205 ---Validation accuracy:--- 0.932 Validation Loss: 0.24637315
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.112123005 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2946621
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.1722567 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24817075
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.21221577 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26521268
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12097496 ---Validation accuracy:--- 0.9278 Validation Loss: 0.25686017
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1815627 ---Validation accuracy:--- 0.925 Validation Loss: 0.27683204
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.27444 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25026774
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.075894356 ---Validation accuracy:--- 0.934 Validation Loss: 0.25339228
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.1407105 ---Validation accuracy:--- 0.9158 Validation Loss: 0.2915889
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10542063 ---Validation accuracy:--- 0.9338 Validation Loss: 0.25282255
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.14046772 ---Validation accuracy:--- 0.9224 Validation Loss: 0.2931147
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12771584 ---Validation accuracy:--- 0.931 Validation Loss: 0.27183726
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13122489 ---Validation accuracy:--- 0.932 Validation Loss: 0.2538329
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13994737 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24759415
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.123319075 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24905244
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.19860075 ---Validation accuracy:--- 0.93 Validation Loss: 0.26100576
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12606908 ---Validation accuracy:--- 0.9338 Validation Loss: 0.25013393
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.1774439 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25821856
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.24383369 ---Validation accuracy:--- 0.9134 Validation Loss: 0.30507794
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.17283292 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29556713
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09873336 ---Validation accuracy:--- 0.935 Validation Loss: 0.2453644
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.16363356 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25488383
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.082107484 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25729582
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12486795 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23808648
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08038969 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24474385
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14706218 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25913158
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.15304612 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23519546
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07260596 ---Validation accuracy:--- 0.936 Validation Loss: 0.2374814
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05399935 ---Validation accuracy:--- 0.937 Validation Loss: 0.23542053
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17255068 ---Validation accuracy:--- 0.9268 Validation Loss: 0.26679298
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.16334663 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2693874
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.10489736 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2769839
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.105797194 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24586567
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.20891394 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25149405
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.15325941 ---Validation accuracy:--- 0.9362 Validation Loss: 0.2400611
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13412943 ---Validation accuracy:--- 0.9276 Validation Loss: 0.27400187
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12893137 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24659136
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.066989645 ---Validation accuracy:--- 0.929 Validation Loss: 0.2622984
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.085323974 ---Validation accuracy:--- 0.9382 Validation Loss: 0.23943919
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.17566667 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2466918
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14139685 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26040575
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.15397768 ---Validation accuracy:--- 0.9264 Validation Loss: 0.27787113
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.12736258 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25021753
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08507243 ---Validation accuracy:--- 0.929 Validation Loss: 0.27451515
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15509784 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24822704
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1547843 ---Validation accuracy:--- 0.925 Validation Loss: 0.27251664
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.16303153 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2610232
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.19694084 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2553232
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09308393 ---Validation accuracy:--- 0.926 Validation Loss: 0.26348165
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.24206714 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32334515
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.26633063 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2564241
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1392557 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25087628
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1570454 ---Validation accuracy:--- 0.9382 Validation Loss: 0.24286626
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09075505 ---Validation accuracy:--- 0.9352 Validation Loss: 0.25241852
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.17859146 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2677043
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.19492866 ---Validation accuracy:--- 0.9212 Validation Loss: 0.29192334
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.3197294 ---Validation accuracy:--- 0.927 Validation Loss: 0.26977703
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.19706598 ---Validation accuracy:--- 0.934 Validation Loss: 0.25059754
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.15436915 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2613754
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10947125 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24612363
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10984683 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24195154
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.15620032 ---Validation accuracy:--- 0.9334 Validation Loss: 0.25171816
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1904047 ---Validation accuracy:--- 0.9348 Validation Loss: 0.25057286
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.033046063 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24899492
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.12320988 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2673853
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04004477 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25034454
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.17538477 ---Validation accuracy:--- 0.9322 Validation Loss: 0.2547195
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.24404357 ---Validation accuracy:--- 0.9306 Validation Loss: 0.26007557
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.040834013 ---Validation accuracy:--- 0.934 Validation Loss: 0.24660689
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.20357761 ---Validation accuracy:--- 0.8986 Validation Loss: 0.3787054
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.15584505 ---Validation accuracy:--- 0.9216 Validation Loss: 0.29420346
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.18931554 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25548404
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.17781326 ---Validation accuracy:--- 0.9232 Validation Loss: 0.28823376
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.054435205 ---Validation accuracy:--- 0.925 Validation Loss: 0.28597915
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.27396286 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2670855
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14858373 ---Validation accuracy:--- 0.93 Validation Loss: 0.27834857
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.22825974 ---Validation accuracy:--- 0.931 Validation Loss: 0.2592167
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13828623 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25745243
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.19932513 ---Validation accuracy:--- 0.929 Validation Loss: 0.26087403
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09198408 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2622079
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.16912542 ---Validation accuracy:--- 0.9366 Validation Loss: 0.24126957
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11195746 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2531157
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13205482 ---Validation accuracy:--- 0.927 Validation Loss: 0.27640703
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.1679573 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27073985
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.16854472 ---Validation accuracy:--- 0.9344 Validation Loss: 0.25453532
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.115155675 ---Validation accuracy:--- 0.9372 Validation Loss: 0.24348189
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10954822 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25482488
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.115976565 ---Validation accuracy:--- 0.9238 Validation Loss: 0.27567536
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06705849 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26793054
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.049201705 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2606347
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.050954755 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26745534
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.22277251 ---Validation accuracy:--- 0.931 Validation Loss: 0.25532258
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06853162 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25851715
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.12255395 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2605597
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.108592965 ---Validation accuracy:--- 0.9314 Validation Loss: 0.268976
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14705801 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25778067
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1588962 ---Validation accuracy:--- 0.9292 Validation Loss: 0.255251
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0989974 ---Validation accuracy:--- 0.9368 Validation Loss: 0.24145627
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.17258535 ---Validation accuracy:--- 0.929 Validation Loss: 0.2630584
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.19630304 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3151424
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.12946124 ---Validation accuracy:--- 0.9284 Validation Loss: 0.27382767
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15969408 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25728834
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.23503676 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27810487
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.17492375 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24666812
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10447758 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2512527
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1503508 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26703557
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.100266606 ---Validation accuracy:--- 0.9358 Validation Loss: 0.24377693
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09340024 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24684969
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10559106 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24118291
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.24425693 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25512755
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.22416212 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25933427
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.16542557 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27403286
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.105235726 ---Validation accuracy:--- 0.932 Validation Loss: 0.24503882
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.36062822 ---Validation accuracy:--- 0.91 Validation Loss: 0.32732686
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.19726864 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2599939
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.20839243 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25739554
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12759745 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2598754
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15620366 ---Validation accuracy:--- 0.9304 Validation Loss: 0.24748008
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13655631 ---Validation accuracy:--- 0.929 Validation Loss: 0.25921527
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.21764992 ---Validation accuracy:--- 0.9364 Validation Loss: 0.2481754
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.087140895 ---Validation accuracy:--- 0.937 Validation Loss: 0.2394148
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.116976775 ---Validation accuracy:--- 0.9204 Validation Loss: 0.28676593
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09353883 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25416127
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.15049002 ---Validation accuracy:--- 0.9312 Validation Loss: 0.24354722
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.16211353 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2634853
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.098358385 ---Validation accuracy:--- 0.9352 Validation Loss: 0.25016537
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06920611 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23871645
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10711984 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2630379
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.26676542 ---Validation accuracy:--- 0.9282 Validation Loss: 0.25949922
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.164632 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26173642
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.14758131 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24547587
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.20379925 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30009848
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.100790046 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24713027
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.23294437 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24154434
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.29298964 ---Validation accuracy:--- 0.935 Validation Loss: 0.2531943
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12142229 ---Validation accuracy:--- 0.936 Validation Loss: 0.23875093
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.3632581 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25826803
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1387685 ---Validation accuracy:--- 0.936 Validation Loss: 0.23219204
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.16574219 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2908646
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.25357944 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3399373
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15016067 ---Validation accuracy:--- 0.933 Validation Loss: 0.25059083
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.22088799 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24822834
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.2545136 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2650158
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07875493 ---Validation accuracy:--- 0.9326 Validation Loss: 0.2576317
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.08481287 ---Validation accuracy:--- 0.931 Validation Loss: 0.25389752
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.11313206 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25539708
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.16290466 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2650301
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10432432 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27116376
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.18786506 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26016158
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.09252459 ---Validation accuracy:--- 0.933 Validation Loss: 0.25398666
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12813082 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25908116
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.24201988 ---Validation accuracy:--- 0.9378 Validation Loss: 0.24204467
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.18445843 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2504458
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14709315 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2563137
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05662215 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25910735
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.068581305 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26047343
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15657683 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24837255
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11269075 ---Validation accuracy:--- 0.9346 Validation Loss: 0.25061664
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15637259 ---Validation accuracy:--- 0.9332 Validation Loss: 0.2513381
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14111441 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23466812
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09392555 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25035208
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.107700385 ---Validation accuracy:--- 0.9294 Validation Loss: 0.25747296
Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.22771597 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26450074
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1592208 ---Validation accuracy:--- 0.9388 Validation Loss: 0.23569985
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11470287 ---Validation accuracy:--- 0.9194 Validation Loss: 0.2936312
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.048824396 ---Validation accuracy:--- 0.9354 Validation Loss: 0.24369465
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.08990381 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25179818
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.18170041 ---Validation accuracy:--- 0.9184 Validation Loss: 0.2914481
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.22133976 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23917115
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08443917 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25173277
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.19519924 ---Validation accuracy:--- 0.9172 Validation Loss: 0.29847002
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.19734249 ---Validation accuracy:--- 0.9376 Validation Loss: 0.23989236
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.1877708 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23743428
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.1759752 ---Validation accuracy:--- 0.9272 Validation Loss: 0.25785914
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.21435063 ---Validation accuracy:--- 0.9256 Validation Loss: 0.27727437
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1945275 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2529236
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08438758 ---Validation accuracy:--- 0.937 Validation Loss: 0.23967232
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.11164116 ---Validation accuracy:--- 0.934 Validation Loss: 0.23520842
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.051595658 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23898526
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09621964 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24314809
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05170664 ---Validation accuracy:--- 0.932 Validation Loss: 0.24707793
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1384838 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25102285
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.11711918 ---Validation accuracy:--- 0.938 Validation Loss: 0.22597195
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.10087515 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25738892
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.14458448 ---Validation accuracy:--- 0.9376 Validation Loss: 0.23555318
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10387833 ---Validation accuracy:--- 0.9408 Validation Loss: 0.22900249
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.2104158 ---Validation accuracy:--- 0.924 Validation Loss: 0.27064875
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1258275 ---Validation accuracy:--- 0.9384 Validation Loss: 0.23056386
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.23103641 ---Validation accuracy:--- 0.9116 Validation Loss: 0.30901307
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.207322 ---Validation accuracy:--- 0.933 Validation Loss: 0.24635002
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.053335514 ---Validation accuracy:--- 0.9322 Validation Loss: 0.2593789
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14716211 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23477134
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.1578334 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24736165
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15880379 ---Validation accuracy:--- 0.9208 Validation Loss: 0.28837678
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.075805284 ---Validation accuracy:--- 0.9226 Validation Loss: 0.27151358
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.21983106 ---Validation accuracy:--- 0.9256 Validation Loss: 0.2829964
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11382022 ---Validation accuracy:--- 0.923 Validation Loss: 0.28372583
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.068512 ---Validation accuracy:--- 0.9358 Validation Loss: 0.24087588
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13107048 ---Validation accuracy:--- 0.9222 Validation Loss: 0.28937367
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.19547623 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3163995
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.08113549 ---Validation accuracy:--- 0.927 Validation Loss: 0.26696295
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.17383987 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24374853
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.031524044 ---Validation accuracy:--- 0.9354 Validation Loss: 0.24290688
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08939119 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29766464
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09145809 ---Validation accuracy:--- 0.9332 Validation Loss: 0.2425321
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.078672215 ---Validation accuracy:--- 0.9348 Validation Loss: 0.2506661
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07307426 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25725326
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.08363205 ---Validation accuracy:--- 0.9212 Validation Loss: 0.28753006
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15813093 ---Validation accuracy:--- 0.9334 Validation Loss: 0.25233233
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.120356694 ---Validation accuracy:--- 0.9366 Validation Loss: 0.2434131
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.087172225 ---Validation accuracy:--- 0.93 Validation Loss: 0.2680813
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07385046 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26299143
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06308703 ---Validation accuracy:--- 0.9266 Validation Loss: 0.26420084
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09234684 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24156404
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03519092 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2540443
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.16618659 ---Validation accuracy:--- 0.9232 Validation Loss: 0.27575323
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06619054 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2595797
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.22560725 ---Validation accuracy:--- 0.92 Validation Loss: 0.27948448
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07294552 ---Validation accuracy:--- 0.9254 Validation Loss: 0.274594
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.26265517 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30834347
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1444022 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2715874
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.22384052 ---Validation accuracy:--- 0.9282 Validation Loss: 0.26141256
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.15494637 ---Validation accuracy:--- 0.9254 Validation Loss: 0.27433226
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.19598316 ---Validation accuracy:--- 0.921 Validation Loss: 0.28445825
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.16921957 ---Validation accuracy:--- 0.933 Validation Loss: 0.24253267
Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.17218147 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2921913
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.20861474 ---Validation accuracy:--- 0.9274 Validation Loss: 0.26363283
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.18134251 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26100758
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.23893157 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2653752
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15792486 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24655323
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10770566 ---Validation accuracy:--- 0.921 Validation Loss: 0.27646276
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.17191634 ---Validation accuracy:--- 0.9248 Validation Loss: 0.26660392
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.14113963 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24596705
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.060024604 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2545542
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.108966246 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26998082
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.048594933 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2568757
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.2348838 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25225538
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.18439132 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25928092
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.16198288 ---Validation accuracy:--- 0.9334 Validation Loss: 0.2608459
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.262864 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26198325
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15456839 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24864912
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.14085166 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25873587
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12534028 ---Validation accuracy:--- 0.9338 Validation Loss: 0.2432084
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.105498105 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24678962
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.22791645 ---Validation accuracy:--- 0.9392 Validation Loss: 0.23348631
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09219545 ---Validation accuracy:--- 0.9374 Validation Loss: 0.2399646
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.069544226 ---Validation accuracy:--- 0.9282 Validation Loss: 0.26216352
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.17034733 ---Validation accuracy:--- 0.9308 Validation Loss: 0.2553397
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.22650425 ---Validation accuracy:--- 0.934 Validation Loss: 0.25681305
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0718676 ---Validation accuracy:--- 0.9342 Validation Loss: 0.25145397
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14573042 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24545681
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10710867 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2554918
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0709589 ---Validation accuracy:--- 0.93 Validation Loss: 0.25633955
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10695544 ---Validation accuracy:--- 0.9272 Validation Loss: 0.27020982
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.22697175 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3378239
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0862716 ---Validation accuracy:--- 0.933 Validation Loss: 0.25301743
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.041868553 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2550052
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.068947166 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25092334
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1218211 ---Validation accuracy:--- 0.9198 Validation Loss: 0.28085414
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.32561097 ---Validation accuracy:--- 0.9196 Validation Loss: 0.30374947
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.14020924 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25450817
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.19609672 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26507455
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.17414913 ---Validation accuracy:--- 0.9314 Validation Loss: 0.24963336
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.17274986 ---Validation accuracy:--- 0.9342 Validation Loss: 0.25350538
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13461591 ---Validation accuracy:--- 0.935 Validation Loss: 0.2391266
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.17666794 ---Validation accuracy:--- 0.9254 Validation Loss: 0.27922192
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.16248791 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26171032
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.1777546 ---Validation accuracy:--- 0.9172 Validation Loss: 0.29887798
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15619591 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2564799
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.093382575 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2549559
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.20414764 ---Validation accuracy:--- 0.931 Validation Loss: 0.2698673
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.2176445 ---Validation accuracy:--- 0.9312 Validation Loss: 0.26059166
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09514124 ---Validation accuracy:--- 0.937 Validation Loss: 0.24231163
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10869841 ---Validation accuracy:--- 0.936 Validation Loss: 0.24221392
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.1692906 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25998563
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0888111 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2550054
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.22268072 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26705223
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.075470775 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24326226
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15127283 ---Validation accuracy:--- 0.9352 Validation Loss: 0.2402229
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.279742 ---Validation accuracy:--- 0.931 Validation Loss: 0.25327274
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.15660226 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25665796
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.15331247 ---Validation accuracy:--- 0.9176 Validation Loss: 0.3068188
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.2314738 ---Validation accuracy:--- 0.9332 Validation Loss: 0.2484745
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.14977688 ---Validation accuracy:--- 0.9314 Validation Loss: 0.24414583
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14386523 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26309657
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.18873917 ---Validation accuracy:--- 0.9226 Validation Loss: 0.27865264
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.13356109 ---Validation accuracy:--- 0.927 Validation Loss: 0.2759411
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.11396288 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25540367
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09964889 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24557242
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1368746 ---Validation accuracy:--- 0.933 Validation Loss: 0.24564219
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.24415134 ---Validation accuracy:--- 0.912 Validation Loss: 0.3196571
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.17396905 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2561137
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.22713345 ---Validation accuracy:--- 0.9264 Validation Loss: 0.25928175
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10564671 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24641389
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.20118897 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24434905
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.17074634 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28454307
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.22319931 ---Validation accuracy:--- 0.932 Validation Loss: 0.24616963
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.26880896 ---Validation accuracy:--- 0.9158 Validation Loss: 0.3016146
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.28560844 ---Validation accuracy:--- 0.9282 Validation Loss: 0.25796792
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.101139374 ---Validation accuracy:--- 0.9312 Validation Loss: 0.250986
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.19224195 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24398994
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.08752348 ---Validation accuracy:--- 0.933 Validation Loss: 0.24345827
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06782449 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24223992
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11827625 ---Validation accuracy:--- 0.9382 Validation Loss: 0.23288457
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15643202 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2703869
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.19050743 ---Validation accuracy:--- 0.9172 Validation Loss: 0.3002714
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.18550193 ---Validation accuracy:--- 0.9262 Validation Loss: 0.26195836
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.17416418 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26130363
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08995822 ---Validation accuracy:--- 0.9252 Validation Loss: 0.27116388
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.099150375 ---Validation accuracy:--- 0.9314 Validation Loss: 0.24620244
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.13660674 ---Validation accuracy:--- 0.9146 Validation Loss: 0.29019132
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.17405671 ---Validation accuracy:--- 0.922 Validation Loss: 0.27894235
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.22032498 ---Validation accuracy:--- 0.9262 Validation Loss: 0.26321906
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12730993 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31092334
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12673864 ---Validation accuracy:--- 0.9064 Validation Loss: 0.31440684
Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.27395064 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32370362
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1558589 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2625752
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.27433023 ---Validation accuracy:--- 0.9246 Validation Loss: 0.26650387
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1514762 ---Validation accuracy:--- 0.9314 Validation Loss: 0.24653812
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.064584434 ---Validation accuracy:--- 0.931 Validation Loss: 0.25253615
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.2053524 ---Validation accuracy:--- 0.9256 Validation Loss: 0.2693228
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1920104 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27018842
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.09734085 ---Validation accuracy:--- 0.9282 Validation Loss: 0.25379783
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.18505172 ---Validation accuracy:--- 0.9172 Validation Loss: 0.2970704
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14699316 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26216272
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.091752455 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24125503
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1701744 ---Validation accuracy:--- 0.925 Validation Loss: 0.27022994
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.23402649 ---Validation accuracy:--- 0.914 Validation Loss: 0.30827448
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.082018316 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25555912
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1203894 ---Validation accuracy:--- 0.9248 Validation Loss: 0.26949316
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13499118 ---Validation accuracy:--- 0.928 Validation Loss: 0.26746055
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.2111798 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24650925
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.101274244 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25397396
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.16477944 ---Validation accuracy:--- 0.919 Validation Loss: 0.29317877
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.103157654 ---Validation accuracy:--- 0.934 Validation Loss: 0.24214995
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08868254 ---Validation accuracy:--- 0.9228 Validation Loss: 0.27554706
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.106595956 ---Validation accuracy:--- 0.9326 Validation Loss: 0.2536113
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.08323448 ---Validation accuracy:--- 0.9278 Validation Loss: 0.25770026
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13323992 ---Validation accuracy:--- 0.928 Validation Loss: 0.2546191
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08176958 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24911048
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12128521 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27496064
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.21984123 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25730813
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.17259128 ---Validation accuracy:--- 0.933 Validation Loss: 0.25717092
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.124804735 ---Validation accuracy:--- 0.93 Validation Loss: 0.2644472
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.15750526 ---Validation accuracy:--- 0.9272 Validation Loss: 0.25286144
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.2010081 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25305277
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.18428099 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23834229
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.19121696 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25088415
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.104334466 ---Validation accuracy:--- 0.931 Validation Loss: 0.2574482
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.17343141 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24761312
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.23984264 ---Validation accuracy:--- 0.9234 Validation Loss: 0.28377455
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.057259187 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2620969
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.12216545 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31218627
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11855436 ---Validation accuracy:--- 0.9358 Validation Loss: 0.24277338
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.19583477 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25408956
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11147888 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2955674
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.22769654 ---Validation accuracy:--- 0.9284 Validation Loss: 0.27164757
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12563162 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2599199
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13971172 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25691327
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.18286526 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25048968
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.053828012 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25882712
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.1458241 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26473764
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.108527295 ---Validation accuracy:--- 0.931 Validation Loss: 0.2583284
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.05275576 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24038127
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.094523065 ---Validation accuracy:--- 0.932 Validation Loss: 0.2435543
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.21405356 ---Validation accuracy:--- 0.9184 Validation Loss: 0.2912231
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.2722273 ---Validation accuracy:--- 0.9214 Validation Loss: 0.28605396
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.18793625 ---Validation accuracy:--- 0.924 Validation Loss: 0.27166256
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.19840626 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2574612
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.19088021 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24847078
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.068376504 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24825251
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.20469216 ---Validation accuracy:--- 0.934 Validation Loss: 0.2534502
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1624559 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24376363
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.10153395 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24446855
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.113941506 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24788472
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11862625 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24455792
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.16577317 ---Validation accuracy:--- 0.9244 Validation Loss: 0.26356387
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.05946018 ---Validation accuracy:--- 0.9172 Validation Loss: 0.2852647
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.182305 ---Validation accuracy:--- 0.9264 Validation Loss: 0.27104214
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.17542663 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25635216
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.2154695 ---Validation accuracy:--- 0.92 Validation Loss: 0.2877634
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11984911 ---Validation accuracy:--- 0.9232 Validation Loss: 0.28746793
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.24185471 ---Validation accuracy:--- 0.9254 Validation Loss: 0.279425
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10610351 ---Validation accuracy:--- 0.9334 Validation Loss: 0.251883
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1887415 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24735858
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11923007 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23766431
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.10528841 ---Validation accuracy:--- 0.9364 Validation Loss: 0.24423309
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11345902 ---Validation accuracy:--- 0.926 Validation Loss: 0.26811045
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.19695543 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2715131
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.18925945 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25572875
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.115998074 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2626446
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15727767 ---Validation accuracy:--- 0.933 Validation Loss: 0.25540176
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08671137 ---Validation accuracy:--- 0.933 Validation Loss: 0.25086197
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13759182 ---Validation accuracy:--- 0.9232 Validation Loss: 0.30184835
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14170553 ---Validation accuracy:--- 0.9326 Validation Loss: 0.2524274
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.08882302 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26244733
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.10848213 ---Validation accuracy:--- 0.934 Validation Loss: 0.24388032
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.10486896 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24630065
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15437236 ---Validation accuracy:--- 0.932 Validation Loss: 0.26917446
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15856469 ---Validation accuracy:--- 0.9272 Validation Loss: 0.28469235
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.21835859 ---Validation accuracy:--- 0.904 Validation Loss: 0.33036703
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11932226 ---Validation accuracy:--- 0.9262 Validation Loss: 0.270462
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.12575375 ---Validation accuracy:--- 0.927 Validation Loss: 0.2640835
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1313283 ---Validation accuracy:--- 0.9232 Validation Loss: 0.29369628
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14221948 ---Validation accuracy:--- 0.9348 Validation Loss: 0.2525105
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1330918 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25725317
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12007284 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24478355
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12384356 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2648196
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10944583 ---Validation accuracy:--- 0.933 Validation Loss: 0.24621788
Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.3461489 ---Validation accuracy:--- 0.9228 Validation Loss: 0.27882302
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13221347 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25331992
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07650862 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25430506
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.032146845 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25330883
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.15385121 ---Validation accuracy:--- 0.9226 Validation Loss: 0.27965817
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1305751 ---Validation accuracy:--- 0.929 Validation Loss: 0.26309615
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.054233056 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26742584
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.15051816 ---Validation accuracy:--- 0.9094 Validation Loss: 0.3301705
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.17175752 ---Validation accuracy:--- 0.897 Validation Loss: 0.36582616
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13770369 ---Validation accuracy:--- 0.925 Validation Loss: 0.2738938
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.123184316 ---Validation accuracy:--- 0.928 Validation Loss: 0.25194082
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10890895 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2523196
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0813772 ---Validation accuracy:--- 0.93 Validation Loss: 0.261383
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13763788 ---Validation accuracy:--- 0.9244 Validation Loss: 0.26669702
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1384413 ---Validation accuracy:--- 0.926 Validation Loss: 0.25972736
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.09257203 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26029858
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.19474916 ---Validation accuracy:--- 0.9288 Validation Loss: 0.25853875
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11810409 ---Validation accuracy:--- 0.9346 Validation Loss: 0.238898
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.034813628 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2521917
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10713088 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24174663
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.20887667 ---Validation accuracy:--- 0.928 Validation Loss: 0.26652497
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09034822 ---Validation accuracy:--- 0.9346 Validation Loss: 0.2377543
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.17609444 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25415307
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.052954417 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2595926
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.092489265 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2424856
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06472689 ---Validation accuracy:--- 0.9308 Validation Loss: 0.24931443
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08926571 ---Validation accuracy:--- 0.9364 Validation Loss: 0.24177627
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1056035 ---Validation accuracy:--- 0.926 Validation Loss: 0.26642227
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.19238697 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24700728
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.20566396 ---Validation accuracy:--- 0.9228 Validation Loss: 0.26972896
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11251895 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24349715
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13257882 ---Validation accuracy:--- 0.9214 Validation Loss: 0.2734205
Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.30417064 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23834956
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11920698 ---Validation accuracy:--- 0.9344 Validation Loss: 0.23877037
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1849611 ---Validation accuracy:--- 0.936 Validation Loss: 0.23774458
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.11919979 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26800725
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08963646 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24949741
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.17626376 ---Validation accuracy:--- 0.924 Validation Loss: 0.2687611
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.2127584 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26951522
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13091215 ---Validation accuracy:--- 0.9366 Validation Loss: 0.24578823
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.15188187 ---Validation accuracy:--- 0.933 Validation Loss: 0.24915859
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.24044801 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26667553
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14051434 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24857856
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08296657 ---Validation accuracy:--- 0.9324 Validation Loss: 0.23803389
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.049932312 ---Validation accuracy:--- 0.9252 Validation Loss: 0.27930737
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.119376615 ---Validation accuracy:--- 0.926 Validation Loss: 0.25922325
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11950407 ---Validation accuracy:--- 0.9232 Validation Loss: 0.27566218
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.060900316 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2501055
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1461912 ---Validation accuracy:--- 0.9222 Validation Loss: 0.27540898
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.16643141 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25558066
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.149052 ---Validation accuracy:--- 0.923 Validation Loss: 0.28211644
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.24094711 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25768998
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1513441 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3252497
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.21732707 ---Validation accuracy:--- 0.9162 Validation Loss: 0.31048054
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.18856014 ---Validation accuracy:--- 0.902 Validation Loss: 0.33164012
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12811744 ---Validation accuracy:--- 0.9286 Validation Loss: 0.25989157
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1501958 ---Validation accuracy:--- 0.9312 Validation Loss: 0.24735548
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13337786 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2563954
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15379624 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2547703
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.19244541 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2580351
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.22582865 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23444062
Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.24076267 ---Validation accuracy:--- 0.9304 Validation Loss: 0.24294864
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.26509315 ---Validation accuracy:--- 0.9314 Validation Loss: 0.24890512
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15770409 ---Validation accuracy:--- 0.9282 Validation Loss: 0.26193422
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1536561 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2587744
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.055125922 ---Validation accuracy:--- 0.934 Validation Loss: 0.24336062
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07008392 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23498815
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.1062165 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23958555
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07145933 ---Validation accuracy:--- 0.923 Validation Loss: 0.28136542
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14360815 ---Validation accuracy:--- 0.9286 Validation Loss: 0.25260416
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1620937 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24951133
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.19800419 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27075464
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.14556983 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23937568
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.16841958 ---Validation accuracy:--- 0.9216 Validation Loss: 0.28762612
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.24134316 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24554951
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14167686 ---Validation accuracy:--- 0.9358 Validation Loss: 0.24180883
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15688342 ---Validation accuracy:--- 0.9244 Validation Loss: 0.26673004
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.2110625 ---Validation accuracy:--- 0.9238 Validation Loss: 0.27851778
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11023078 ---Validation accuracy:--- 0.9346 Validation Loss: 0.2469201
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.19414704 ---Validation accuracy:--- 0.9278 Validation Loss: 0.25247225
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.16107996 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24330467
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09017975 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25449187
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08292313 ---Validation accuracy:--- 0.9378 Validation Loss: 0.23374492
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0857652 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23641199
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.15304972 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30116692
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.079482555 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23510914
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.28780326 ---Validation accuracy:--- 0.9256 Validation Loss: 0.28485224
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.2680111 ---Validation accuracy:--- 0.9062 Validation Loss: 0.32633665
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.087750286 ---Validation accuracy:--- 0.9276 Validation Loss: 0.2654685
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.24149679 ---Validation accuracy:--- 0.929 Validation Loss: 0.26107702
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12505917 ---Validation accuracy:--- 0.93 Validation Loss: 0.2557662
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.17567241 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24675933
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08517242 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26262265
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.16895783 ---Validation accuracy:--- 0.937 Validation Loss: 0.23485819
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.18504947 ---Validation accuracy:--- 0.938 Validation Loss: 0.23582745
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.10972688 ---Validation accuracy:--- 0.9412 Validation Loss: 0.23680669
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14293978 ---Validation accuracy:--- 0.93 Validation Loss: 0.26775512
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10962405 ---Validation accuracy:--- 0.924 Validation Loss: 0.2727585
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12342594 ---Validation accuracy:--- 0.9276 Validation Loss: 0.2635793
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.2132932 ---Validation accuracy:--- 0.9238 Validation Loss: 0.27111197
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.18543296 ---Validation accuracy:--- 0.9218 Validation Loss: 0.2927811
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.11368397 ---Validation accuracy:--- 0.9262 Validation Loss: 0.27074027
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12447935 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24123839
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.21018595 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24933794
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06542152 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23695083
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.066251926 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23494844
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1667163 ---Validation accuracy:--- 0.9308 Validation Loss: 0.24926099
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.17397974 ---Validation accuracy:--- 0.929 Validation Loss: 0.2647984
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.17276375 ---Validation accuracy:--- 0.937 Validation Loss: 0.24241504
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12246054 ---Validation accuracy:--- 0.9354 Validation Loss: 0.2394184
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.20565566 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24727593
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.18859822 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2596183
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.17949261 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23677167
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.15421586 ---Validation accuracy:--- 0.9362 Validation Loss: 0.23849766
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.15110187 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23223414
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.14767425 ---Validation accuracy:--- 0.937 Validation Loss: 0.23778994
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.14874889 ---Validation accuracy:--- 0.9176 Validation Loss: 0.2898961
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.108139664 ---Validation accuracy:--- 0.93 Validation Loss: 0.25932246
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.08485475 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25337335
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.16628444 ---Validation accuracy:--- 0.9256 Validation Loss: 0.27649418
Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.24102464 ---Validation accuracy:--- 0.9226 Validation Loss: 0.28462067
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.22724675 ---Validation accuracy:--- 0.933 Validation Loss: 0.2513889
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.15059274 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25210226
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14474857 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24959245
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.21127266 ---Validation accuracy:--- 0.917 Validation Loss: 0.2888014
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1713018 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29766253
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.112007886 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24919353
Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.23351109 ---Validation accuracy:--- 0.923 Validation Loss: 0.28051195
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.061798815 ---Validation accuracy:--- 0.934 Validation Loss: 0.24305567
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.19118705 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24831319
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.15146343 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24454083
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1703562 ---Validation accuracy:--- 0.9338 Validation Loss: 0.2413562
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.24202447 ---Validation accuracy:--- 0.9268 Validation Loss: 0.26096934
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09102642 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2508709
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15939371 ---Validation accuracy:--- 0.9352 Validation Loss: 0.2393946
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.058485344 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2643552
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13700138 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27098376
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.2620466 ---Validation accuracy:--- 0.9214 Validation Loss: 0.28222764
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12809107 ---Validation accuracy:--- 0.932 Validation Loss: 0.25392804
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12169411 ---Validation accuracy:--- 0.931 Validation Loss: 0.2564577
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13270599 ---Validation accuracy:--- 0.9124 Validation Loss: 0.30719304
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.17143714 ---Validation accuracy:--- 0.9172 Validation Loss: 0.28851667
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.18287697 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2804608
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.085020944 ---Validation accuracy:--- 0.9302 Validation Loss: 0.24966885
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13506207 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2478121
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10839664 ---Validation accuracy:--- 0.9194 Validation Loss: 0.2831558
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10499372 ---Validation accuracy:--- 0.9268 Validation Loss: 0.26940277
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.31842417 ---Validation accuracy:--- 0.9268 Validation Loss: 0.26434752
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11395166 ---Validation accuracy:--- 0.9222 Validation Loss: 0.27673393
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.1988404 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2567432
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11745108 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24827525
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.058212772 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24779688
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.047949247 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24072438
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14484613 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23836753
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13898544 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24867326
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10714538 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2483163
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.040308885 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26355067
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10509068 ---Validation accuracy:--- 0.9376 Validation Loss: 0.23509541
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.052532542 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24147195
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.11564213 ---Validation accuracy:--- 0.932 Validation Loss: 0.25049266
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.22278003 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26624468
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.20210776 ---Validation accuracy:--- 0.912 Validation Loss: 0.31947267
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13719897 ---Validation accuracy:--- 0.927 Validation Loss: 0.26104078
Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.28096086 ---Validation accuracy:--- 0.904 Validation Loss: 0.33008304
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.18425854 ---Validation accuracy:--- 0.9288 Validation Loss: 0.25656947
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.13051324 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26273775
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.20469658 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27113768
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.077362984 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25271738
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15040013 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2620332
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13998005 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24179788
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.102824554 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23638852
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.18580896 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2631076
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.16978599 ---Validation accuracy:--- 0.9358 Validation Loss: 0.24126877
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14954889 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24810918
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13159956 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24289912
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10103063 ---Validation accuracy:--- 0.9384 Validation Loss: 0.23325855
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10539907 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24223574
Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.2230234 ---Validation accuracy:--- 0.924 Validation Loss: 0.2825081
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13457456 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2616002
Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.28805685 ---Validation accuracy:--- 0.936 Validation Loss: 0.24355696
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10987108 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23403218
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.22097024 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25578663
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07797931 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23310661
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13885786 ---Validation accuracy:--- 0.92 Validation Loss: 0.28518048
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.121656686 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25736466
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.17893296 ---Validation accuracy:--- 0.907 Validation Loss: 0.32303905
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10663604 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23863156
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18157311 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23655103
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.26764137 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24675591
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13893852 ---Validation accuracy:--- 0.931 Validation Loss: 0.2573994
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07291609 ---Validation accuracy:--- 0.932 Validation Loss: 0.24837434
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.033646308 ---Validation accuracy:--- 0.929 Validation Loss: 0.2574977
Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.22279064 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24445161
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.091580525 ---Validation accuracy:--- 0.935 Validation Loss: 0.23878855
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12387613 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25194874
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13491455 ---Validation accuracy:--- 0.9364 Validation Loss: 0.24374673
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.20346451 ---Validation accuracy:--- 0.9224 Validation Loss: 0.2859842
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10595386 ---Validation accuracy:--- 0.932 Validation Loss: 0.24973586
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.18078452 ---Validation accuracy:--- 0.9308 Validation Loss: 0.261807
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.056001905 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2662847
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1190541 ---Validation accuracy:--- 0.9366 Validation Loss: 0.24070662
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.096145086 ---Validation accuracy:--- 0.934 Validation Loss: 0.25170246
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14717957 ---Validation accuracy:--- 0.9334 Validation Loss: 0.2561719
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11159607 ---Validation accuracy:--- 0.936 Validation Loss: 0.24049473
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06843935 ---Validation accuracy:--- 0.932 Validation Loss: 0.25271344
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.049945496 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24124497
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.11713806 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26043525
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12949488 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24060307
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09904171 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23577005
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.117872976 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27053976
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09910216 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25211644
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.071854934 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26229957
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.20629917 ---Validation accuracy:--- 0.934 Validation Loss: 0.24846369
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13868876 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26117095
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10159155 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2957109
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15247245 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24906726
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.090379044 ---Validation accuracy:--- 0.929 Validation Loss: 0.26064894
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.121416844 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25323412
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.1548269 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26479626
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.10765492 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25575802
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08701026 ---Validation accuracy:--- 0.927 Validation Loss: 0.2643032
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.23585655 ---Validation accuracy:--- 0.8994 Validation Loss: 0.3452666
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15219983 ---Validation accuracy:--- 0.9278 Validation Loss: 0.25868666
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.09721576 ---Validation accuracy:--- 0.935 Validation Loss: 0.23708342
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.17543177 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24942377
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.16468616 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24627388
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09759815 ---Validation accuracy:--- 0.928 Validation Loss: 0.25548342
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14237316 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2460682
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.05272952 ---Validation accuracy:--- 0.9344 Validation Loss: 0.23558135
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.100917034 ---Validation accuracy:--- 0.9352 Validation Loss: 0.2375428
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11423447 ---Validation accuracy:--- 0.9334 Validation Loss: 0.2541407
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.060742203 ---Validation accuracy:--- 0.929 Validation Loss: 0.26754874
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.114694364 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28820294
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.16753688 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2560187
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.17721024 ---Validation accuracy:--- 0.937 Validation Loss: 0.24253012
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.076646365 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2583474
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.17939208 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25551236
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.116948776 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25893608
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07064183 ---Validation accuracy:--- 0.9372 Validation Loss: 0.24448898
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.04948301 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24695967
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.20837449 ---Validation accuracy:--- 0.932 Validation Loss: 0.24795078
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11760643 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2596477
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13231497 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24929374
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.21096401 ---Validation accuracy:--- 0.927 Validation Loss: 0.27539408
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.16913964 ---Validation accuracy:--- 0.9126 Validation Loss: 0.30612305
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12511347 ---Validation accuracy:--- 0.921 Validation Loss: 0.29748535
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.16260135 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24538432
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0634342 ---Validation accuracy:--- 0.934 Validation Loss: 0.24319015
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1522314 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25647053
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06854911 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23458953
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.091585025 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24758793
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.26286238 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24906899
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.21107177 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2659315
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11562876 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26165906
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.14985801 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25561166
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.31336978 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24511391
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.21096677 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25792676
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15548885 ---Validation accuracy:--- 0.8948 Validation Loss: 0.36411366
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.23409691 ---Validation accuracy:--- 0.8784 Validation Loss: 0.43626982
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.12675448 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2668117
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.15056834 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26302296
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.075165756 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25184107
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.084814146 ---Validation accuracy:--- 0.935 Validation Loss: 0.24292138
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.19342601 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24369709
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18493836 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24671909
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.18700904 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24283835
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.1442113 ---Validation accuracy:--- 0.93 Validation Loss: 0.267476
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09012491 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23841448
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11191206 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25848618
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1559681 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25506166
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18466827 ---Validation accuracy:--- 0.922 Validation Loss: 0.27521607
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14939639 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2815028
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.13489497 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2613963
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12719692 ---Validation accuracy:--- 0.932 Validation Loss: 0.26035824
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.16887122 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25440237
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.21764153 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2612186
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.11140705 ---Validation accuracy:--- 0.9248 Validation Loss: 0.28787088
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07705219 ---Validation accuracy:--- 0.9308 Validation Loss: 0.2684713
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1449437 ---Validation accuracy:--- 0.933 Validation Loss: 0.2563739
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.15424904 ---Validation accuracy:--- 0.927 Validation Loss: 0.27366287
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11322264 ---Validation accuracy:--- 0.93 Validation Loss: 0.25764462
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12198417 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26229766
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12694454 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24348174
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.054037124 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23750566
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09204216 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25216457
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07003659 ---Validation accuracy:--- 0.9354 Validation Loss: 0.24133615
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08387602 ---Validation accuracy:--- 0.9384 Validation Loss: 0.24151568
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11828413 ---Validation accuracy:--- 0.9202 Validation Loss: 0.28434825
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.21470276 ---Validation accuracy:--- 0.9316 Validation Loss: 0.26588738
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1687246 ---Validation accuracy:--- 0.9322 Validation Loss: 0.26105076
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12455283 ---Validation accuracy:--- 0.927 Validation Loss: 0.2609285
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.21763378 ---Validation accuracy:--- 0.9354 Validation Loss: 0.24813125
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13253024 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25018102
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06873271 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26358268
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05852914 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29363433
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11473972 ---Validation accuracy:--- 0.9344 Validation Loss: 0.25093248
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.16417086 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24992864
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.24753773 ---Validation accuracy:--- 0.9248 Validation Loss: 0.28334504
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07073795 ---Validation accuracy:--- 0.9372 Validation Loss: 0.24110058
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13615239 ---Validation accuracy:--- 0.93 Validation Loss: 0.26536
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.13405526 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2549501
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.1806292 ---Validation accuracy:--- 0.9366 Validation Loss: 0.2480546
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.23264702 ---Validation accuracy:--- 0.9216 Validation Loss: 0.29332817
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.18501349 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2847595
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.16573825 ---Validation accuracy:--- 0.932 Validation Loss: 0.25617218
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15724713 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2760537
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.086481735 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2549812
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.123238705 ---Validation accuracy:--- 0.932 Validation Loss: 0.26380253
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10899815 ---Validation accuracy:--- 0.9326 Validation Loss: 0.2549893
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.13938548 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25472853
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15308185 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26140586
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.14849642 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25696206
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.16395466 ---Validation accuracy:--- 0.935 Validation Loss: 0.24049853
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.1784596 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26968953
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15718491 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2518559
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.11636315 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24791215
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.1737399 ---Validation accuracy:--- 0.9138 Validation Loss: 0.30916798
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.22165157 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3441999
Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.39052716 ---Validation accuracy:--- 0.9216 Validation Loss: 0.27727953
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15748568 ---Validation accuracy:--- 0.8946 Validation Loss: 0.3459885
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.25637403 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3317457
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.24990134 ---Validation accuracy:--- 0.9238 Validation Loss: 0.27455527
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.19550934 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2622464
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.1862458 ---Validation accuracy:--- 0.9254 Validation Loss: 0.26902202
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.2383988 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2475333
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13893953 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24043596
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.21607842 ---Validation accuracy:--- 0.9372 Validation Loss: 0.25467122
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.06580272 ---Validation accuracy:--- 0.9282 Validation Loss: 0.28336218
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10231632 ---Validation accuracy:--- 0.9342 Validation Loss: 0.25822893
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.18855782 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24999416
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.13454661 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26405758
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.0924922 ---Validation accuracy:--- 0.9338 Validation Loss: 0.2559082
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14763251 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2538284
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06832921 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27138358
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.066593505 ---Validation accuracy:--- 0.9176 Validation Loss: 0.28998455
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.18804665 ---Validation accuracy:--- 0.93 Validation Loss: 0.2544143
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.21656732 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2593183
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.17647034 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24765342
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.19402531 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24577427
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.139596 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25444105
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.16437362 ---Validation accuracy:--- 0.9314 Validation Loss: 0.26971498
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10070732 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2865679
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07641198 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24427117
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12525433 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23594795
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.13003889 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23991773
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.120850235 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24665315
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12153728 ---Validation accuracy:--- 0.936 Validation Loss: 0.2347266
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.17801277 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24392197
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.1265526 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23823349
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03411908 ---Validation accuracy:--- 0.936 Validation Loss: 0.23134023
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.06435479 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24975
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.116281055 ---Validation accuracy:--- 0.9224 Validation Loss: 0.29634246
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.270341 ---Validation accuracy:--- 0.9254 Validation Loss: 0.26891732
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15103273 ---Validation accuracy:--- 0.923 Validation Loss: 0.27200463
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.106638625 ---Validation accuracy:--- 0.929 Validation Loss: 0.24952158
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.2265794 ---Validation accuracy:--- 0.9182 Validation Loss: 0.28120118
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13292281 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26507437
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.15943867 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2591534
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1250182 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2706217
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12794235 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2634373
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11609954 ---Validation accuracy:--- 0.919 Validation Loss: 0.28139496
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.14254513 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2763838
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.22339101 ---Validation accuracy:--- 0.924 Validation Loss: 0.27000746
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0783605 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25784793
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08087625 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25645635
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.118927784 ---Validation accuracy:--- 0.936 Validation Loss: 0.23977979
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.089752026 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24793296
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06637439 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25332135
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07859793 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24226795
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.073589675 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23777641
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14331074 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24781922
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12098231 ---Validation accuracy:--- 0.9366 Validation Loss: 0.24202178
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11360381 ---Validation accuracy:--- 0.93 Validation Loss: 0.26883233
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.16911677 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24923386
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09765728 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29149312
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.18118863 ---Validation accuracy:--- 0.921 Validation Loss: 0.28919372
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09051565 ---Validation accuracy:--- 0.9252 Validation Loss: 0.27523273
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.25074136 ---Validation accuracy:--- 0.923 Validation Loss: 0.26699522
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1640147 ---Validation accuracy:--- 0.932 Validation Loss: 0.24566047
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.2412568 ---Validation accuracy:--- 0.9234 Validation Loss: 0.27407134
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.045280162 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2766604
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.24250185 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28435802
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18395472 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26405
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.12706725 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25404996
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.2064155 ---Validation accuracy:--- 0.932 Validation Loss: 0.24927436
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.16111617 ---Validation accuracy:--- 0.9268 Validation Loss: 0.25651398
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.3630525 ---Validation accuracy:--- 0.9194 Validation Loss: 0.28599024
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.19972114 ---Validation accuracy:--- 0.928 Validation Loss: 0.26418218
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.2997168 ---Validation accuracy:--- 0.935 Validation Loss: 0.24830796
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10840313 ---Validation accuracy:--- 0.933 Validation Loss: 0.25622243
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.19860753 ---Validation accuracy:--- 0.9352 Validation Loss: 0.25236693
Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.2635956 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26805773
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12992254 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2598227
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.23722313 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25712067
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14747462 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2649315
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.17767048 ---Validation accuracy:--- 0.93 Validation Loss: 0.2537225
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.09540996 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25770113
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.090164565 ---Validation accuracy:--- 0.932 Validation Loss: 0.24889505
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07732274 ---Validation accuracy:--- 0.9312 Validation Loss: 0.24946001
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18961434 ---Validation accuracy:--- 0.93 Validation Loss: 0.25640392
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.084124655 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24233481
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.18241897 ---Validation accuracy:--- 0.9216 Validation Loss: 0.2762417
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.18017389 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28458813
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18514496 ---Validation accuracy:--- 0.9194 Validation Loss: 0.27948764
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18050319 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25094193
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.09207218 ---Validation accuracy:--- 0.9194 Validation Loss: 0.28875226
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15537916 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2862886
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07430772 ---Validation accuracy:--- 0.925 Validation Loss: 0.2836086
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.25039408 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2817543
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.2793556 ---Validation accuracy:--- 0.934 Validation Loss: 0.25158978
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.14575215 ---Validation accuracy:--- 0.9364 Validation Loss: 0.24306005
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07316301 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23900546
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.072048776 ---Validation accuracy:--- 0.936 Validation Loss: 0.23973611
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1834638 ---Validation accuracy:--- 0.926 Validation Loss: 0.27278036
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.16680045 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24448638
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.110420495 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24050376
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.104714125 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2314987
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1468541 ---Validation accuracy:--- 0.9368 Validation Loss: 0.2379718
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15439475 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24128902
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.25676277 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23895504
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1740713 ---Validation accuracy:--- 0.9366 Validation Loss: 0.2426302
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08974617 ---Validation accuracy:--- 0.934 Validation Loss: 0.24814658
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14198416 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25786793
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.18415715 ---Validation accuracy:--- 0.9246 Validation Loss: 0.28499204
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08124294 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24293043
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.17646633 ---Validation accuracy:--- 0.9216 Validation Loss: 0.2810291
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05327525 ---Validation accuracy:--- 0.927 Validation Loss: 0.26283544
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.04266186 ---Validation accuracy:--- 0.937 Validation Loss: 0.23894551
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11187458 ---Validation accuracy:--- 0.922 Validation Loss: 0.27294865
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08680038 ---Validation accuracy:--- 0.933 Validation Loss: 0.24805678
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08941633 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24052376
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.053983666 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26809058
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.10219781 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24238177
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13785753 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2558342
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12646027 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24761645
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.1851717 ---Validation accuracy:--- 0.9374 Validation Loss: 0.24805605
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.12106287 ---Validation accuracy:--- 0.934 Validation Loss: 0.24205647
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12948117 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24809472
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12769942 ---Validation accuracy:--- 0.9282 Validation Loss: 0.26211065
Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.3648218 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33015347
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12480358 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25162336
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.04458165 ---Validation accuracy:--- 0.93 Validation Loss: 0.2682319
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18640159 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2542455
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.12611657 ---Validation accuracy:--- 0.934 Validation Loss: 0.24910405
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.2525022 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24986802
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08904272 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25079712
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1042348 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24800298
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.058418892 ---Validation accuracy:--- 0.9366 Validation Loss: 0.24174117
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.15411453 ---Validation accuracy:--- 0.9326 Validation Loss: 0.26087916
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10321112 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24210505
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12863913 ---Validation accuracy:--- 0.9038 Validation Loss: 0.35226062
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.31931484 ---Validation accuracy:--- 0.9112 Validation Loss: 0.34158617
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11417175 ---Validation accuracy:--- 0.9224 Validation Loss: 0.28520155
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10389467 ---Validation accuracy:--- 0.9368 Validation Loss: 0.24006003
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.13525 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2469293
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09477735 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26116735
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07019206 ---Validation accuracy:--- 0.931 Validation Loss: 0.26610214
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.19938442 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26292232
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.18054222 ---Validation accuracy:--- 0.9354 Validation Loss: 0.24106944
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.17409241 ---Validation accuracy:--- 0.9222 Validation Loss: 0.27599818
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1755414 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2411725
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.121941835 ---Validation accuracy:--- 0.9308 Validation Loss: 0.2550192
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15367247 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24894997
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10758662 ---Validation accuracy:--- 0.924 Validation Loss: 0.27163267
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.040536962 ---Validation accuracy:--- 0.932 Validation Loss: 0.24806952
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.092640035 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25358316
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.09939718 ---Validation accuracy:--- 0.928 Validation Loss: 0.2640774
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.2249054 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25063148
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.14033194 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25146857
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07584479 ---Validation accuracy:--- 0.9272 Validation Loss: 0.27393872
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.20294511 ---Validation accuracy:--- 0.9338 Validation Loss: 0.23999493
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.20571917 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24989781
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.11768326 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24708682
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.14501642 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2535664
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.111576416 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2715392
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.18745469 ---Validation accuracy:--- 0.9268 Validation Loss: 0.28934512
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.10930796 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2847564
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.14797664 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25337353
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.17921631 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25063714
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.15638286 ---Validation accuracy:--- 0.924 Validation Loss: 0.29493585
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.10601978 ---Validation accuracy:--- 0.919 Validation Loss: 0.2772273
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07874103 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26083407
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.045495022 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25396523
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.108593024 ---Validation accuracy:--- 0.928 Validation Loss: 0.2789259
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08135631 ---Validation accuracy:--- 0.9376 Validation Loss: 0.23889467
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.038211018 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25956547
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13621114 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24270222
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08707894 ---Validation accuracy:--- 0.9322 Validation Loss: 0.251067
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.1928006 ---Validation accuracy:--- 0.9316 Validation Loss: 0.27053943
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.17724536 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25523484
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.16935055 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2744851
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.22046523 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2878313
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.17716007 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2597539
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13715494 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24075195
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13938528 ---Validation accuracy:--- 0.9238 Validation Loss: 0.27139577
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.066323765 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2651688
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07638258 ---Validation accuracy:--- 0.9354 Validation Loss: 0.24434228
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15802962 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2560373
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12117876 ---Validation accuracy:--- 0.9226 Validation Loss: 0.27956146
Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.2456218 ---Validation accuracy:--- 0.9186 Validation Loss: 0.28766865
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.22112831 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25180307
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.099144936 ---Validation accuracy:--- 0.9344 Validation Loss: 0.23797268
Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.26981077 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31289473
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.21077096 ---Validation accuracy:--- 0.9282 Validation Loss: 0.25712729
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13706812 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24408261
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18673146 ---Validation accuracy:--- 0.9226 Validation Loss: 0.2724869
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14174902 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2635372
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09422778 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24706285
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.1669054 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24536362
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.30716816 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24183887
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.113793045 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2489881
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08580287 ---Validation accuracy:--- 0.933 Validation Loss: 0.24519712
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.16621178 ---Validation accuracy:--- 0.922 Validation Loss: 0.30241388
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.15571739 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2598519
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06705552 ---Validation accuracy:--- 0.9234 Validation Loss: 0.28776798
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10066053 ---Validation accuracy:--- 0.9266 Validation Loss: 0.26347128
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14287463 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24845673
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.18437569 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24369338
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.11822472 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23601836
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.17388552 ---Validation accuracy:--- 0.9304 Validation Loss: 0.250506
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.22362186 ---Validation accuracy:--- 0.9188 Validation Loss: 0.2893934
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18307398 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25088695
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10172739 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25025204
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.15958975 ---Validation accuracy:--- 0.9276 Validation Loss: 0.2555319
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08913412 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24873456
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.20083563 ---Validation accuracy:--- 0.9316 Validation Loss: 0.255825
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09710638 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26143196
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.23266563 ---Validation accuracy:--- 0.9336 Validation Loss: 0.23430032
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.11151163 ---Validation accuracy:--- 0.927 Validation Loss: 0.25288278
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13614878 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2526459
Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.2968367 ---Validation accuracy:--- 0.918 Validation Loss: 0.29364115
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.18712807 ---Validation accuracy:--- 0.9264 Validation Loss: 0.27372855
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.23359168 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24466929
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13871442 ---Validation accuracy:--- 0.927 Validation Loss: 0.2668465
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0704231 ---Validation accuracy:--- 0.922 Validation Loss: 0.28520444
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.15288395 ---Validation accuracy:--- 0.9348 Validation Loss: 0.25755545
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08687207 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24309756
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.21046 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32261705
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.21183403 ---Validation accuracy:--- 0.9058 Validation Loss: 0.32575807
Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.51982254 ---Validation accuracy:--- 0.817 Validation Loss: 0.74186295
Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.440726 ---Validation accuracy:--- 0.885 Validation Loss: 0.40268955
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.123223126 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3148748
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.13768157 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25980732
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.23713417 ---Validation accuracy:--- 0.919 Validation Loss: 0.28861862
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.15224394 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2679205
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.24307339 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26027057
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18775673 ---Validation accuracy:--- 0.925 Validation Loss: 0.27211866
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.12617101 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25340122
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.056898814 ---Validation accuracy:--- 0.9324 Validation Loss: 0.26480904
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.107548036 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2586559
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.11932911 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2658515
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.17580153 ---Validation accuracy:--- 0.932 Validation Loss: 0.26130116
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07039323 ---Validation accuracy:--- 0.9222 Validation Loss: 0.29998395
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.19824064 ---Validation accuracy:--- 0.9322 Validation Loss: 0.26921386
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08679441 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24871552
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07873635 ---Validation accuracy:--- 0.937 Validation Loss: 0.2449747
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07055014 ---Validation accuracy:--- 0.934 Validation Loss: 0.25530905
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.21676698 ---Validation accuracy:--- 0.928 Validation Loss: 0.27315846
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.2675739 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2400191
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.20923336 ---Validation accuracy:--- 0.9338 Validation Loss: 0.2493938
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12112158 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22944924
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.23415047 ---Validation accuracy:--- 0.9366 Validation Loss: 0.2409411
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.11832712 ---Validation accuracy:--- 0.9404 Validation Loss: 0.23881534
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14542872 ---Validation accuracy:--- 0.9384 Validation Loss: 0.24113752
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.26387456 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23898894
Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.30476448 ---Validation accuracy:--- 0.9 Validation Loss: 0.36930785
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18087955 ---Validation accuracy:--- 0.9308 Validation Loss: 0.2635937
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.26992676 ---Validation accuracy:--- 0.937 Validation Loss: 0.23759598
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.20471165 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26430345
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06781458 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25629964
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.16148375 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23816904
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.11813229 ---Validation accuracy:--- 0.9376 Validation Loss: 0.24233943
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.19695342 ---Validation accuracy:--- 0.9332 Validation Loss: 0.2516668
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.1832487 ---Validation accuracy:--- 0.924 Validation Loss: 0.27781433
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.23782448 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25259072
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09513216 ---Validation accuracy:--- 0.9346 Validation Loss: 0.2450565
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.2726277 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25837862
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14302129 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25455862
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.108437784 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24317543
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.083408125 ---Validation accuracy:--- 0.926 Validation Loss: 0.25574145
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.096061856 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25096312
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10609447 ---Validation accuracy:--- 0.936 Validation Loss: 0.24236289
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09305956 ---Validation accuracy:--- 0.9236 Validation Loss: 0.26797292
Epoch: 9 ---Training accuracy:--- 0.86 Training Loss: 0.5219642 ---Validation accuracy:--- 0.8812 Validation Loss: 0.4647014
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.19704598 ---Validation accuracy:--- 0.929 Validation Loss: 0.27637076
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12662807 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23784451
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09689831 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23448189
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13360198 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2528168
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13480373 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23996179
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13418694 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24847461
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.153408 ---Validation accuracy:--- 0.9368 Validation Loss: 0.24230717
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07146488 ---Validation accuracy:--- 0.939 Validation Loss: 0.23370332
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18788166 ---Validation accuracy:--- 0.933 Validation Loss: 0.24805805
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12657112 ---Validation accuracy:--- 0.933 Validation Loss: 0.24259849
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09277285 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23769324
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08609548 ---Validation accuracy:--- 0.9366 Validation Loss: 0.24712281
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.13559164 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24207473
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.14494325 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23742022
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15717347 ---Validation accuracy:--- 0.9296 Validation Loss: 0.255722
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.20396347 ---Validation accuracy:--- 0.9356 Validation Loss: 0.25031203
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.19404334 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24841133
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08209829 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25679138
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13326092 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24567546
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13397099 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25821564
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.057063084 ---Validation accuracy:--- 0.9368 Validation Loss: 0.24007563
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12622443 ---Validation accuracy:--- 0.93 Validation Loss: 0.259052
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12137055 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26247048
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14744417 ---Validation accuracy:--- 0.9358 Validation Loss: 0.25221005
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15893799 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2998582
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1349998 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25580302
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.0907416 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23937559
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.21633108 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26398066
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06359987 ---Validation accuracy:--- 0.928 Validation Loss: 0.25937444
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.16714035 ---Validation accuracy:--- 0.9378 Validation Loss: 0.23981404
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15691094 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2768527
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14061669 ---Validation accuracy:--- 0.928 Validation Loss: 0.26520845
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06169837 ---Validation accuracy:--- 0.9252 Validation Loss: 0.27089673
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.16203862 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2727661
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.1441183 ---Validation accuracy:--- 0.9222 Validation Loss: 0.28119564
Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.30230272 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31030738
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.084266976 ---Validation accuracy:--- 0.9216 Validation Loss: 0.28607684
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10041216 ---Validation accuracy:--- 0.9378 Validation Loss: 0.23329297
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.17920868 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24244586
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.05098097 ---Validation accuracy:--- 0.9168 Validation Loss: 0.28623897
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.20733252 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26028565
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.09037928 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23422115
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.22047466 ---Validation accuracy:--- 0.9384 Validation Loss: 0.23462392
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.19129492 ---Validation accuracy:--- 0.9244 Validation Loss: 0.27698892
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15240394 ---Validation accuracy:--- 0.937 Validation Loss: 0.24198073
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.18473496 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27213928
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.22012499 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2702154
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.14973597 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2707855
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.27945054 ---Validation accuracy:--- 0.8932 Validation Loss: 0.37720454
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.38392842 ---Validation accuracy:--- 0.9242 Validation Loss: 0.29455253
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.09899622 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24468362
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11809591 ---Validation accuracy:--- 0.9362 Validation Loss: 0.2357003
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.11687893 ---Validation accuracy:--- 0.935 Validation Loss: 0.24474463
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.090236455 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24106328
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.119467795 ---Validation accuracy:--- 0.934 Validation Loss: 0.24569026
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.18620591 ---Validation accuracy:--- 0.9362 Validation Loss: 0.2379862
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.2674972 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2639877
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.09587556 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24663843
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06406513 ---Validation accuracy:--- 0.9374 Validation Loss: 0.24478008
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.17120259 ---Validation accuracy:--- 0.932 Validation Loss: 0.2605802
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.121212445 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27363673
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.15411468 ---Validation accuracy:--- 0.8964 Validation Loss: 0.37356275
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.21821716 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24616516
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14518219 ---Validation accuracy:--- 0.9388 Validation Loss: 0.23945186
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.16681723 ---Validation accuracy:--- 0.9232 Validation Loss: 0.27596247
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.24682488 ---Validation accuracy:--- 0.936 Validation Loss: 0.24259791
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15447108 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24961944
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.09946493 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25341272
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09153059 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24903403
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.2624805 ---Validation accuracy:--- 0.9196 Validation Loss: 0.27932426
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15795125 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2895947
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0830832 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24575889
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.17765003 ---Validation accuracy:--- 0.9236 Validation Loss: 0.27620643
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.24111137 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30244663
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10947039 ---Validation accuracy:--- 0.9384 Validation Loss: 0.23798433
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07379658 ---Validation accuracy:--- 0.9344 Validation Loss: 0.252246
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08411745 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24574405
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.18324319 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24227378
Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.27302116 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25049835
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12252194 ---Validation accuracy:--- 0.9386 Validation Loss: 0.23667158
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15526699 ---Validation accuracy:--- 0.9366 Validation Loss: 0.24214697
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07043471 ---Validation accuracy:--- 0.9386 Validation Loss: 0.23620586
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.119376324 ---Validation accuracy:--- 0.9342 Validation Loss: 0.25154874
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13267499 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25196868
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.16223866 ---Validation accuracy:--- 0.9354 Validation Loss: 0.25264898
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.055023912 ---Validation accuracy:--- 0.9354 Validation Loss: 0.24922082
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09001364 ---Validation accuracy:--- 0.9364 Validation Loss: 0.24687944
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12648758 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2520762
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.19063607 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25660312
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14397007 ---Validation accuracy:--- 0.9228 Validation Loss: 0.28346783
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06900253 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2482146
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.076521434 ---Validation accuracy:--- 0.932 Validation Loss: 0.25879493
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14677233 ---Validation accuracy:--- 0.936 Validation Loss: 0.24006206
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11779636 ---Validation accuracy:--- 0.9344 Validation Loss: 0.25397918
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.0873365 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24039128
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.104355335 ---Validation accuracy:--- 0.9384 Validation Loss: 0.23971018
Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.2894025 ---Validation accuracy:--- 0.9154 Validation Loss: 0.2949085
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.16218537 ---Validation accuracy:--- 0.923 Validation Loss: 0.28254575
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.26579198 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25250602
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14280325 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25691792
Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.27651045 ---Validation accuracy:--- 0.9128 Validation Loss: 0.30492267
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12578651 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25692326
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.054750767 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26775256
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.2006793 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23921072
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09237041 ---Validation accuracy:--- 0.933 Validation Loss: 0.25177675
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13189131 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26985937
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.081092924 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2646617
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1391724 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24902764
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.10955176 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24709736
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08323001 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24607356
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.2291447 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2671925
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1395081 ---Validation accuracy:--- 0.928 Validation Loss: 0.27094123
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.1470443 ---Validation accuracy:--- 0.929 Validation Loss: 0.26052433
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05922237 ---Validation accuracy:--- 0.9274 Validation Loss: 0.25747535
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.26318872 ---Validation accuracy:--- 0.933 Validation Loss: 0.24711391
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.082479715 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24399409
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.1980471 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2506225
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14209378 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24028268
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.086495206 ---Validation accuracy:--- 0.931 Validation Loss: 0.27166644
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13483115 ---Validation accuracy:--- 0.9286 Validation Loss: 0.25941023
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07718634 ---Validation accuracy:--- 0.935 Validation Loss: 0.24344204
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.13844568 ---Validation accuracy:--- 0.9262 Validation Loss: 0.26704794
Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.38956055 ---Validation accuracy:--- 0.8814 Validation Loss: 0.415458
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.20369127 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27133906
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.141866 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2516441
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11800793 ---Validation accuracy:--- 0.9322 Validation Loss: 0.26233917
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.1124054 ---Validation accuracy:--- 0.929 Validation Loss: 0.26781753
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12021151 ---Validation accuracy:--- 0.931 Validation Loss: 0.2555571
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.090963975 ---Validation accuracy:--- 0.927 Validation Loss: 0.26309282
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07988362 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24610607
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1982103 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25379607
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.17185597 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24748965
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12341633 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26623514
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07738452 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2603723
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.10101184 ---Validation accuracy:--- 0.938 Validation Loss: 0.23223199
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11399495 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25107953
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.282174 ---Validation accuracy:--- 0.9214 Validation Loss: 0.30042022
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.22784382 ---Validation accuracy:--- 0.9194 Validation Loss: 0.28965387
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15365636 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24231929
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.16481715 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25423345
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15773427 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24937515
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1197073 ---Validation accuracy:--- 0.9368 Validation Loss: 0.25186852
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10993515 ---Validation accuracy:--- 0.9378 Validation Loss: 0.24700366
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.022137813 ---Validation accuracy:--- 0.931 Validation Loss: 0.25922152
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06836472 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2466743
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.16784315 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23860742
Wall time: 1min 41s

#Calculate averages
print("Average Training Accuracy:", np.mean(acc_train))
print("Average Training Loss:", np.mean(loss_train))
print("Average Validation Accuracy:", np.mean(acc_val))
print("Average Validation Loss:", np.mean(loss_val))  

Average Training Accuracy: 0.95
Average Training Loss: 0.16784315
Average Validation Accuracy: 0.9366
Average Validation Loss: 0.23860742

Model 2 (2 layers, 20 nodes per layer, learning rate = .5, epochs = 10, batch size = 100)

tf.reset_default_graph()

# Set hyperparameters
learning_rate = 0.5
n_epochs = 10
batch_size = 100

image_size = 784
num_classes = 10

n_inputs = image_size
n_hidden1 = 20
n_hidden2 = 20
n_outputs = num_classes

X = tf.placeholder(tf.float32, shape = (None, n_inputs), name = 'X')
y = tf.placeholder(tf.float32, shape = (None), name = 'Y')

#Specify classifying method
with tf.name_scope("dnn"): 
    hidden1 = tf.layers.dense(X, n_hidden1, name = "hidden1", activation = tf.nn.relu) 
    hidden2 = tf.layers.dense(hidden1, n_hidden2, name = "hidden2", activation = tf.nn.relu) 
    logits = tf.layers.dense(hidden2, n_outputs, name = "outputs")

#Specify method to compute loss
with tf.name_scope("loss"): 
    xentropy = tf.nn.softmax_cross_entropy_with_logits(labels = y, logits = logits) 
    loss = tf.reduce_mean(xentropy, name = "loss")

#Specify training method
with tf.name_scope("train"):
    optimizer = tf.train.GradientDescentOptimizer(learning_rate = learning_rate) 
    training_op = optimizer.minimize(loss)

#Specify evaluation method
labels = tf.argmax(y, -1)

with tf.name_scope("eval"):
    correct = tf.nn.in_top_k(logits, labels, 1) 
    accuracy = tf.reduce_mean(tf.cast(correct, tf.float32)) 

init = tf.global_variables_initializer() 

%%time
with tf.Session() as sess:
    init.run()
    for epoch in range(n_epochs): 
        for iteration in range( mnist.train.num_examples // batch_size): 
            X_batch, y_batch = mnist.train.next_batch(batch_size) 
            sess.run(training_op, feed_dict ={ X: X_batch, y : y_batch}) 
            acc_train = accuracy.eval(feed_dict ={ X: X_batch, y : y_batch}) 
            acc_val = accuracy.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels}) 
            loss_train = loss.eval(feed_dict = { X: X_batch, y : y_batch})
            loss_val = loss.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels}) 
            print("Epoch:", epoch, "---Training accuracy:---", acc_train, "Training Loss:",loss_train,"---Validation accuracy:---", acc_val, "Validation Loss:", loss_val)
            

Epoch: 0 ---Training accuracy:--- 0.14 Training Loss: 2.224299 ---Validation accuracy:--- 0.114 Validation Loss: 2.277481
Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.1850417 ---Validation accuracy:--- 0.164 Validation Loss: 2.2291486
Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.1468143 ---Validation accuracy:--- 0.1736 Validation Loss: 2.1708136
Epoch: 0 ---Training accuracy:--- 0.31 Training Loss: 2.037787 ---Validation accuracy:--- 0.2794 Validation Loss: 2.0798
Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.8895535 ---Validation accuracy:--- 0.378 Validation Loss: 1.9703861
Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.7285556 ---Validation accuracy:--- 0.3674 Validation Loss: 1.9137049
Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 1.9468378 ---Validation accuracy:--- 0.2028 Validation Loss: 2.0504744
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 2.3574073 ---Validation accuracy:--- 0.2166 Validation Loss: 2.5413537
Epoch: 0 ---Training accuracy:--- 0.17 Training Loss: 2.351458 ---Validation accuracy:--- 0.189 Validation Loss: 2.3714476
Epoch: 0 ---Training accuracy:--- 0.21 Training Loss: 2.245111 ---Validation accuracy:--- 0.1648 Validation Loss: 2.258773
Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 2.1335812 ---Validation accuracy:--- 0.2156 Validation Loss: 2.190581
Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 2.1028345 ---Validation accuracy:--- 0.338 Validation Loss: 2.087778
Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.9675412 ---Validation accuracy:--- 0.3698 Validation Loss: 1.9621266
Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.7271978 ---Validation accuracy:--- 0.3902 Validation Loss: 1.80416
Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.5770314 ---Validation accuracy:--- 0.322 Validation Loss: 1.7052314
Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.6302298 ---Validation accuracy:--- 0.4262 Validation Loss: 1.6111611
Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 1.8650528 ---Validation accuracy:--- 0.2052 Validation Loss: 2.0265372
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 2.0898201 ---Validation accuracy:--- 0.2932 Validation Loss: 2.1087852
Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 2.062222 ---Validation accuracy:--- 0.328 Validation Loss: 2.4158185
Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 1.9240118 ---Validation accuracy:--- 0.247 Validation Loss: 2.1013174
Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.8805615 ---Validation accuracy:--- 0.3786 Validation Loss: 1.905748
Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.5520309 ---Validation accuracy:--- 0.3856 Validation Loss: 1.7779727
Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.7111331 ---Validation accuracy:--- 0.42 Validation Loss: 1.6943859
Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.6363487 ---Validation accuracy:--- 0.4312 Validation Loss: 1.615414
Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.3385513 ---Validation accuracy:--- 0.4728 Validation Loss: 1.5472507
Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.3552142 ---Validation accuracy:--- 0.4976 Validation Loss: 1.4682982
Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.2729551 ---Validation accuracy:--- 0.5356 Validation Loss: 1.398316
Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.1117517 ---Validation accuracy:--- 0.5166 Validation Loss: 1.3540372
Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.2831906 ---Validation accuracy:--- 0.5774 Validation Loss: 1.3223692
Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.4427772 ---Validation accuracy:--- 0.452 Validation Loss: 1.4951134
Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.8999863 ---Validation accuracy:--- 0.4382 Validation Loss: 1.9968363
Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.8084341 ---Validation accuracy:--- 0.4674 Validation Loss: 1.7293332
Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.9752855 ---Validation accuracy:--- 0.3424 Validation Loss: 2.0567214
Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.7347479 ---Validation accuracy:--- 0.4184 Validation Loss: 1.7359805
Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.6085713 ---Validation accuracy:--- 0.346 Validation Loss: 1.6940734
Epoch: 0 ---Training accuracy:--- 0.36 Training Loss: 1.8008966 ---Validation accuracy:--- 0.3806 Validation Loss: 1.704246
Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.5538639 ---Validation accuracy:--- 0.5252 Validation Loss: 1.5307373
Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.4387469 ---Validation accuracy:--- 0.453 Validation Loss: 1.4720737
Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.3164792 ---Validation accuracy:--- 0.5572 Validation Loss: 1.3874164
Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.393516 ---Validation accuracy:--- 0.5224 Validation Loss: 1.3260263
Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.1099021 ---Validation accuracy:--- 0.5626 Validation Loss: 1.2899328
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.1378918 ---Validation accuracy:--- 0.5064 Validation Loss: 1.2786728
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.1395872 ---Validation accuracy:--- 0.4364 Validation Loss: 1.4639269
Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.1987816 ---Validation accuracy:--- 0.4922 Validation Loss: 1.3843206
Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.2029512 ---Validation accuracy:--- 0.5878 Validation Loss: 1.2339678
Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.99178296 ---Validation accuracy:--- 0.6306 Validation Loss: 1.152618
Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.97326446 ---Validation accuracy:--- 0.6332 Validation Loss: 1.1079785
Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.0685902 ---Validation accuracy:--- 0.5332 Validation Loss: 1.2653832
Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.2316852 ---Validation accuracy:--- 0.5228 Validation Loss: 1.3765159
Epoch: 0 ---Training accuracy:--- 0.42 Training Loss: 1.7424158 ---Validation accuracy:--- 0.3746 Validation Loss: 1.7142472
Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.6005594 ---Validation accuracy:--- 0.4812 Validation Loss: 1.5313259
Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.1933829 ---Validation accuracy:--- 0.5668 Validation Loss: 1.3471396
Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.2785406 ---Validation accuracy:--- 0.5608 Validation Loss: 1.3181003
Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.2975098 ---Validation accuracy:--- 0.5676 Validation Loss: 1.3144491
Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 1.0859201 ---Validation accuracy:--- 0.576 Validation Loss: 1.2013006
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 1.0622835 ---Validation accuracy:--- 0.6802 Validation Loss: 1.0668457
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.82437915 ---Validation accuracy:--- 0.6912 Validation Loss: 1.0261484
Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 0.8909222 ---Validation accuracy:--- 0.666 Validation Loss: 0.9666092
Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.8432402 ---Validation accuracy:--- 0.669 Validation Loss: 1.0217973
Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.049323 ---Validation accuracy:--- 0.6354 Validation Loss: 0.99626887
Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.7442235 ---Validation accuracy:--- 0.7486 Validation Loss: 0.84944034
Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.7343692 ---Validation accuracy:--- 0.739 Validation Loss: 0.8288753
Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.6630227 ---Validation accuracy:--- 0.7282 Validation Loss: 0.90366423
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.73735183 ---Validation accuracy:--- 0.6878 Validation Loss: 0.91619754
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 1.0119619 ---Validation accuracy:--- 0.6264 Validation Loss: 1.144999
Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.4053422 ---Validation accuracy:--- 0.4726 Validation Loss: 1.5712131
Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.2476085 ---Validation accuracy:--- 0.4638 Validation Loss: 1.4642115
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.1519238 ---Validation accuracy:--- 0.5498 Validation Loss: 1.2858101
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 1.0427874 ---Validation accuracy:--- 0.5874 Validation Loss: 1.188911
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.8903653 ---Validation accuracy:--- 0.7058 Validation Loss: 0.96942425
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.7234255 ---Validation accuracy:--- 0.7632 Validation Loss: 0.83384275
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.5655195 ---Validation accuracy:--- 0.7628 Validation Loss: 0.7768922
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.62957394 ---Validation accuracy:--- 0.7938 Validation Loss: 0.71357316
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.78454036 ---Validation accuracy:--- 0.8082 Validation Loss: 0.6588262
Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.71056914 ---Validation accuracy:--- 0.7764 Validation Loss: 0.7129367
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.83452606 ---Validation accuracy:--- 0.7942 Validation Loss: 0.65609765
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.51803315 ---Validation accuracy:--- 0.8082 Validation Loss: 0.63281846
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.4946314 ---Validation accuracy:--- 0.7918 Validation Loss: 0.6980288
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.556735 ---Validation accuracy:--- 0.7644 Validation Loss: 0.72399706
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.69755673 ---Validation accuracy:--- 0.7062 Validation Loss: 0.8942694
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.7904431 ---Validation accuracy:--- 0.719 Validation Loss: 0.83475363
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.8358031 ---Validation accuracy:--- 0.7534 Validation Loss: 0.76505625
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.67050326 ---Validation accuracy:--- 0.7862 Validation Loss: 0.67405754
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.5420686 ---Validation accuracy:--- 0.7868 Validation Loss: 0.6787045
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.4326143 ---Validation accuracy:--- 0.7422 Validation Loss: 0.77939725
Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.6737456 ---Validation accuracy:--- 0.6748 Validation Loss: 0.9440828
Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 0.9944249 ---Validation accuracy:--- 0.6074 Validation Loss: 1.1581997
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.67208296 ---Validation accuracy:--- 0.7538 Validation Loss: 0.74661446
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.43474138 ---Validation accuracy:--- 0.8208 Validation Loss: 0.60414743
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.5795785 ---Validation accuracy:--- 0.8334 Validation Loss: 0.6007333
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.48611808 ---Validation accuracy:--- 0.8074 Validation Loss: 0.60759294
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.68638337 ---Validation accuracy:--- 0.7894 Validation Loss: 0.6797536
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.6788821 ---Validation accuracy:--- 0.7358 Validation Loss: 0.77326035
Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 0.9531166 ---Validation accuracy:--- 0.7166 Validation Loss: 0.8004992
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.58620894 ---Validation accuracy:--- 0.7808 Validation Loss: 0.6550469
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.4617804 ---Validation accuracy:--- 0.7848 Validation Loss: 0.66035086
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.48959947 ---Validation accuracy:--- 0.8168 Validation Loss: 0.5813487
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3465854 ---Validation accuracy:--- 0.8514 Validation Loss: 0.5313002
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3423918 ---Validation accuracy:--- 0.8142 Validation Loss: 0.6344272
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.5739487 ---Validation accuracy:--- 0.7836 Validation Loss: 0.6446044
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.40415192 ---Validation accuracy:--- 0.7922 Validation Loss: 0.6752203
Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.71243894 ---Validation accuracy:--- 0.772 Validation Loss: 0.6802644
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.6545277 ---Validation accuracy:--- 0.7344 Validation Loss: 0.7727565
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.58797204 ---Validation accuracy:--- 0.722 Validation Loss: 0.79903054
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.6188657 ---Validation accuracy:--- 0.7964 Validation Loss: 0.6501792
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.31800774 ---Validation accuracy:--- 0.8418 Validation Loss: 0.5350018
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.57083887 ---Validation accuracy:--- 0.8196 Validation Loss: 0.5809124
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.36186695 ---Validation accuracy:--- 0.8454 Validation Loss: 0.5317371
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.45942822 ---Validation accuracy:--- 0.8198 Validation Loss: 0.5536545
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.5762586 ---Validation accuracy:--- 0.8166 Validation Loss: 0.5945575
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.5215092 ---Validation accuracy:--- 0.835 Validation Loss: 0.55662984
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.48486122 ---Validation accuracy:--- 0.8228 Validation Loss: 0.58197707
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.39526176 ---Validation accuracy:--- 0.866 Validation Loss: 0.4705545
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.39221925 ---Validation accuracy:--- 0.8668 Validation Loss: 0.45107755
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.21949646 ---Validation accuracy:--- 0.855 Validation Loss: 0.47899342
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2527299 ---Validation accuracy:--- 0.8624 Validation Loss: 0.4598592
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.37806404 ---Validation accuracy:--- 0.8372 Validation Loss: 0.54016286
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.45069107 ---Validation accuracy:--- 0.8148 Validation Loss: 0.56139845
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3047143 ---Validation accuracy:--- 0.8444 Validation Loss: 0.52513486
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.53047836 ---Validation accuracy:--- 0.8348 Validation Loss: 0.5216257
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.390949 ---Validation accuracy:--- 0.8332 Validation Loss: 0.5218393
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.47247162 ---Validation accuracy:--- 0.8428 Validation Loss: 0.5173587
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.51026845 ---Validation accuracy:--- 0.8078 Validation Loss: 0.5863882
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.65617526 ---Validation accuracy:--- 0.779 Validation Loss: 0.720157
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.43022415 ---Validation accuracy:--- 0.8264 Validation Loss: 0.5516729
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3047054 ---Validation accuracy:--- 0.8672 Validation Loss: 0.45945692
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.23370251 ---Validation accuracy:--- 0.8672 Validation Loss: 0.45186192
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22417824 ---Validation accuracy:--- 0.8412 Validation Loss: 0.5524409
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.3802305 ---Validation accuracy:--- 0.8494 Validation Loss: 0.49680167
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2919198 ---Validation accuracy:--- 0.8584 Validation Loss: 0.47534648
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.38102713 ---Validation accuracy:--- 0.874 Validation Loss: 0.44681123
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.38381195 ---Validation accuracy:--- 0.8318 Validation Loss: 0.5361614
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.51486087 ---Validation accuracy:--- 0.8438 Validation Loss: 0.52170813
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.36121657 ---Validation accuracy:--- 0.8734 Validation Loss: 0.43047157
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.28515023 ---Validation accuracy:--- 0.8654 Validation Loss: 0.44067627
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.4028407 ---Validation accuracy:--- 0.8418 Validation Loss: 0.49308985
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.5322634 ---Validation accuracy:--- 0.8344 Validation Loss: 0.52166706
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3706511 ---Validation accuracy:--- 0.8636 Validation Loss: 0.44648224
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2474575 ---Validation accuracy:--- 0.8442 Validation Loss: 0.5083535
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.307109 ---Validation accuracy:--- 0.8754 Validation Loss: 0.42859942
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.34172907 ---Validation accuracy:--- 0.7838 Validation Loss: 0.68807065
Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.8721054 ---Validation accuracy:--- 0.7432 Validation Loss: 0.78496915
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.7322632 ---Validation accuracy:--- 0.6652 Validation Loss: 0.9311935
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.79384065 ---Validation accuracy:--- 0.7852 Validation Loss: 0.64947665
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.43599302 ---Validation accuracy:--- 0.8706 Validation Loss: 0.45131826
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.27618098 ---Validation accuracy:--- 0.8754 Validation Loss: 0.42681327
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.31029904 ---Validation accuracy:--- 0.8614 Validation Loss: 0.44897363
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.15798287 ---Validation accuracy:--- 0.8768 Validation Loss: 0.42354962
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.30624112 ---Validation accuracy:--- 0.861 Validation Loss: 0.45394585
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.4517723 ---Validation accuracy:--- 0.8432 Validation Loss: 0.51065725
Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.6240749 ---Validation accuracy:--- 0.8096 Validation Loss: 0.60652363
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.27092946 ---Validation accuracy:--- 0.8536 Validation Loss: 0.4982664
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.48311645 ---Validation accuracy:--- 0.8402 Validation Loss: 0.5444624
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.2831565 ---Validation accuracy:--- 0.863 Validation Loss: 0.4705051
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.28167135 ---Validation accuracy:--- 0.8718 Validation Loss: 0.43763715
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.15212111 ---Validation accuracy:--- 0.873 Validation Loss: 0.43776026
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.30256975 ---Validation accuracy:--- 0.8772 Validation Loss: 0.41654152
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2481084 ---Validation accuracy:--- 0.8726 Validation Loss: 0.42994976
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.30307287 ---Validation accuracy:--- 0.8802 Validation Loss: 0.4096792
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3000951 ---Validation accuracy:--- 0.8882 Validation Loss: 0.37994754
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16932118 ---Validation accuracy:--- 0.88 Validation Loss: 0.39603627
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.35077608 ---Validation accuracy:--- 0.8746 Validation Loss: 0.41931075
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.401078 ---Validation accuracy:--- 0.8644 Validation Loss: 0.4261203
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22186619 ---Validation accuracy:--- 0.8754 Validation Loss: 0.4201837
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.29356292 ---Validation accuracy:--- 0.8682 Validation Loss: 0.42217207
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3279692 ---Validation accuracy:--- 0.8858 Validation Loss: 0.40044922
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2277834 ---Validation accuracy:--- 0.8474 Validation Loss: 0.4990584
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.4685993 ---Validation accuracy:--- 0.8288 Validation Loss: 0.5873371
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.41115218 ---Validation accuracy:--- 0.799 Validation Loss: 0.6281365
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.482024 ---Validation accuracy:--- 0.843 Validation Loss: 0.50486964
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.39571416 ---Validation accuracy:--- 0.8614 Validation Loss: 0.46000448
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3512449 ---Validation accuracy:--- 0.8644 Validation Loss: 0.44137082
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.18444245 ---Validation accuracy:--- 0.8778 Validation Loss: 0.40998843
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.3915621 ---Validation accuracy:--- 0.8764 Validation Loss: 0.4051424
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.2995889 ---Validation accuracy:--- 0.8408 Validation Loss: 0.522756
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2460067 ---Validation accuracy:--- 0.8718 Validation Loss: 0.42909527
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.24695545 ---Validation accuracy:--- 0.8806 Validation Loss: 0.41405234
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3286637 ---Validation accuracy:--- 0.8846 Validation Loss: 0.3754086
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20651089 ---Validation accuracy:--- 0.8662 Validation Loss: 0.4529625
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.35211504 ---Validation accuracy:--- 0.8672 Validation Loss: 0.41310844
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.24502705 ---Validation accuracy:--- 0.8746 Validation Loss: 0.43212128
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.2383048 ---Validation accuracy:--- 0.8894 Validation Loss: 0.37540635
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20883888 ---Validation accuracy:--- 0.884 Validation Loss: 0.39548323
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.39925483 ---Validation accuracy:--- 0.8624 Validation Loss: 0.4640887
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.3664003 ---Validation accuracy:--- 0.8716 Validation Loss: 0.40361157
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2329372 ---Validation accuracy:--- 0.871 Validation Loss: 0.41623822
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.26132682 ---Validation accuracy:--- 0.896 Validation Loss: 0.3789516
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2549471 ---Validation accuracy:--- 0.8694 Validation Loss: 0.47090963
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.39265212 ---Validation accuracy:--- 0.8798 Validation Loss: 0.41740894
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.29355046 ---Validation accuracy:--- 0.8764 Validation Loss: 0.409051
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.4218817 ---Validation accuracy:--- 0.8468 Validation Loss: 0.4685582
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.36860985 ---Validation accuracy:--- 0.881 Validation Loss: 0.40112534
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.3926073 ---Validation accuracy:--- 0.8808 Validation Loss: 0.39443085
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.24268204 ---Validation accuracy:--- 0.889 Validation Loss: 0.37360117
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.26810154 ---Validation accuracy:--- 0.8904 Validation Loss: 0.36996758
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.30391526 ---Validation accuracy:--- 0.872 Validation Loss: 0.42681152
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.25458992 ---Validation accuracy:--- 0.8488 Validation Loss: 0.4825632
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.3069585 ---Validation accuracy:--- 0.8858 Validation Loss: 0.4091013
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2736976 ---Validation accuracy:--- 0.8792 Validation Loss: 0.40199062
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.22496583 ---Validation accuracy:--- 0.8764 Validation Loss: 0.42699355
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.24877323 ---Validation accuracy:--- 0.8818 Validation Loss: 0.4110164
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23287506 ---Validation accuracy:--- 0.8682 Validation Loss: 0.4568623
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.51362896 ---Validation accuracy:--- 0.8296 Validation Loss: 0.5707374
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.8938373 ---Validation accuracy:--- 0.682 Validation Loss: 1.0384427
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.5975427 ---Validation accuracy:--- 0.7636 Validation Loss: 0.7348702
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.38276097 ---Validation accuracy:--- 0.815 Validation Loss: 0.5853885
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.41676062 ---Validation accuracy:--- 0.8214 Validation Loss: 0.5482807
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2643288 ---Validation accuracy:--- 0.8772 Validation Loss: 0.42092404
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.35676938 ---Validation accuracy:--- 0.8942 Validation Loss: 0.39115453
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.18618073 ---Validation accuracy:--- 0.9008 Validation Loss: 0.35565075
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.22985262 ---Validation accuracy:--- 0.881 Validation Loss: 0.40539455
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.36084145 ---Validation accuracy:--- 0.8592 Validation Loss: 0.49183887
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.4643683 ---Validation accuracy:--- 0.8782 Validation Loss: 0.43562675
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.19984935 ---Validation accuracy:--- 0.8956 Validation Loss: 0.36502096
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.22336577 ---Validation accuracy:--- 0.889 Validation Loss: 0.37467524
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.28479958 ---Validation accuracy:--- 0.8624 Validation Loss: 0.47937378
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.60611326 ---Validation accuracy:--- 0.8582 Validation Loss: 0.45853814
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3523146 ---Validation accuracy:--- 0.8934 Validation Loss: 0.38983843
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.40630257 ---Validation accuracy:--- 0.8852 Validation Loss: 0.38623515
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.30517736 ---Validation accuracy:--- 0.889 Validation Loss: 0.393671
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.21821547 ---Validation accuracy:--- 0.9014 Validation Loss: 0.34576744
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.29786044 ---Validation accuracy:--- 0.8772 Validation Loss: 0.4096783
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.23352325 ---Validation accuracy:--- 0.8898 Validation Loss: 0.39122942
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.38124183 ---Validation accuracy:--- 0.8674 Validation Loss: 0.4545425
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2846422 ---Validation accuracy:--- 0.8796 Validation Loss: 0.41522706
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.22233742 ---Validation accuracy:--- 0.8956 Validation Loss: 0.36112922
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3953754 ---Validation accuracy:--- 0.8972 Validation Loss: 0.36878908
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.33900928 ---Validation accuracy:--- 0.875 Validation Loss: 0.43717042
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.31729168 ---Validation accuracy:--- 0.8732 Validation Loss: 0.45466512
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23135784 ---Validation accuracy:--- 0.893 Validation Loss: 0.38543382
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.2926938 ---Validation accuracy:--- 0.8876 Validation Loss: 0.37695467
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.26926386 ---Validation accuracy:--- 0.8872 Validation Loss: 0.3863501
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.35198098 ---Validation accuracy:--- 0.8822 Validation Loss: 0.41041684
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.23773862 ---Validation accuracy:--- 0.8836 Validation Loss: 0.38448942
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.32241645 ---Validation accuracy:--- 0.87 Validation Loss: 0.44103876
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.26852337 ---Validation accuracy:--- 0.8884 Validation Loss: 0.37742496
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2751093 ---Validation accuracy:--- 0.8936 Validation Loss: 0.3598004
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20552388 ---Validation accuracy:--- 0.9024 Validation Loss: 0.34364432
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.4197933 ---Validation accuracy:--- 0.8888 Validation Loss: 0.3887234
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.40889224 ---Validation accuracy:--- 0.896 Validation Loss: 0.3497587
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20697364 ---Validation accuracy:--- 0.9012 Validation Loss: 0.35013092
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.43026176 ---Validation accuracy:--- 0.8434 Validation Loss: 0.55055493
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.27412254 ---Validation accuracy:--- 0.8926 Validation Loss: 0.38297558
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.18132927 ---Validation accuracy:--- 0.8932 Validation Loss: 0.365826
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.17345089 ---Validation accuracy:--- 0.9014 Validation Loss: 0.35603198
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.14910711 ---Validation accuracy:--- 0.9042 Validation Loss: 0.33952466
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2115834 ---Validation accuracy:--- 0.8916 Validation Loss: 0.37571695
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.45670745 ---Validation accuracy:--- 0.8806 Validation Loss: 0.4155018
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2893298 ---Validation accuracy:--- 0.8926 Validation Loss: 0.38291037
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.18917207 ---Validation accuracy:--- 0.8622 Validation Loss: 0.4453228
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.3919323 ---Validation accuracy:--- 0.8832 Validation Loss: 0.39594302
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.25944304 ---Validation accuracy:--- 0.8978 Validation Loss: 0.3588074
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.17690247 ---Validation accuracy:--- 0.9038 Validation Loss: 0.33586493
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.32489058 ---Validation accuracy:--- 0.861 Validation Loss: 0.45297813
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.27024618 ---Validation accuracy:--- 0.8908 Validation Loss: 0.37365338
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.25670213 ---Validation accuracy:--- 0.897 Validation Loss: 0.3556262
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.32904464 ---Validation accuracy:--- 0.9008 Validation Loss: 0.3442205
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.17671667 ---Validation accuracy:--- 0.9014 Validation Loss: 0.3323793
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1538175 ---Validation accuracy:--- 0.9076 Validation Loss: 0.32291996
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.4600431 ---Validation accuracy:--- 0.8816 Validation Loss: 0.40073755
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15827255 ---Validation accuracy:--- 0.905 Validation Loss: 0.32964328
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.46212664 ---Validation accuracy:--- 0.8274 Validation Loss: 0.5708337
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.40398988 ---Validation accuracy:--- 0.8592 Validation Loss: 0.48273858
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.24165958 ---Validation accuracy:--- 0.8916 Validation Loss: 0.36479554
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.24428459 ---Validation accuracy:--- 0.8648 Validation Loss: 0.45327997
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.26904315 ---Validation accuracy:--- 0.8892 Validation Loss: 0.37367123
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.3982449 ---Validation accuracy:--- 0.8618 Validation Loss: 0.4501998
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.3134912 ---Validation accuracy:--- 0.8816 Validation Loss: 0.39761767
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.38477814 ---Validation accuracy:--- 0.88 Validation Loss: 0.40006083
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16569301 ---Validation accuracy:--- 0.8994 Validation Loss: 0.35158134
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.22161594 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3256587
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.32487938 ---Validation accuracy:--- 0.8664 Validation Loss: 0.43218017
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2314846 ---Validation accuracy:--- 0.8994 Validation Loss: 0.35621
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.30831835 ---Validation accuracy:--- 0.8662 Validation Loss: 0.45391524
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.29039583 ---Validation accuracy:--- 0.892 Validation Loss: 0.35499805
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.1631809 ---Validation accuracy:--- 0.8984 Validation Loss: 0.34509313
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.3665536 ---Validation accuracy:--- 0.8774 Validation Loss: 0.38928297
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.21815124 ---Validation accuracy:--- 0.8976 Validation Loss: 0.35114127
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.30257967 ---Validation accuracy:--- 0.9006 Validation Loss: 0.33701932
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.27191 ---Validation accuracy:--- 0.897 Validation Loss: 0.34198275
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.20188774 ---Validation accuracy:--- 0.8646 Validation Loss: 0.4397066
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.22952932 ---Validation accuracy:--- 0.9 Validation Loss: 0.33522588
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20123729 ---Validation accuracy:--- 0.9046 Validation Loss: 0.32881606
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.21930115 ---Validation accuracy:--- 0.8888 Validation Loss: 0.35510904
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2588238 ---Validation accuracy:--- 0.8636 Validation Loss: 0.42458045
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3045582 ---Validation accuracy:--- 0.8704 Validation Loss: 0.41117066
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2616708 ---Validation accuracy:--- 0.8888 Validation Loss: 0.37995148
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.21605152 ---Validation accuracy:--- 0.8696 Validation Loss: 0.43857008
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.23783918 ---Validation accuracy:--- 0.8736 Validation Loss: 0.42490968
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.32995147 ---Validation accuracy:--- 0.8946 Validation Loss: 0.36346272
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.27640024 ---Validation accuracy:--- 0.8924 Validation Loss: 0.36029935
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.27283904 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3480194
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2502705 ---Validation accuracy:--- 0.8954 Validation Loss: 0.34318215
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.28255758 ---Validation accuracy:--- 0.8954 Validation Loss: 0.35822383
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.29094836 ---Validation accuracy:--- 0.8906 Validation Loss: 0.37576684
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2930558 ---Validation accuracy:--- 0.8996 Validation Loss: 0.34487125
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19184455 ---Validation accuracy:--- 0.904 Validation Loss: 0.32570258
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.23064804 ---Validation accuracy:--- 0.9096 Validation Loss: 0.30936885
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16706166 ---Validation accuracy:--- 0.9176 Validation Loss: 0.2924058
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.33396417 ---Validation accuracy:--- 0.899 Validation Loss: 0.34835234
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.289055 ---Validation accuracy:--- 0.904 Validation Loss: 0.3308957
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.30221012 ---Validation accuracy:--- 0.8918 Validation Loss: 0.36068922
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.31259903 ---Validation accuracy:--- 0.8756 Validation Loss: 0.42826143
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19482918 ---Validation accuracy:--- 0.9014 Validation Loss: 0.34282926
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.31198084 ---Validation accuracy:--- 0.9006 Validation Loss: 0.3488898
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.30532342 ---Validation accuracy:--- 0.8624 Validation Loss: 0.44570732
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.5115263 ---Validation accuracy:--- 0.7546 Validation Loss: 0.8102934
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 1.0959226 ---Validation accuracy:--- 0.6674 Validation Loss: 1.1185088
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.7568684 ---Validation accuracy:--- 0.7938 Validation Loss: 0.64254826
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.254802 ---Validation accuracy:--- 0.855 Validation Loss: 0.45934844
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.38156927 ---Validation accuracy:--- 0.854 Validation Loss: 0.47200537
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.22047697 ---Validation accuracy:--- 0.895 Validation Loss: 0.36606812
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.26686564 ---Validation accuracy:--- 0.8914 Validation Loss: 0.3818878
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.35291633 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32738695
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19326085 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33406016
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.2715662 ---Validation accuracy:--- 0.8964 Validation Loss: 0.3641793
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.31259292 ---Validation accuracy:--- 0.873 Validation Loss: 0.45356044
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.35048807 ---Validation accuracy:--- 0.8722 Validation Loss: 0.42254984
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.26621142 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3183186
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.28969753 ---Validation accuracy:--- 0.907 Validation Loss: 0.3255061
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2076405 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3198613
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.20446159 ---Validation accuracy:--- 0.9126 Validation Loss: 0.3122327
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.21797036 ---Validation accuracy:--- 0.9048 Validation Loss: 0.33869943
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.20461361 ---Validation accuracy:--- 0.8916 Validation Loss: 0.34956884
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.1753147 ---Validation accuracy:--- 0.9108 Validation Loss: 0.31342393
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.22286029 ---Validation accuracy:--- 0.8998 Validation Loss: 0.34467527
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16446453 ---Validation accuracy:--- 0.9078 Validation Loss: 0.31830323
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.30848002 ---Validation accuracy:--- 0.8748 Validation Loss: 0.4275677
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.19742687 ---Validation accuracy:--- 0.8848 Validation Loss: 0.3860573
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17670262 ---Validation accuracy:--- 0.9004 Validation Loss: 0.34520474
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.26879898 ---Validation accuracy:--- 0.906 Validation Loss: 0.3281189
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.16192839 ---Validation accuracy:--- 0.8906 Validation Loss: 0.37608573
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2540945 ---Validation accuracy:--- 0.887 Validation Loss: 0.36957875
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19059426 ---Validation accuracy:--- 0.8978 Validation Loss: 0.3545687
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14264332 ---Validation accuracy:--- 0.9106 Validation Loss: 0.31087273
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.28524584 ---Validation accuracy:--- 0.8948 Validation Loss: 0.3606511
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.29472008 ---Validation accuracy:--- 0.887 Validation Loss: 0.38536862
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.16995096 ---Validation accuracy:--- 0.8864 Validation Loss: 0.37601647
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.30569977 ---Validation accuracy:--- 0.911 Validation Loss: 0.31318375
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.17763157 ---Validation accuracy:--- 0.894 Validation Loss: 0.35426134
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.2862914 ---Validation accuracy:--- 0.8958 Validation Loss: 0.36756015
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.1064513 ---Validation accuracy:--- 0.8916 Validation Loss: 0.3749658
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.13956638 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29353485
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23316002 ---Validation accuracy:--- 0.9092 Validation Loss: 0.3144402
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.16097112 ---Validation accuracy:--- 0.9118 Validation Loss: 0.310804
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.21528965 ---Validation accuracy:--- 0.8948 Validation Loss: 0.3684759
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.18282047 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3474355
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.1302989 ---Validation accuracy:--- 0.9006 Validation Loss: 0.3341785
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.16434413 ---Validation accuracy:--- 0.9118 Validation Loss: 0.30490142
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.35837996 ---Validation accuracy:--- 0.8952 Validation Loss: 0.35709986
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2139458 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31412655
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3478567 ---Validation accuracy:--- 0.8812 Validation Loss: 0.41106924
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.4126278 ---Validation accuracy:--- 0.8904 Validation Loss: 0.38707158
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.28748444 ---Validation accuracy:--- 0.8852 Validation Loss: 0.3905034
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.20779945 ---Validation accuracy:--- 0.9066 Validation Loss: 0.32196918
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20004398 ---Validation accuracy:--- 0.9164 Validation Loss: 0.29889965
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.35658863 ---Validation accuracy:--- 0.919 Validation Loss: 0.29159907
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14497992 ---Validation accuracy:--- 0.9124 Validation Loss: 0.30646014
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.19282356 ---Validation accuracy:--- 0.917 Validation Loss: 0.30042392
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.15351164 ---Validation accuracy:--- 0.9156 Validation Loss: 0.3075523
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.18676361 ---Validation accuracy:--- 0.9082 Validation Loss: 0.31701082
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3671921 ---Validation accuracy:--- 0.914 Validation Loss: 0.29404014
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.22114843 ---Validation accuracy:--- 0.9008 Validation Loss: 0.32977295
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.2973635 ---Validation accuracy:--- 0.8926 Validation Loss: 0.3716156
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.23088385 ---Validation accuracy:--- 0.909 Validation Loss: 0.31349897
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19653793 ---Validation accuracy:--- 0.9062 Validation Loss: 0.31400055
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.4125106 ---Validation accuracy:--- 0.9058 Validation Loss: 0.33639082
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.321276 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31567624
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.15724006 ---Validation accuracy:--- 0.9172 Validation Loss: 0.29455936
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.21732937 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32205978
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.19528455 ---Validation accuracy:--- 0.9108 Validation Loss: 0.31078228
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.33488235 ---Validation accuracy:--- 0.9012 Validation Loss: 0.353049
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.250539 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31388783
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12037919 ---Validation accuracy:--- 0.9124 Validation Loss: 0.30867335
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2014709 ---Validation accuracy:--- 0.907 Validation Loss: 0.3164413
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.19847055 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32145777
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.32778418 ---Validation accuracy:--- 0.9076 Validation Loss: 0.32203418
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.20986228 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3187185
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.18423755 ---Validation accuracy:--- 0.905 Validation Loss: 0.31808916
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17468405 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3146646
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.1903089 ---Validation accuracy:--- 0.8896 Validation Loss: 0.36777025
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23693822 ---Validation accuracy:--- 0.9074 Validation Loss: 0.32728368
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.24370699 ---Validation accuracy:--- 0.9078 Validation Loss: 0.32842857
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.30612195 ---Validation accuracy:--- 0.9194 Validation Loss: 0.2925431
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.2055844 ---Validation accuracy:--- 0.9142 Validation Loss: 0.30821368
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.27041262 ---Validation accuracy:--- 0.9126 Validation Loss: 0.3036147
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.18227714 ---Validation accuracy:--- 0.9158 Validation Loss: 0.3005801
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.27085412 ---Validation accuracy:--- 0.9148 Validation Loss: 0.30298272
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.06869867 ---Validation accuracy:--- 0.9236 Validation Loss: 0.27707413
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.31739488 ---Validation accuracy:--- 0.9082 Validation Loss: 0.32030478
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14873156 ---Validation accuracy:--- 0.9114 Validation Loss: 0.30770203
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14809465 ---Validation accuracy:--- 0.9066 Validation Loss: 0.31570613
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12158697 ---Validation accuracy:--- 0.9012 Validation Loss: 0.34035322
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19985262 ---Validation accuracy:--- 0.9064 Validation Loss: 0.3340042
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22334507 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2872614
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.24395396 ---Validation accuracy:--- 0.9024 Validation Loss: 0.34567398
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.202179 ---Validation accuracy:--- 0.9104 Validation Loss: 0.31428778
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.25885296 ---Validation accuracy:--- 0.8982 Validation Loss: 0.32944167
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19133808 ---Validation accuracy:--- 0.904 Validation Loss: 0.36089405
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.105181105 ---Validation accuracy:--- 0.915 Validation Loss: 0.30021143
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.1510633 ---Validation accuracy:--- 0.899 Validation Loss: 0.3413288
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.12471253 ---Validation accuracy:--- 0.911 Validation Loss: 0.31902137
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.17348726 ---Validation accuracy:--- 0.9144 Validation Loss: 0.29640642
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.34621528 ---Validation accuracy:--- 0.9014 Validation Loss: 0.32676914
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.21410443 ---Validation accuracy:--- 0.9116 Validation Loss: 0.30364317
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.235596 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32605815
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19011661 ---Validation accuracy:--- 0.9036 Validation Loss: 0.33707467
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14899446 ---Validation accuracy:--- 0.914 Validation Loss: 0.3036941
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.21114746 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3127631
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15979788 ---Validation accuracy:--- 0.9174 Validation Loss: 0.2954872
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.2845002 ---Validation accuracy:--- 0.9108 Validation Loss: 0.31535968
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.07080209 ---Validation accuracy:--- 0.9168 Validation Loss: 0.29608825
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.3489934 ---Validation accuracy:--- 0.91 Validation Loss: 0.31738317
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.23059838 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32635713
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.15101577 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29388276
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.26705593 ---Validation accuracy:--- 0.8984 Validation Loss: 0.34922197
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.23874658 ---Validation accuracy:--- 0.9032 Validation Loss: 0.32982764
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.35453588 ---Validation accuracy:--- 0.9098 Validation Loss: 0.30537704
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.13346225 ---Validation accuracy:--- 0.9022 Validation Loss: 0.33394524
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.10806107 ---Validation accuracy:--- 0.9114 Validation Loss: 0.30573204
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.14596468 ---Validation accuracy:--- 0.9098 Validation Loss: 0.29641074
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.21350266 ---Validation accuracy:--- 0.9154 Validation Loss: 0.29180077
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.2659167 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3095469
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.22075191 ---Validation accuracy:--- 0.917 Validation Loss: 0.28860053
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.18211472 ---Validation accuracy:--- 0.9202 Validation Loss: 0.27262378
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23607221 ---Validation accuracy:--- 0.9 Validation Loss: 0.33626404
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.26325858 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3018299
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12798941 ---Validation accuracy:--- 0.9082 Validation Loss: 0.31638706
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.200384 ---Validation accuracy:--- 0.913 Validation Loss: 0.3054333
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14805236 ---Validation accuracy:--- 0.9182 Validation Loss: 0.28397572
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.13647735 ---Validation accuracy:--- 0.9188 Validation Loss: 0.27999505
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12995878 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31161717
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14398874 ---Validation accuracy:--- 0.916 Validation Loss: 0.2952922
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19966072 ---Validation accuracy:--- 0.9216 Validation Loss: 0.27516645
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22989006 ---Validation accuracy:--- 0.9126 Validation Loss: 0.3051147
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.29197383 ---Validation accuracy:--- 0.9026 Validation Loss: 0.33644956
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.14935406 ---Validation accuracy:--- 0.9194 Validation Loss: 0.27507338
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.0952725 ---Validation accuracy:--- 0.9152 Validation Loss: 0.28304157
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2171896 ---Validation accuracy:--- 0.9096 Validation Loss: 0.30694044
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.21652935 ---Validation accuracy:--- 0.9202 Validation Loss: 0.27836934
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.22214474 ---Validation accuracy:--- 0.9004 Validation Loss: 0.33804205
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.25789398 ---Validation accuracy:--- 0.9054 Validation Loss: 0.30999264
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.11869074 ---Validation accuracy:--- 0.917 Validation Loss: 0.28202474
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15317973 ---Validation accuracy:--- 0.919 Validation Loss: 0.28524342
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.101917155 ---Validation accuracy:--- 0.9162 Validation Loss: 0.28702417
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.09278746 ---Validation accuracy:--- 0.908 Validation Loss: 0.32230765
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19778027 ---Validation accuracy:--- 0.9106 Validation Loss: 0.31040227
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.20980847 ---Validation accuracy:--- 0.8894 Validation Loss: 0.38025513
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.08359564 ---Validation accuracy:--- 0.8912 Validation Loss: 0.38334107
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.18304405 ---Validation accuracy:--- 0.9126 Validation Loss: 0.29830587
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.20768297 ---Validation accuracy:--- 0.8902 Validation Loss: 0.3593906
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23115268 ---Validation accuracy:--- 0.9036 Validation Loss: 0.31667513
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.09612346 ---Validation accuracy:--- 0.914 Validation Loss: 0.29355872
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.21685001 ---Validation accuracy:--- 0.9218 Validation Loss: 0.27459335
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.25233802 ---Validation accuracy:--- 0.918 Validation Loss: 0.2770621
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.26581272 ---Validation accuracy:--- 0.8836 Validation Loss: 0.3769484
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.33634734 ---Validation accuracy:--- 0.8956 Validation Loss: 0.35979462
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.12940747 ---Validation accuracy:--- 0.9014 Validation Loss: 0.33568883
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.32326302 ---Validation accuracy:--- 0.9104 Validation Loss: 0.31633067
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.13059534 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2779107
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.21510388 ---Validation accuracy:--- 0.9188 Validation Loss: 0.27497357
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.06464591 ---Validation accuracy:--- 0.919 Validation Loss: 0.27649882
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.220806 ---Validation accuracy:--- 0.9118 Validation Loss: 0.30008334
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2895094 ---Validation accuracy:--- 0.919 Validation Loss: 0.2821045
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.115691334 ---Validation accuracy:--- 0.917 Validation Loss: 0.27715322
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.37049103 ---Validation accuracy:--- 0.8944 Validation Loss: 0.37296677
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.13770263 ---Validation accuracy:--- 0.9206 Validation Loss: 0.27037597
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.1603062 ---Validation accuracy:--- 0.914 Validation Loss: 0.29012787
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.15595467 ---Validation accuracy:--- 0.9178 Validation Loss: 0.27239197
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.19912821 ---Validation accuracy:--- 0.9166 Validation Loss: 0.28336236
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.27159867 ---Validation accuracy:--- 0.8826 Validation Loss: 0.38301143
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.2716417 ---Validation accuracy:--- 0.8892 Validation Loss: 0.35353464
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.21923397 ---Validation accuracy:--- 0.926 Validation Loss: 0.2686796
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.23955455 ---Validation accuracy:--- 0.9284 Validation Loss: 0.25883955
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.29522714 ---Validation accuracy:--- 0.9182 Validation Loss: 0.27598637
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14462811 ---Validation accuracy:--- 0.8954 Validation Loss: 0.3444712
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.15701172 ---Validation accuracy:--- 0.916 Validation Loss: 0.29579076
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.21425746 ---Validation accuracy:--- 0.921 Validation Loss: 0.27438498
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.103721544 ---Validation accuracy:--- 0.9142 Validation Loss: 0.29219612
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.18267407 ---Validation accuracy:--- 0.921 Validation Loss: 0.26922697
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.21434258 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3258803
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14398445 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3005668
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.3756819 ---Validation accuracy:--- 0.909 Validation Loss: 0.3086337
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23470818 ---Validation accuracy:--- 0.9016 Validation Loss: 0.3284604
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.21134514 ---Validation accuracy:--- 0.9008 Validation Loss: 0.33017114
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.26595643 ---Validation accuracy:--- 0.9176 Validation Loss: 0.2878975
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16133845 ---Validation accuracy:--- 0.9118 Validation Loss: 0.29319552
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17627667 ---Validation accuracy:--- 0.9106 Validation Loss: 0.2952504
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17588814 ---Validation accuracy:--- 0.917 Validation Loss: 0.2805478
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.13512447 ---Validation accuracy:--- 0.9154 Validation Loss: 0.28496376
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.13748848 ---Validation accuracy:--- 0.9158 Validation Loss: 0.29118124
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.16764948 ---Validation accuracy:--- 0.9144 Validation Loss: 0.29211223
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.17699336 ---Validation accuracy:--- 0.8928 Validation Loss: 0.35256445
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.22116734 ---Validation accuracy:--- 0.9108 Validation Loss: 0.31162074
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.176903 ---Validation accuracy:--- 0.918 Validation Loss: 0.29511446
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.16039945 ---Validation accuracy:--- 0.923 Validation Loss: 0.26361674
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.17978258 ---Validation accuracy:--- 0.9192 Validation Loss: 0.2702239
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.17678058 ---Validation accuracy:--- 0.9194 Validation Loss: 0.26786354
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20501101 ---Validation accuracy:--- 0.9226 Validation Loss: 0.2606085
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2197097 ---Validation accuracy:--- 0.9196 Validation Loss: 0.26928622
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.17777199 ---Validation accuracy:--- 0.9248 Validation Loss: 0.25746426
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.20156942 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3237421
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.46635428 ---Validation accuracy:--- 0.8904 Validation Loss: 0.36679652
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.21615472 ---Validation accuracy:--- 0.9208 Validation Loss: 0.28168914
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.2157704 ---Validation accuracy:--- 0.9152 Validation Loss: 0.29417977
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.19047527 ---Validation accuracy:--- 0.9232 Validation Loss: 0.25896275
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1621444 ---Validation accuracy:--- 0.9212 Validation Loss: 0.26596987
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2374783 ---Validation accuracy:--- 0.9198 Validation Loss: 0.26480517
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.14694053 ---Validation accuracy:--- 0.9254 Validation Loss: 0.258024
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.10963117 ---Validation accuracy:--- 0.921 Validation Loss: 0.275099
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3590355 ---Validation accuracy:--- 0.9166 Validation Loss: 0.2840164
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17050523 ---Validation accuracy:--- 0.9198 Validation Loss: 0.27145383
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19101635 ---Validation accuracy:--- 0.9264 Validation Loss: 0.25833392
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.26107445 ---Validation accuracy:--- 0.9284 Validation Loss: 0.25127506
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.121314585 ---Validation accuracy:--- 0.9204 Validation Loss: 0.27332082
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.15674548 ---Validation accuracy:--- 0.927 Validation Loss: 0.2538928
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.34588906 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27064455
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.08618373 ---Validation accuracy:--- 0.9286 Validation Loss: 0.24679905
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.10517604 ---Validation accuracy:--- 0.919 Validation Loss: 0.27881846
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1789882 ---Validation accuracy:--- 0.9244 Validation Loss: 0.25757936
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.1387859 ---Validation accuracy:--- 0.925 Validation Loss: 0.2576465
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.32122874 ---Validation accuracy:--- 0.8746 Validation Loss: 0.38735846
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3034839 ---Validation accuracy:--- 0.8758 Validation Loss: 0.3923287
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.24789529 ---Validation accuracy:--- 0.9202 Validation Loss: 0.27227533
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.22485517 ---Validation accuracy:--- 0.9188 Validation Loss: 0.2712547
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22610962 ---Validation accuracy:--- 0.906 Validation Loss: 0.3046885
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17023876 ---Validation accuracy:--- 0.9164 Validation Loss: 0.27317634
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.18619755 ---Validation accuracy:--- 0.8836 Validation Loss: 0.3625124
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.12302953 ---Validation accuracy:--- 0.889 Validation Loss: 0.3756145
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2453898 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3258885
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.39743814 ---Validation accuracy:--- 0.9018 Validation Loss: 0.31939226
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11945149 ---Validation accuracy:--- 0.9174 Validation Loss: 0.2747975
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.11928486 ---Validation accuracy:--- 0.9114 Validation Loss: 0.2926921
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.21092305 ---Validation accuracy:--- 0.9078 Validation Loss: 0.29926515
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16165334 ---Validation accuracy:--- 0.913 Validation Loss: 0.2885319
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1708265 ---Validation accuracy:--- 0.915 Validation Loss: 0.28898233
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.14639756 ---Validation accuracy:--- 0.9052 Validation Loss: 0.31689757
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.20941669 ---Validation accuracy:--- 0.893 Validation Loss: 0.34162968
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.28326455 ---Validation accuracy:--- 0.9068 Validation Loss: 0.31186163
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.15457547 ---Validation accuracy:--- 0.9176 Validation Loss: 0.27643004
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23114906 ---Validation accuracy:--- 0.923 Validation Loss: 0.26983434
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23972271 ---Validation accuracy:--- 0.923 Validation Loss: 0.2576623
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.27220654 ---Validation accuracy:--- 0.923 Validation Loss: 0.25799453
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.22108541 ---Validation accuracy:--- 0.925 Validation Loss: 0.2616956
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17676333 ---Validation accuracy:--- 0.9202 Validation Loss: 0.27789664
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19101414 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2748592
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.19106202 ---Validation accuracy:--- 0.9246 Validation Loss: 0.26679906
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1976018 ---Validation accuracy:--- 0.9196 Validation Loss: 0.27750766
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17702186 ---Validation accuracy:--- 0.917 Validation Loss: 0.2786899
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.25840187 ---Validation accuracy:--- 0.9208 Validation Loss: 0.26711723
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18728623 ---Validation accuracy:--- 0.9136 Validation Loss: 0.29218766
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15559545 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2536549
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.27474463 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2720567
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.18133019 ---Validation accuracy:--- 0.9238 Validation Loss: 0.266045
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14133887 ---Validation accuracy:--- 0.9168 Validation Loss: 0.27115187
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.3316301 ---Validation accuracy:--- 0.8956 Validation Loss: 0.33786166
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.44009095 ---Validation accuracy:--- 0.8446 Validation Loss: 0.53546554
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16567539 ---Validation accuracy:--- 0.905 Validation Loss: 0.3345453
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1986998 ---Validation accuracy:--- 0.8682 Validation Loss: 0.41474652
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.30884784 ---Validation accuracy:--- 0.896 Validation Loss: 0.36435616
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1648854 ---Validation accuracy:--- 0.9 Validation Loss: 0.35212114
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1696054 ---Validation accuracy:--- 0.8962 Validation Loss: 0.3449165
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.28828332 ---Validation accuracy:--- 0.8738 Validation Loss: 0.42940733
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13302982 ---Validation accuracy:--- 0.924 Validation Loss: 0.2662078
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18757494 ---Validation accuracy:--- 0.9172 Validation Loss: 0.27951944
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19417141 ---Validation accuracy:--- 0.9186 Validation Loss: 0.28523403
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17136517 ---Validation accuracy:--- 0.9242 Validation Loss: 0.25855404
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16158691 ---Validation accuracy:--- 0.9188 Validation Loss: 0.28487408
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21792477 ---Validation accuracy:--- 0.9176 Validation Loss: 0.28276843
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18284233 ---Validation accuracy:--- 0.92 Validation Loss: 0.26808414
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18707123 ---Validation accuracy:--- 0.9206 Validation Loss: 0.26349077
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13338792 ---Validation accuracy:--- 0.9162 Validation Loss: 0.28493318
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14649218 ---Validation accuracy:--- 0.9258 Validation Loss: 0.2562967
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.17065594 ---Validation accuracy:--- 0.9086 Validation Loss: 0.30193397
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21497135 ---Validation accuracy:--- 0.9154 Validation Loss: 0.29553118
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21492863 ---Validation accuracy:--- 0.913 Validation Loss: 0.2984942
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15089636 ---Validation accuracy:--- 0.9146 Validation Loss: 0.2951616
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24205494 ---Validation accuracy:--- 0.9226 Validation Loss: 0.26142117
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19057812 ---Validation accuracy:--- 0.9124 Validation Loss: 0.30370623
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24899974 ---Validation accuracy:--- 0.9054 Validation Loss: 0.32759058
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20487113 ---Validation accuracy:--- 0.9088 Validation Loss: 0.31484938
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2550241 ---Validation accuracy:--- 0.8826 Validation Loss: 0.39505336
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13052411 ---Validation accuracy:--- 0.9078 Validation Loss: 0.30674803
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14274572 ---Validation accuracy:--- 0.9094 Validation Loss: 0.31057504
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.28328297 ---Validation accuracy:--- 0.904 Validation Loss: 0.3269954
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21419217 ---Validation accuracy:--- 0.922 Validation Loss: 0.26735985
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16126655 ---Validation accuracy:--- 0.924 Validation Loss: 0.25571054
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21988621 ---Validation accuracy:--- 0.9252 Validation Loss: 0.25179884
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.08509901 ---Validation accuracy:--- 0.9266 Validation Loss: 0.25277388
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11684523 ---Validation accuracy:--- 0.9132 Validation Loss: 0.2891475
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1527615 ---Validation accuracy:--- 0.9228 Validation Loss: 0.25880352
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15770778 ---Validation accuracy:--- 0.9232 Validation Loss: 0.25867334
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24400628 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26547265
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10480759 ---Validation accuracy:--- 0.9292 Validation Loss: 0.24885254
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21818112 ---Validation accuracy:--- 0.906 Validation Loss: 0.31519687
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12895794 ---Validation accuracy:--- 0.9274 Validation Loss: 0.25196216
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12733592 ---Validation accuracy:--- 0.9206 Validation Loss: 0.26311347
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.27023733 ---Validation accuracy:--- 0.8972 Validation Loss: 0.33746302
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.2229736 ---Validation accuracy:--- 0.9252 Validation Loss: 0.25603592
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19438271 ---Validation accuracy:--- 0.9182 Validation Loss: 0.27383408
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22743115 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3255062
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.21106651 ---Validation accuracy:--- 0.9224 Validation Loss: 0.25610223
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11974628 ---Validation accuracy:--- 0.927 Validation Loss: 0.26287118
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15573113 ---Validation accuracy:--- 0.9104 Validation Loss: 0.28745884
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15484835 ---Validation accuracy:--- 0.93 Validation Loss: 0.24195166
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.26454473 ---Validation accuracy:--- 0.9208 Validation Loss: 0.26369262
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12527546 ---Validation accuracy:--- 0.9264 Validation Loss: 0.25375885
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.20915768 ---Validation accuracy:--- 0.9236 Validation Loss: 0.25906786
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12869617 ---Validation accuracy:--- 0.9222 Validation Loss: 0.26745048
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11761907 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24133575
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18723892 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2500103
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13860685 ---Validation accuracy:--- 0.9276 Validation Loss: 0.24737641
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.20915188 ---Validation accuracy:--- 0.9268 Validation Loss: 0.24257742
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.20194599 ---Validation accuracy:--- 0.9102 Validation Loss: 0.29187584
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14871752 ---Validation accuracy:--- 0.9224 Validation Loss: 0.25867707
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.26879114 ---Validation accuracy:--- 0.9238 Validation Loss: 0.26134104
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09271895 ---Validation accuracy:--- 0.932 Validation Loss: 0.23076072
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25018457 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24375732
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.17276831 ---Validation accuracy:--- 0.9264 Validation Loss: 0.24922425
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19684716 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2594184
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.29005718 ---Validation accuracy:--- 0.92 Validation Loss: 0.2879176
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18373278 ---Validation accuracy:--- 0.918 Validation Loss: 0.28938052
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18682727 ---Validation accuracy:--- 0.9206 Validation Loss: 0.27657095
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2985422 ---Validation accuracy:--- 0.9122 Validation Loss: 0.2855286
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2053833 ---Validation accuracy:--- 0.9146 Validation Loss: 0.2898447
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11521912 ---Validation accuracy:--- 0.9224 Validation Loss: 0.25953263
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.26927882 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2516041
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16762838 ---Validation accuracy:--- 0.926 Validation Loss: 0.25080347
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.25554946 ---Validation accuracy:--- 0.9288 Validation Loss: 0.24356797
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1529291 ---Validation accuracy:--- 0.9238 Validation Loss: 0.26439083
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.12496399 ---Validation accuracy:--- 0.9222 Validation Loss: 0.27185616
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.17991687 ---Validation accuracy:--- 0.8994 Validation Loss: 0.34989858
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16324665 ---Validation accuracy:--- 0.9154 Validation Loss: 0.28979456
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11150909 ---Validation accuracy:--- 0.9276 Validation Loss: 0.251311
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.13663019 ---Validation accuracy:--- 0.9308 Validation Loss: 0.24094756
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.14495224 ---Validation accuracy:--- 0.909 Validation Loss: 0.29649967
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.072335765 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26614916
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13312031 ---Validation accuracy:--- 0.9244 Validation Loss: 0.26139918
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10454822 ---Validation accuracy:--- 0.93 Validation Loss: 0.23970996
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.15448128 ---Validation accuracy:--- 0.9194 Validation Loss: 0.28735495
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18697114 ---Validation accuracy:--- 0.9166 Validation Loss: 0.2822755
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19699234 ---Validation accuracy:--- 0.8984 Validation Loss: 0.33349928
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.29693818 ---Validation accuracy:--- 0.8866 Validation Loss: 0.3682153
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16018993 ---Validation accuracy:--- 0.909 Validation Loss: 0.31298783
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.28013366 ---Validation accuracy:--- 0.9238 Validation Loss: 0.26367867
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.130997 ---Validation accuracy:--- 0.9016 Validation Loss: 0.32442418
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2744807 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2745749
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18222895 ---Validation accuracy:--- 0.9232 Validation Loss: 0.25977677
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10806223 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2518507
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17894426 ---Validation accuracy:--- 0.93 Validation Loss: 0.24249268
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13479838 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24192959
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13726746 ---Validation accuracy:--- 0.932 Validation Loss: 0.23243736
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14166561 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2845954
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.11459249 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2489396
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.14326523 ---Validation accuracy:--- 0.93 Validation Loss: 0.24671447
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21133435 ---Validation accuracy:--- 0.9138 Validation Loss: 0.28825808
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.13276064 ---Validation accuracy:--- 0.9326 Validation Loss: 0.23979819
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14538106 ---Validation accuracy:--- 0.9268 Validation Loss: 0.24445488
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15805036 ---Validation accuracy:--- 0.919 Validation Loss: 0.27767554
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.26117152 ---Validation accuracy:--- 0.9262 Validation Loss: 0.25078467
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.19862337 ---Validation accuracy:--- 0.924 Validation Loss: 0.2664142
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.16475005 ---Validation accuracy:--- 0.925 Validation Loss: 0.2597891
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.28130922 ---Validation accuracy:--- 0.9236 Validation Loss: 0.25883123
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13324875 ---Validation accuracy:--- 0.923 Validation Loss: 0.26160404
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.2090005 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3281734
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.20426182 ---Validation accuracy:--- 0.9052 Validation Loss: 0.303314
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.2132675 ---Validation accuracy:--- 0.9284 Validation Loss: 0.24457358
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.22520494 ---Validation accuracy:--- 0.9256 Validation Loss: 0.25181246
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13692585 ---Validation accuracy:--- 0.9282 Validation Loss: 0.24605563
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12667188 ---Validation accuracy:--- 0.933 Validation Loss: 0.23272422
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13928135 ---Validation accuracy:--- 0.9206 Validation Loss: 0.25731558
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.20534031 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2723658
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14138508 ---Validation accuracy:--- 0.9228 Validation Loss: 0.25808513
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14314665 ---Validation accuracy:--- 0.9254 Validation Loss: 0.25196022
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2401292 ---Validation accuracy:--- 0.9176 Validation Loss: 0.27906045
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16767932 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2667871
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1945811 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2712572
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21362579 ---Validation accuracy:--- 0.9248 Validation Loss: 0.26141673
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.26377395 ---Validation accuracy:--- 0.9282 Validation Loss: 0.24507485
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.131049 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2551588
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.20810272 ---Validation accuracy:--- 0.9086 Validation Loss: 0.29979467
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.09491337 ---Validation accuracy:--- 0.933 Validation Loss: 0.22756606
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.21111408 ---Validation accuracy:--- 0.9126 Validation Loss: 0.29251993
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15412317 ---Validation accuracy:--- 0.9216 Validation Loss: 0.27508697
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.17664966 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2760188
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.20682578 ---Validation accuracy:--- 0.9216 Validation Loss: 0.2724517
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19898273 ---Validation accuracy:--- 0.9264 Validation Loss: 0.24893792
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21072407 ---Validation accuracy:--- 0.9256 Validation Loss: 0.25572333
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07700815 ---Validation accuracy:--- 0.9304 Validation Loss: 0.24180046
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10847627 ---Validation accuracy:--- 0.922 Validation Loss: 0.25559697
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.058233727 ---Validation accuracy:--- 0.9244 Validation Loss: 0.25723663
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.3217637 ---Validation accuracy:--- 0.9236 Validation Loss: 0.25893354
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16904615 ---Validation accuracy:--- 0.9266 Validation Loss: 0.24864139
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17383383 ---Validation accuracy:--- 0.9094 Validation Loss: 0.29679736
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.100240886 ---Validation accuracy:--- 0.9242 Validation Loss: 0.25940177
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.078369305 ---Validation accuracy:--- 0.9234 Validation Loss: 0.25209782
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14924984 ---Validation accuracy:--- 0.923 Validation Loss: 0.27112463
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16071089 ---Validation accuracy:--- 0.919 Validation Loss: 0.27821353
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18879624 ---Validation accuracy:--- 0.9244 Validation Loss: 0.26216957
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22384426 ---Validation accuracy:--- 0.9144 Validation Loss: 0.2830626
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.15083952 ---Validation accuracy:--- 0.9254 Validation Loss: 0.25252128
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18459293 ---Validation accuracy:--- 0.9156 Validation Loss: 0.27494302
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.30540103 ---Validation accuracy:--- 0.9054 Validation Loss: 0.32328898
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23426323 ---Validation accuracy:--- 0.9236 Validation Loss: 0.25858694
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18549839 ---Validation accuracy:--- 0.9084 Validation Loss: 0.29824042
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1264544 ---Validation accuracy:--- 0.9166 Validation Loss: 0.28734958
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15912503 ---Validation accuracy:--- 0.9192 Validation Loss: 0.2718724
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.24468444 ---Validation accuracy:--- 0.9202 Validation Loss: 0.27552354
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.24599409 ---Validation accuracy:--- 0.9184 Validation Loss: 0.27349928
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19675854 ---Validation accuracy:--- 0.9158 Validation Loss: 0.28403676
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19730663 ---Validation accuracy:--- 0.9294 Validation Loss: 0.24955922
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.17068326 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22391371
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.079306155 ---Validation accuracy:--- 0.9274 Validation Loss: 0.24938387
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.29548424 ---Validation accuracy:--- 0.921 Validation Loss: 0.26386443
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19810466 ---Validation accuracy:--- 0.925 Validation Loss: 0.26819023
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13030827 ---Validation accuracy:--- 0.913 Validation Loss: 0.29731417
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18454742 ---Validation accuracy:--- 0.9194 Validation Loss: 0.28477538
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15765049 ---Validation accuracy:--- 0.9172 Validation Loss: 0.2804042
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1261668 ---Validation accuracy:--- 0.919 Validation Loss: 0.28524905
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1589057 ---Validation accuracy:--- 0.9172 Validation Loss: 0.27553582
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16024923 ---Validation accuracy:--- 0.9288 Validation Loss: 0.24843635
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09936349 ---Validation accuracy:--- 0.9312 Validation Loss: 0.23417686
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.05601694 ---Validation accuracy:--- 0.9302 Validation Loss: 0.23782517
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.2892649 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23406745
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23965119 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2600327
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.067633756 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2700711
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13216868 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24373291
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.100248225 ---Validation accuracy:--- 0.934 Validation Loss: 0.2252291
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.16364369 ---Validation accuracy:--- 0.933 Validation Loss: 0.22937539
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.113559045 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24558638
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22217716 ---Validation accuracy:--- 0.9276 Validation Loss: 0.25212297
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16388108 ---Validation accuracy:--- 0.9282 Validation Loss: 0.24926218
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.09554331 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23988467
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.105545975 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2724953
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.18337129 ---Validation accuracy:--- 0.925 Validation Loss: 0.253705
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14957304 ---Validation accuracy:--- 0.9298 Validation Loss: 0.24308564
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15796867 ---Validation accuracy:--- 0.932 Validation Loss: 0.23498377
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16830951 ---Validation accuracy:--- 0.9298 Validation Loss: 0.24486214
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25680515 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2533837
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.08082798 ---Validation accuracy:--- 0.9306 Validation Loss: 0.23731704
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08743968 ---Validation accuracy:--- 0.9276 Validation Loss: 0.2516836
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15956526 ---Validation accuracy:--- 0.9168 Validation Loss: 0.28637794
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2743338 ---Validation accuracy:--- 0.9164 Validation Loss: 0.2928363
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.12492145 ---Validation accuracy:--- 0.921 Validation Loss: 0.25996953
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14671965 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24648757
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19682938 ---Validation accuracy:--- 0.926 Validation Loss: 0.2527591
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20792504 ---Validation accuracy:--- 0.928 Validation Loss: 0.24573115
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16003065 ---Validation accuracy:--- 0.928 Validation Loss: 0.25384474
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15168515 ---Validation accuracy:--- 0.926 Validation Loss: 0.24186401
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13723147 ---Validation accuracy:--- 0.9142 Validation Loss: 0.2787415
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18126385 ---Validation accuracy:--- 0.9126 Validation Loss: 0.28339687
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21182716 ---Validation accuracy:--- 0.9164 Validation Loss: 0.27525556
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13881285 ---Validation accuracy:--- 0.9306 Validation Loss: 0.23884165
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10787793 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24636382
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17556095 ---Validation accuracy:--- 0.9318 Validation Loss: 0.23797344
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18700524 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26494348
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13772699 ---Validation accuracy:--- 0.9254 Validation Loss: 0.25413394
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23377152 ---Validation accuracy:--- 0.9306 Validation Loss: 0.23487857
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.18648364 ---Validation accuracy:--- 0.9114 Validation Loss: 0.27569512
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11861267 ---Validation accuracy:--- 0.9124 Validation Loss: 0.27950743
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.43971962 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2648337
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16426483 ---Validation accuracy:--- 0.926 Validation Loss: 0.24756575
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13238157 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24186648
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.23706366 ---Validation accuracy:--- 0.9312 Validation Loss: 0.24324621
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.069361284 ---Validation accuracy:--- 0.9282 Validation Loss: 0.24192712
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.17653179 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3067707
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18279532 ---Validation accuracy:--- 0.8974 Validation Loss: 0.33815846
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.22745362 ---Validation accuracy:--- 0.9148 Validation Loss: 0.28978312
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.2741524 ---Validation accuracy:--- 0.915 Validation Loss: 0.29537624
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.18303776 ---Validation accuracy:--- 0.9338 Validation Loss: 0.2421833
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19298923 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2505456
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2174563 ---Validation accuracy:--- 0.9174 Validation Loss: 0.27536452
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.3086983 ---Validation accuracy:--- 0.9136 Validation Loss: 0.3109752
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1954634 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24519184
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14352483 ---Validation accuracy:--- 0.9246 Validation Loss: 0.25256044
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08822439 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23089473
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.20493704 ---Validation accuracy:--- 0.9302 Validation Loss: 0.23621967
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12608282 ---Validation accuracy:--- 0.9346 Validation Loss: 0.22745058
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.085145436 ---Validation accuracy:--- 0.9124 Validation Loss: 0.2969642
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.25419557 ---Validation accuracy:--- 0.9096 Validation Loss: 0.29515356
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14505836 ---Validation accuracy:--- 0.8984 Validation Loss: 0.3106652
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.2160601 ---Validation accuracy:--- 0.921 Validation Loss: 0.2612723
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.100374155 ---Validation accuracy:--- 0.9296 Validation Loss: 0.23732905
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.19507696 ---Validation accuracy:--- 0.933 Validation Loss: 0.23547758
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15725379 ---Validation accuracy:--- 0.9268 Validation Loss: 0.24230886
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19946663 ---Validation accuracy:--- 0.927 Validation Loss: 0.24874541
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16038361 ---Validation accuracy:--- 0.9222 Validation Loss: 0.26751602
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15215145 ---Validation accuracy:--- 0.9298 Validation Loss: 0.23455827
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.103423044 ---Validation accuracy:--- 0.9238 Validation Loss: 0.24796143
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.165043 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23584971
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.27056995 ---Validation accuracy:--- 0.9346 Validation Loss: 0.22851826
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11554157 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23227641
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12521848 ---Validation accuracy:--- 0.9244 Validation Loss: 0.25689808
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17580457 ---Validation accuracy:--- 0.9242 Validation Loss: 0.25077987
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1436579 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22104153
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.22004817 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22568081
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.18056118 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22470704
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.1864936 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22537304
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.18389927 ---Validation accuracy:--- 0.926 Validation Loss: 0.26175874
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.06105231 ---Validation accuracy:--- 0.9342 Validation Loss: 0.22781877
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.21720429 ---Validation accuracy:--- 0.9324 Validation Loss: 0.23780394
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20856293 ---Validation accuracy:--- 0.9264 Validation Loss: 0.24792974
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.15412991 ---Validation accuracy:--- 0.9266 Validation Loss: 0.25057358
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13707125 ---Validation accuracy:--- 0.921 Validation Loss: 0.26611963
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.17136422 ---Validation accuracy:--- 0.9272 Validation Loss: 0.24425574
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13443087 ---Validation accuracy:--- 0.9332 Validation Loss: 0.22858171
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.32026097 ---Validation accuracy:--- 0.9188 Validation Loss: 0.27011228
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1906665 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25191095
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.120526865 ---Validation accuracy:--- 0.9292 Validation Loss: 0.24210455
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.289095 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2622939
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18298332 ---Validation accuracy:--- 0.9176 Validation Loss: 0.27100956
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12558003 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2594472
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.073849455 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25320357
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08692213 ---Validation accuracy:--- 0.9284 Validation Loss: 0.24993633
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08472531 ---Validation accuracy:--- 0.9326 Validation Loss: 0.2387542
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13321425 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23211208
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20601052 ---Validation accuracy:--- 0.9266 Validation Loss: 0.24806187
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.096246965 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2811334
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12280501 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23238693
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1812185 ---Validation accuracy:--- 0.929 Validation Loss: 0.24497065
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14183049 ---Validation accuracy:--- 0.9314 Validation Loss: 0.24165674
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.14418587 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2571983
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14419653 ---Validation accuracy:--- 0.9284 Validation Loss: 0.24139732
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12724715 ---Validation accuracy:--- 0.9342 Validation Loss: 0.22821668
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.22364733 ---Validation accuracy:--- 0.9126 Validation Loss: 0.3096611
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23855388 ---Validation accuracy:--- 0.9124 Validation Loss: 0.30245352
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17649935 ---Validation accuracy:--- 0.9314 Validation Loss: 0.23997548
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12750287 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23412408
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13806625 ---Validation accuracy:--- 0.9284 Validation Loss: 0.24382295
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.14578298 ---Validation accuracy:--- 0.9336 Validation Loss: 0.22976364
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11284254 ---Validation accuracy:--- 0.9312 Validation Loss: 0.23381524
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.093530275 ---Validation accuracy:--- 0.9344 Validation Loss: 0.23818491
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.064882405 ---Validation accuracy:--- 0.9358 Validation Loss: 0.2323286
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.09017686 ---Validation accuracy:--- 0.9274 Validation Loss: 0.25180084
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.17813347 ---Validation accuracy:--- 0.933 Validation Loss: 0.23046027
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.13957441 ---Validation accuracy:--- 0.9176 Validation Loss: 0.2811358
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10358034 ---Validation accuracy:--- 0.932 Validation Loss: 0.24550825
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21341561 ---Validation accuracy:--- 0.9338 Validation Loss: 0.2409636
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.082160614 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23579675
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12622075 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2583209
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.106250554 ---Validation accuracy:--- 0.93 Validation Loss: 0.24179165
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.23697579 ---Validation accuracy:--- 0.9106 Validation Loss: 0.30985022
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.3096949 ---Validation accuracy:--- 0.869 Validation Loss: 0.4277535
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1194209 ---Validation accuracy:--- 0.9266 Validation Loss: 0.25440833
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.24582663 ---Validation accuracy:--- 0.9226 Validation Loss: 0.2668103
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15519838 ---Validation accuracy:--- 0.9284 Validation Loss: 0.23909336
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09990727 ---Validation accuracy:--- 0.9222 Validation Loss: 0.25235018
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15442166 ---Validation accuracy:--- 0.9274 Validation Loss: 0.24125236
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1584399 ---Validation accuracy:--- 0.9226 Validation Loss: 0.25501028
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.196479 ---Validation accuracy:--- 0.922 Validation Loss: 0.26128843
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23282021 ---Validation accuracy:--- 0.9242 Validation Loss: 0.25744337
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15684572 ---Validation accuracy:--- 0.9164 Validation Loss: 0.29133153
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.084929086 ---Validation accuracy:--- 0.9298 Validation Loss: 0.23566332
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.138386 ---Validation accuracy:--- 0.9322 Validation Loss: 0.22562744
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11895787 ---Validation accuracy:--- 0.9308 Validation Loss: 0.23611993
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16997658 ---Validation accuracy:--- 0.9204 Validation Loss: 0.277799
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1419402 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3018499
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19915834 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3097983
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14558478 ---Validation accuracy:--- 0.9336 Validation Loss: 0.23834424
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09422203 ---Validation accuracy:--- 0.932 Validation Loss: 0.24221455
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23441896 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2603887
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.117230885 ---Validation accuracy:--- 0.9292 Validation Loss: 0.24266534
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13056767 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23357867
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11247148 ---Validation accuracy:--- 0.9264 Validation Loss: 0.25665566
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11133664 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26732558
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08693562 ---Validation accuracy:--- 0.9256 Validation Loss: 0.25025862
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10370078 ---Validation accuracy:--- 0.925 Validation Loss: 0.25328237
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.112972565 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25276694
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.06548254 ---Validation accuracy:--- 0.9326 Validation Loss: 0.23379162
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.06018966 ---Validation accuracy:--- 0.924 Validation Loss: 0.2572178
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09395031 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23836687
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.14429176 ---Validation accuracy:--- 0.9184 Validation Loss: 0.2783134
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.11942944 ---Validation accuracy:--- 0.9274 Validation Loss: 0.25575465
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19802399 ---Validation accuracy:--- 0.9092 Validation Loss: 0.2971667
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12096743 ---Validation accuracy:--- 0.9132 Validation Loss: 0.2784578
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.117583305 ---Validation accuracy:--- 0.929 Validation Loss: 0.25647017
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.111212045 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24178554
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23964344 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24095796
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15561257 ---Validation accuracy:--- 0.9314 Validation Loss: 0.23643018
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07568055 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24203193
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.25128415 ---Validation accuracy:--- 0.931 Validation Loss: 0.23144141
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12273827 ---Validation accuracy:--- 0.9274 Validation Loss: 0.25161058
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15837167 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22484618
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.20011784 ---Validation accuracy:--- 0.9174 Validation Loss: 0.28284657
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19024585 ---Validation accuracy:--- 0.9356 Validation Loss: 0.22466773
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22398525 ---Validation accuracy:--- 0.9294 Validation Loss: 0.24639197
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19953524 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2549884
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1279264 ---Validation accuracy:--- 0.927 Validation Loss: 0.24645647
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1678866 ---Validation accuracy:--- 0.9346 Validation Loss: 0.22903901
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.14322653 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22611289
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19703288 ---Validation accuracy:--- 0.925 Validation Loss: 0.2604165
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19324154 ---Validation accuracy:--- 0.9138 Validation Loss: 0.27871883
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22826622 ---Validation accuracy:--- 0.9272 Validation Loss: 0.25675124
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.24597652 ---Validation accuracy:--- 0.923 Validation Loss: 0.27255702
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11313456 ---Validation accuracy:--- 0.9264 Validation Loss: 0.25345254
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14333126 ---Validation accuracy:--- 0.9316 Validation Loss: 0.23210464
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1875547 ---Validation accuracy:--- 0.9172 Validation Loss: 0.27542967
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14897472 ---Validation accuracy:--- 0.9056 Validation Loss: 0.30958438
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.25561795 ---Validation accuracy:--- 0.8942 Validation Loss: 0.37810335
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.20213681 ---Validation accuracy:--- 0.934 Validation Loss: 0.2265874
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07109318 ---Validation accuracy:--- 0.9308 Validation Loss: 0.23565097
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12010476 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24144998
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12067203 ---Validation accuracy:--- 0.9274 Validation Loss: 0.24066414
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.06698245 ---Validation accuracy:--- 0.9296 Validation Loss: 0.23387866
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08032766 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2351579
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.1883685 ---Validation accuracy:--- 0.938 Validation Loss: 0.22281641
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11932135 ---Validation accuracy:--- 0.929 Validation Loss: 0.24872097
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11273023 ---Validation accuracy:--- 0.9308 Validation Loss: 0.23841147
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08331159 ---Validation accuracy:--- 0.9322 Validation Loss: 0.22797588
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13888283 ---Validation accuracy:--- 0.9264 Validation Loss: 0.24699971
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14745058 ---Validation accuracy:--- 0.9308 Validation Loss: 0.2364037
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17076111 ---Validation accuracy:--- 0.9312 Validation Loss: 0.23030889
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.17983502 ---Validation accuracy:--- 0.9236 Validation Loss: 0.25475585
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13000683 ---Validation accuracy:--- 0.9314 Validation Loss: 0.24215071
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1397213 ---Validation accuracy:--- 0.9316 Validation Loss: 0.23115556
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.1778608 ---Validation accuracy:--- 0.9332 Validation Loss: 0.2350541
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07356443 ---Validation accuracy:--- 0.9162 Validation Loss: 0.29530615
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.12371387 ---Validation accuracy:--- 0.9094 Validation Loss: 0.31404158
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18701248 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2768113
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.25368154 ---Validation accuracy:--- 0.9224 Validation Loss: 0.25686473
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13823101 ---Validation accuracy:--- 0.9276 Validation Loss: 0.24625826
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11957428 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22437055
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.09737606 ---Validation accuracy:--- 0.9346 Validation Loss: 0.22919199
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09814677 ---Validation accuracy:--- 0.9306 Validation Loss: 0.23027372
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18011054 ---Validation accuracy:--- 0.9204 Validation Loss: 0.26192796
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14122699 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22452784
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18652304 ---Validation accuracy:--- 0.9342 Validation Loss: 0.22533679
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06090875 ---Validation accuracy:--- 0.9362 Validation Loss: 0.21977761
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09630554 ---Validation accuracy:--- 0.9312 Validation Loss: 0.23635517
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09425358 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2352514
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15002345 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2443503
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.13974482 ---Validation accuracy:--- 0.9326 Validation Loss: 0.23059368
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11127469 ---Validation accuracy:--- 0.9246 Validation Loss: 0.25473487
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.17322643 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22796203
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.20235942 ---Validation accuracy:--- 0.922 Validation Loss: 0.26537147
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1400712 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23560132
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.20135504 ---Validation accuracy:--- 0.9172 Validation Loss: 0.27025938
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14292309 ---Validation accuracy:--- 0.9314 Validation Loss: 0.23925288
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15161772 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22491463
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1347806 ---Validation accuracy:--- 0.937 Validation Loss: 0.22691524
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18950327 ---Validation accuracy:--- 0.932 Validation Loss: 0.22698863
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08635377 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2267772
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.038489986 ---Validation accuracy:--- 0.934 Validation Loss: 0.23331502
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15795535 ---Validation accuracy:--- 0.9222 Validation Loss: 0.2563666
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15006924 ---Validation accuracy:--- 0.9254 Validation Loss: 0.24462505
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.043482523 ---Validation accuracy:--- 0.9306 Validation Loss: 0.23174992
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08690071 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23818415
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.188151 ---Validation accuracy:--- 0.9132 Validation Loss: 0.300434
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21821362 ---Validation accuracy:--- 0.9154 Validation Loss: 0.2783294
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17482987 ---Validation accuracy:--- 0.924 Validation Loss: 0.26532125
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10093066 ---Validation accuracy:--- 0.9252 Validation Loss: 0.25418016
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.13924304 ---Validation accuracy:--- 0.9132 Validation Loss: 0.30222017
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.31589663 ---Validation accuracy:--- 0.8952 Validation Loss: 0.35257557
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.28754112 ---Validation accuracy:--- 0.9022 Validation Loss: 0.31506565
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14745863 ---Validation accuracy:--- 0.9312 Validation Loss: 0.24714217
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.183559 ---Validation accuracy:--- 0.927 Validation Loss: 0.25145245
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17012993 ---Validation accuracy:--- 0.9214 Validation Loss: 0.2764618
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25779426 ---Validation accuracy:--- 0.9054 Validation Loss: 0.3359537
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18488052 ---Validation accuracy:--- 0.929 Validation Loss: 0.2519708
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.17908664 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2535037
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22214772 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24082725
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14897981 ---Validation accuracy:--- 0.9346 Validation Loss: 0.2390062
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11788324 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21914582
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23540856 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2675124
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13259545 ---Validation accuracy:--- 0.9358 Validation Loss: 0.21764502
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12847193 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2229831
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.1856287 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22188433
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.103742294 ---Validation accuracy:--- 0.9342 Validation Loss: 0.22532676
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14379315 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22629395
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19947101 ---Validation accuracy:--- 0.9228 Validation Loss: 0.25820878
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12799165 ---Validation accuracy:--- 0.9322 Validation Loss: 0.2280223
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.106076166 ---Validation accuracy:--- 0.9094 Validation Loss: 0.29020056
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.12805934 ---Validation accuracy:--- 0.92 Validation Loss: 0.25769863
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.29868737 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2460469
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08935373 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2339663
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.110192426 ---Validation accuracy:--- 0.913 Validation Loss: 0.28836158
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.17826971 ---Validation accuracy:--- 0.9314 Validation Loss: 0.23545279
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09765335 ---Validation accuracy:--- 0.94 Validation Loss: 0.21822178
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13940394 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21266186
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05164168 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21224944
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.081211016 ---Validation accuracy:--- 0.9302 Validation Loss: 0.24215259
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09179064 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21478975
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14829072 ---Validation accuracy:--- 0.9278 Validation Loss: 0.24211653
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07146664 ---Validation accuracy:--- 0.9334 Validation Loss: 0.2304822
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.055325802 ---Validation accuracy:--- 0.9272 Validation Loss: 0.24174848
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.21331462 ---Validation accuracy:--- 0.934 Validation Loss: 0.23004048
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.06775835 ---Validation accuracy:--- 0.9182 Validation Loss: 0.27938193
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.119969696 ---Validation accuracy:--- 0.9194 Validation Loss: 0.27508944
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15314132 ---Validation accuracy:--- 0.934 Validation Loss: 0.22977275
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1027767 ---Validation accuracy:--- 0.9232 Validation Loss: 0.26160768
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.12565751 ---Validation accuracy:--- 0.936 Validation Loss: 0.22311553
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.233078 ---Validation accuracy:--- 0.9324 Validation Loss: 0.23624194
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.090569906 ---Validation accuracy:--- 0.934 Validation Loss: 0.23554705
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1676066 ---Validation accuracy:--- 0.9226 Validation Loss: 0.25979593
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10707575 ---Validation accuracy:--- 0.928 Validation Loss: 0.24140105
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14521094 ---Validation accuracy:--- 0.9226 Validation Loss: 0.25999027
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06831233 ---Validation accuracy:--- 0.9308 Validation Loss: 0.23504883
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.11060898 ---Validation accuracy:--- 0.9372 Validation Loss: 0.22092138
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22491245 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2831819
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.12643373 ---Validation accuracy:--- 0.9288 Validation Loss: 0.24516582
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.07159813 ---Validation accuracy:--- 0.932 Validation Loss: 0.24042095
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.27738655 ---Validation accuracy:--- 0.9312 Validation Loss: 0.24346855
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1256727 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2510748
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16957512 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2598943
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.21301399 ---Validation accuracy:--- 0.931 Validation Loss: 0.2454835
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.23581387 ---Validation accuracy:--- 0.9264 Validation Loss: 0.24735132
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.12743843 ---Validation accuracy:--- 0.9254 Validation Loss: 0.25029477
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.17926224 ---Validation accuracy:--- 0.932 Validation Loss: 0.23420386
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.086336024 ---Validation accuracy:--- 0.936 Validation Loss: 0.22579654
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11750408 ---Validation accuracy:--- 0.939 Validation Loss: 0.21704014
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.12905712 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22906001
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.135322 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2319975
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.08817972 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23664951
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14823225 ---Validation accuracy:--- 0.9272 Validation Loss: 0.24023499
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10301056 ---Validation accuracy:--- 0.929 Validation Loss: 0.23264398
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15254727 ---Validation accuracy:--- 0.9218 Validation Loss: 0.2691354
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08089999 ---Validation accuracy:--- 0.9332 Validation Loss: 0.22892734
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1313677 ---Validation accuracy:--- 0.9268 Validation Loss: 0.25937393
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1085292 ---Validation accuracy:--- 0.9268 Validation Loss: 0.24696729
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13986215 ---Validation accuracy:--- 0.922 Validation Loss: 0.2703539
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06604321 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22116609
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.08109441 ---Validation accuracy:--- 0.935 Validation Loss: 0.2220254
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07046348 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22039627
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18500173 ---Validation accuracy:--- 0.926 Validation Loss: 0.25212204
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.05087553 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22770102
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08228889 ---Validation accuracy:--- 0.9332 Validation Loss: 0.22939345
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.0928961 ---Validation accuracy:--- 0.9286 Validation Loss: 0.23905596
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.088648856 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2452707
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.21557774 ---Validation accuracy:--- 0.931 Validation Loss: 0.2464448
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14001048 ---Validation accuracy:--- 0.9274 Validation Loss: 0.25335672
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12800997 ---Validation accuracy:--- 0.9328 Validation Loss: 0.22986338
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06321327 ---Validation accuracy:--- 0.929 Validation Loss: 0.23644201
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21705498 ---Validation accuracy:--- 0.9334 Validation Loss: 0.22517215
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.18069062 ---Validation accuracy:--- 0.9254 Validation Loss: 0.25862586
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1243389 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2576222
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19167006 ---Validation accuracy:--- 0.9144 Validation Loss: 0.28530505
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10121811 ---Validation accuracy:--- 0.9316 Validation Loss: 0.22910258
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.075581886 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22461443
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.152022 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22918594
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15597554 ---Validation accuracy:--- 0.9362 Validation Loss: 0.21693955
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13504821 ---Validation accuracy:--- 0.9306 Validation Loss: 0.22555175
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19302087 ---Validation accuracy:--- 0.932 Validation Loss: 0.22735977
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07446845 ---Validation accuracy:--- 0.9318 Validation Loss: 0.23723848
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23876272 ---Validation accuracy:--- 0.9296 Validation Loss: 0.23322164
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.093918994 ---Validation accuracy:--- 0.9314 Validation Loss: 0.23065005
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.17069143 ---Validation accuracy:--- 0.9262 Validation Loss: 0.25154766
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.16852592 ---Validation accuracy:--- 0.926 Validation Loss: 0.24499987
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21373123 ---Validation accuracy:--- 0.9272 Validation Loss: 0.23893462
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25462922 ---Validation accuracy:--- 0.931 Validation Loss: 0.22450127
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15654549 ---Validation accuracy:--- 0.933 Validation Loss: 0.22283037
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.25515148 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23120515
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1694953 ---Validation accuracy:--- 0.9296 Validation Loss: 0.22663213
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11057678 ---Validation accuracy:--- 0.925 Validation Loss: 0.24698606
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11731438 ---Validation accuracy:--- 0.9316 Validation Loss: 0.22301048
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1764213 ---Validation accuracy:--- 0.9282 Validation Loss: 0.23837392
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.17488566 ---Validation accuracy:--- 0.9222 Validation Loss: 0.26618046
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.11087428 ---Validation accuracy:--- 0.9164 Validation Loss: 0.26239327
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.2246091 ---Validation accuracy:--- 0.9208 Validation Loss: 0.27231678
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.19528843 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2575348
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.22842266 ---Validation accuracy:--- 0.912 Validation Loss: 0.2898916
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13122691 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22177881
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13060306 ---Validation accuracy:--- 0.9362 Validation Loss: 0.21625023
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22341321 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23036516
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15926225 ---Validation accuracy:--- 0.931 Validation Loss: 0.22689983
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14054096 ---Validation accuracy:--- 0.9294 Validation Loss: 0.23763847
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16170841 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23870781
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15346429 ---Validation accuracy:--- 0.93 Validation Loss: 0.22783016
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.08635204 ---Validation accuracy:--- 0.939 Validation Loss: 0.20313172
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.126951 ---Validation accuracy:--- 0.938 Validation Loss: 0.21298975
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11141834 ---Validation accuracy:--- 0.937 Validation Loss: 0.2147722
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.057529297 ---Validation accuracy:--- 0.932 Validation Loss: 0.22059084
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04843144 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21232973
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.19218327 ---Validation accuracy:--- 0.9264 Validation Loss: 0.25346357
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1532396 ---Validation accuracy:--- 0.929 Validation Loss: 0.24052595
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.15221938 ---Validation accuracy:--- 0.9248 Validation Loss: 0.25224409
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12265923 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23175552
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.21760601 ---Validation accuracy:--- 0.9366 Validation Loss: 0.21767431
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14554635 ---Validation accuracy:--- 0.9286 Validation Loss: 0.23164405
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07812831 ---Validation accuracy:--- 0.9262 Validation Loss: 0.24359326
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17578167 ---Validation accuracy:--- 0.926 Validation Loss: 0.24908401
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07923262 ---Validation accuracy:--- 0.9328 Validation Loss: 0.22120346
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07050144 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22073418
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14229462 ---Validation accuracy:--- 0.9292 Validation Loss: 0.24004833
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12257677 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21858637
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1982526 ---Validation accuracy:--- 0.9258 Validation Loss: 0.2694713
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.09554431 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20442404
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.097619474 ---Validation accuracy:--- 0.935 Validation Loss: 0.22050725
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05864315 ---Validation accuracy:--- 0.942 Validation Loss: 0.20270132
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11218467 ---Validation accuracy:--- 0.935 Validation Loss: 0.22460505
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.083991945 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20089673
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.08994011 ---Validation accuracy:--- 0.9258 Validation Loss: 0.25455752
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.048392676 ---Validation accuracy:--- 0.9364 Validation Loss: 0.2181332
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15128823 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2289189
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.047917914 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23685303
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.196283 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22953926
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.058345538 ---Validation accuracy:--- 0.932 Validation Loss: 0.23513696
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07912715 ---Validation accuracy:--- 0.9346 Validation Loss: 0.22538531
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.096492834 ---Validation accuracy:--- 0.9354 Validation Loss: 0.21921045
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1748854 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22387451
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18754385 ---Validation accuracy:--- 0.9306 Validation Loss: 0.23261382
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.114731506 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21424127
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.14764348 ---Validation accuracy:--- 0.9168 Validation Loss: 0.27465826
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10155653 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22760247
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.083502725 ---Validation accuracy:--- 0.936 Validation Loss: 0.21389835
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1033032 ---Validation accuracy:--- 0.9352 Validation Loss: 0.21991299
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23573992 ---Validation accuracy:--- 0.932 Validation Loss: 0.22572884
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11528754 ---Validation accuracy:--- 0.9384 Validation Loss: 0.20582978
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23063505 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23231687
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20190941 ---Validation accuracy:--- 0.9262 Validation Loss: 0.24280176
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.19899449 ---Validation accuracy:--- 0.929 Validation Loss: 0.23608643
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07883722 ---Validation accuracy:--- 0.9354 Validation Loss: 0.21129487
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14557572 ---Validation accuracy:--- 0.933 Validation Loss: 0.22714986
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17625643 ---Validation accuracy:--- 0.9364 Validation Loss: 0.2176799
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.083264686 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20844734
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.18293053 ---Validation accuracy:--- 0.9276 Validation Loss: 0.24498023
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.28641304 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21472786
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17932919 ---Validation accuracy:--- 0.9374 Validation Loss: 0.2128874
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12464325 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20916934
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.1819824 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21397503
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2113629 ---Validation accuracy:--- 0.9294 Validation Loss: 0.23383562
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.092414595 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2141233
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12897095 ---Validation accuracy:--- 0.9262 Validation Loss: 0.23571716
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20807804 ---Validation accuracy:--- 0.924 Validation Loss: 0.26107606
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21953851 ---Validation accuracy:--- 0.9356 Validation Loss: 0.21780498
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2711009 ---Validation accuracy:--- 0.914 Validation Loss: 0.2981171
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.17601642 ---Validation accuracy:--- 0.931 Validation Loss: 0.23612675
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15651657 ---Validation accuracy:--- 0.9288 Validation Loss: 0.24155867
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12961338 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21347253
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11291604 ---Validation accuracy:--- 0.9294 Validation Loss: 0.23892976
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.20736128 ---Validation accuracy:--- 0.9278 Validation Loss: 0.23769456
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.15928304 ---Validation accuracy:--- 0.9316 Validation Loss: 0.23204698
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07691393 ---Validation accuracy:--- 0.9366 Validation Loss: 0.21901426
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08856926 ---Validation accuracy:--- 0.939 Validation Loss: 0.21118745
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10635995 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29296148
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.25068566 ---Validation accuracy:--- 0.9038 Validation Loss: 0.32301915
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0604462 ---Validation accuracy:--- 0.9244 Validation Loss: 0.26060107
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.27031222 ---Validation accuracy:--- 0.8928 Validation Loss: 0.3645343
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15486322 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23075289
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19700818 ---Validation accuracy:--- 0.9332 Validation Loss: 0.21889248
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13683563 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22032498
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.164862 ---Validation accuracy:--- 0.9166 Validation Loss: 0.27066082
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.30204028 ---Validation accuracy:--- 0.9322 Validation Loss: 0.22859234
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11279 ---Validation accuracy:--- 0.9324 Validation Loss: 0.22552134
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.107938364 ---Validation accuracy:--- 0.934 Validation Loss: 0.22810806
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.24848402 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22435449
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09017458 ---Validation accuracy:--- 0.9322 Validation Loss: 0.22938022
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1445221 ---Validation accuracy:--- 0.929 Validation Loss: 0.24143516
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1535869 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22923829
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.21553685 ---Validation accuracy:--- 0.9238 Validation Loss: 0.25071722
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.059917163 ---Validation accuracy:--- 0.9262 Validation Loss: 0.24164936
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11786704 ---Validation accuracy:--- 0.9118 Validation Loss: 0.2931311
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0899356 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2248125
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17366308 ---Validation accuracy:--- 0.9292 Validation Loss: 0.23618037
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.25824723 ---Validation accuracy:--- 0.9282 Validation Loss: 0.24538642
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08904496 ---Validation accuracy:--- 0.9362 Validation Loss: 0.21864519
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14490213 ---Validation accuracy:--- 0.935 Validation Loss: 0.22632046
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12490957 ---Validation accuracy:--- 0.929 Validation Loss: 0.24556567
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13237749 ---Validation accuracy:--- 0.9358 Validation Loss: 0.21538453
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.12773669 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21127357
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07912403 ---Validation accuracy:--- 0.936 Validation Loss: 0.21350813
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.071187146 ---Validation accuracy:--- 0.9362 Validation Loss: 0.21535562
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.051032983 ---Validation accuracy:--- 0.9394 Validation Loss: 0.20937647
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16737208 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24209717
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14117956 ---Validation accuracy:--- 0.9358 Validation Loss: 0.2170861
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10238961 ---Validation accuracy:--- 0.938 Validation Loss: 0.21752486
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07521741 ---Validation accuracy:--- 0.939 Validation Loss: 0.20461561
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20075002 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21219355
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22769518 ---Validation accuracy:--- 0.9256 Validation Loss: 0.2519313
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05622286 ---Validation accuracy:--- 0.939 Validation Loss: 0.20892756
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.15294972 ---Validation accuracy:--- 0.9356 Validation Loss: 0.221579
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08386851 ---Validation accuracy:--- 0.936 Validation Loss: 0.22378023
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15326485 ---Validation accuracy:--- 0.9286 Validation Loss: 0.25013474
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.06219442 ---Validation accuracy:--- 0.9332 Validation Loss: 0.22869532
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13052945 ---Validation accuracy:--- 0.939 Validation Loss: 0.20930232
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07181044 ---Validation accuracy:--- 0.9394 Validation Loss: 0.20703843
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.11690777 ---Validation accuracy:--- 0.933 Validation Loss: 0.22917378
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10277359 ---Validation accuracy:--- 0.9378 Validation Loss: 0.2110731
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17092656 ---Validation accuracy:--- 0.9264 Validation Loss: 0.247092
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.19247589 ---Validation accuracy:--- 0.9272 Validation Loss: 0.24648558
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12124174 ---Validation accuracy:--- 0.929 Validation Loss: 0.23675972
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.077394 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21100886
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.103019625 ---Validation accuracy:--- 0.9302 Validation Loss: 0.23720805
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.082763575 ---Validation accuracy:--- 0.94 Validation Loss: 0.20802993
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.062891416 ---Validation accuracy:--- 0.932 Validation Loss: 0.2294248
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.17103426 ---Validation accuracy:--- 0.9266 Validation Loss: 0.24447227
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07082147 ---Validation accuracy:--- 0.9376 Validation Loss: 0.20899282
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08128257 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20026132
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.19483241 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22676843
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07664521 ---Validation accuracy:--- 0.9282 Validation Loss: 0.23258471
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.09912466 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21463262
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.111367606 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2138092
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09504304 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21482517
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.04418727 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20500806
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12813897 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21054162
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.09331861 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2438968
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12653455 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21917798
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.039605018 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19805749
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11154862 ---Validation accuracy:--- 0.9384 Validation Loss: 0.20912282
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1161854 ---Validation accuracy:--- 0.9324 Validation Loss: 0.23874927
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.22407688 ---Validation accuracy:--- 0.9378 Validation Loss: 0.20878574
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17143789 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20791763
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.121710606 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20385058
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.3359465 ---Validation accuracy:--- 0.923 Validation Loss: 0.2523837
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1166201 ---Validation accuracy:--- 0.9312 Validation Loss: 0.23120621
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0814805 ---Validation accuracy:--- 0.9328 Validation Loss: 0.22614034
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.116542876 ---Validation accuracy:--- 0.9332 Validation Loss: 0.21966644
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18140922 ---Validation accuracy:--- 0.937 Validation Loss: 0.22425334
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07046451 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22101988
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.05837561 ---Validation accuracy:--- 0.937 Validation Loss: 0.22700134
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18724385 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21552822
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09610853 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21674319
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.060402974 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20359905
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15459257 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21791689
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.15045178 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2295812
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.081077605 ---Validation accuracy:--- 0.9314 Validation Loss: 0.23546442
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.06514424 ---Validation accuracy:--- 0.9372 Validation Loss: 0.2192147
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07923726 ---Validation accuracy:--- 0.9388 Validation Loss: 0.2089215
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.09200926 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21000059
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.047115434 ---Validation accuracy:--- 0.9378 Validation Loss: 0.20863082
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06433824 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20609343
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1338596 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22503498
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09463324 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22496577
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15957516 ---Validation accuracy:--- 0.938 Validation Loss: 0.2128525
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17258735 ---Validation accuracy:--- 0.9348 Validation Loss: 0.21705732
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14653665 ---Validation accuracy:--- 0.9288 Validation Loss: 0.23371655
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.19888866 ---Validation accuracy:--- 0.9346 Validation Loss: 0.2176648
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.11748032 ---Validation accuracy:--- 0.9346 Validation Loss: 0.2281311
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.16814312 ---Validation accuracy:--- 0.934 Validation Loss: 0.22297446
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1403502 ---Validation accuracy:--- 0.9352 Validation Loss: 0.21765694
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18365933 ---Validation accuracy:--- 0.9362 Validation Loss: 0.2096825
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10174536 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21183613
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08849669 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22475459
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.116585776 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22535527
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.049909078 ---Validation accuracy:--- 0.9342 Validation Loss: 0.22473681
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15719762 ---Validation accuracy:--- 0.939 Validation Loss: 0.20596749
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.096500166 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2320268
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12584576 ---Validation accuracy:--- 0.932 Validation Loss: 0.23937988
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.052921683 ---Validation accuracy:--- 0.9354 Validation Loss: 0.21547627
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19607739 ---Validation accuracy:--- 0.9292 Validation Loss: 0.24388643
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1484538 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22658467
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.19933371 ---Validation accuracy:--- 0.9308 Validation Loss: 0.23670225
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.07251463 ---Validation accuracy:--- 0.9322 Validation Loss: 0.22852236
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.05219642 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2036884
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13190517 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20215908
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13611118 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20416601
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.28010428 ---Validation accuracy:--- 0.8806 Validation Loss: 0.3883436
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.37656716 ---Validation accuracy:--- 0.8784 Validation Loss: 0.4408705
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15694518 ---Validation accuracy:--- 0.9302 Validation Loss: 0.23852691
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13100141 ---Validation accuracy:--- 0.9322 Validation Loss: 0.22222622
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.107450865 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20887466
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11861774 ---Validation accuracy:--- 0.9312 Validation Loss: 0.23523296
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.111329384 ---Validation accuracy:--- 0.9312 Validation Loss: 0.23436333
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.054906856 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21146356
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07412506 ---Validation accuracy:--- 0.9342 Validation Loss: 0.22313394
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.101128235 ---Validation accuracy:--- 0.9292 Validation Loss: 0.24144463
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0446782 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21509117
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11976929 ---Validation accuracy:--- 0.9294 Validation Loss: 0.24208911
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.0935824 ---Validation accuracy:--- 0.943 Validation Loss: 0.19675463
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05887623 ---Validation accuracy:--- 0.933 Validation Loss: 0.22571608
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.16113675 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23608787
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05227682 ---Validation accuracy:--- 0.9366 Validation Loss: 0.2207083
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.057023216 ---Validation accuracy:--- 0.9422 Validation Loss: 0.2125355
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11336024 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20867886
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.098425865 ---Validation accuracy:--- 0.935 Validation Loss: 0.21897468
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13510457 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23297042
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09807415 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20806147
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11727789 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21676876
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06430707 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23075216
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.054607574 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21062858
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.27541035 ---Validation accuracy:--- 0.9222 Validation Loss: 0.26941276
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09460779 ---Validation accuracy:--- 0.9356 Validation Loss: 0.22691594
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.099460475 ---Validation accuracy:--- 0.937 Validation Loss: 0.22699167
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12460476 ---Validation accuracy:--- 0.936 Validation Loss: 0.22203305
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1593045 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23765224
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.18423147 ---Validation accuracy:--- 0.9404 Validation Loss: 0.2020428
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.318909 ---Validation accuracy:--- 0.9212 Validation Loss: 0.26064765
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12537287 ---Validation accuracy:--- 0.9256 Validation Loss: 0.25111815
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12074819 ---Validation accuracy:--- 0.9216 Validation Loss: 0.2740767
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.11912101 ---Validation accuracy:--- 0.937 Validation Loss: 0.22151123
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11800365 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21006568
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06813356 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20743743
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09975039 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21145266
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.2904159 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3135241
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.14873153 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21388432
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14189261 ---Validation accuracy:--- 0.924 Validation Loss: 0.25602242
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0714515 ---Validation accuracy:--- 0.9346 Validation Loss: 0.22637247
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13240355 ---Validation accuracy:--- 0.9372 Validation Loss: 0.22687617
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06257936 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22012348
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14603305 ---Validation accuracy:--- 0.9366 Validation Loss: 0.21853201
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.100082524 ---Validation accuracy:--- 0.9304 Validation Loss: 0.229122
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08018444 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21175046
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12859985 ---Validation accuracy:--- 0.9396 Validation Loss: 0.20891523
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.22164765 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2590522
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.118226506 ---Validation accuracy:--- 0.9318 Validation Loss: 0.22895966
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.17992763 ---Validation accuracy:--- 0.933 Validation Loss: 0.23661269
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.18961558 ---Validation accuracy:--- 0.9352 Validation Loss: 0.2217459
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1514247 ---Validation accuracy:--- 0.9274 Validation Loss: 0.24102867
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15245694 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25330353
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20724738 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21415964
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05682085 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20950963
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07691919 ---Validation accuracy:--- 0.9412 Validation Loss: 0.204562
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.116047375 ---Validation accuracy:--- 0.94 Validation Loss: 0.20670141
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.095408164 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21296455
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.118793525 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20236707
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06554708 ---Validation accuracy:--- 0.9412 Validation Loss: 0.2013702
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12106211 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21307261
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2535982 ---Validation accuracy:--- 0.936 Validation Loss: 0.21730366
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06320128 ---Validation accuracy:--- 0.9308 Validation Loss: 0.2330565
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13693082 ---Validation accuracy:--- 0.935 Validation Loss: 0.22146198
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16058592 ---Validation accuracy:--- 0.9354 Validation Loss: 0.2362656
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11266815 ---Validation accuracy:--- 0.928 Validation Loss: 0.24138989
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12610619 ---Validation accuracy:--- 0.9262 Validation Loss: 0.26276636
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12915069 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21767022
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11065506 ---Validation accuracy:--- 0.9398 Validation Loss: 0.22026166
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.08824161 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21980006
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.109633796 ---Validation accuracy:--- 0.9312 Validation Loss: 0.23179463
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15827748 ---Validation accuracy:--- 0.936 Validation Loss: 0.22392161
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17927624 ---Validation accuracy:--- 0.9284 Validation Loss: 0.24493013
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08295873 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21723253
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.32172012 ---Validation accuracy:--- 0.942 Validation Loss: 0.2042822
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13545847 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20738462
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.084584296 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21707676
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21130319 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20810728
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13611077 ---Validation accuracy:--- 0.93 Validation Loss: 0.23048642
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.035901427 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20040515
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.23744111 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22271858
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15724762 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20728575
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.12425934 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20392253
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18761146 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21319401
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15957838 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20722796
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.085079506 ---Validation accuracy:--- 0.9408 Validation Loss: 0.2048962
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16234659 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19923411
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.20658185 ---Validation accuracy:--- 0.9342 Validation Loss: 0.22234064
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11172199 ---Validation accuracy:--- 0.94 Validation Loss: 0.20558809
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11969133 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19370334
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.09392145 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19074847
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07741308 ---Validation accuracy:--- 0.9428 Validation Loss: 0.1923599
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15131645 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20541412
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.17801681 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2601778
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1373484 ---Validation accuracy:--- 0.9346 Validation Loss: 0.21816264
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1317069 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20918824
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20998028 ---Validation accuracy:--- 0.939 Validation Loss: 0.21440229
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18826836 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20481221
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.077694476 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20665914
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.099093765 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21480061
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10171175 ---Validation accuracy:--- 0.9416 Validation Loss: 0.2096094
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09286745 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20885144
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0958805 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19763745
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06039317 ---Validation accuracy:--- 0.9336 Validation Loss: 0.23070982
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.1032391 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22379541
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1422033 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21593013
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14266995 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19894043
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.106958896 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21390022
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.14844674 ---Validation accuracy:--- 0.9426 Validation Loss: 0.2029887
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.121900186 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20855437
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.06943201 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21018818
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06934895 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20461202
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09418589 ---Validation accuracy:--- 0.9378 Validation Loss: 0.20905764
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.087053575 ---Validation accuracy:--- 0.937 Validation Loss: 0.2265458
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16194132 ---Validation accuracy:--- 0.9246 Validation Loss: 0.24958304
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0983 ---Validation accuracy:--- 0.937 Validation Loss: 0.21880384
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.15614298 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22121741
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.111341275 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22635633
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.082159825 ---Validation accuracy:--- 0.9436 Validation Loss: 0.1962234
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09288845 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19540676
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.048517738 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19534937
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06712038 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21688235
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08596314 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20303895
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.12336182 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20099594
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17229947 ---Validation accuracy:--- 0.944 Validation Loss: 0.2015266
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06404162 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21218808
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.12459488 ---Validation accuracy:--- 0.9276 Validation Loss: 0.24041924
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.094404586 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20179045
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.059534494 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20112823
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09853803 ---Validation accuracy:--- 0.9212 Validation Loss: 0.28299433
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23965102 ---Validation accuracy:--- 0.939 Validation Loss: 0.22074424
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12875989 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22319643
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22396868 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22038116
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.1724508 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21339504
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11903765 ---Validation accuracy:--- 0.944 Validation Loss: 0.2054542
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11064603 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20137906
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14191931 ---Validation accuracy:--- 0.9376 Validation Loss: 0.20760065
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.119737454 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19099468
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06820491 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18943071
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.09812941 ---Validation accuracy:--- 0.9438 Validation Loss: 0.1943401
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16334811 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18597256
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.042778406 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18269703
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12178026 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19751489
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12921417 ---Validation accuracy:--- 0.943 Validation Loss: 0.19657822
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.04243474 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2051874
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09202286 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21798535
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15577866 ---Validation accuracy:--- 0.9308 Validation Loss: 0.23888823
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1769595 ---Validation accuracy:--- 0.935 Validation Loss: 0.22146025
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07617896 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20755394
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08116725 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19463629
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15099894 ---Validation accuracy:--- 0.9312 Validation Loss: 0.23081401
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15974344 ---Validation accuracy:--- 0.9382 Validation Loss: 0.20698904
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.36143765 ---Validation accuracy:--- 0.9144 Validation Loss: 0.28187987
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.31051835 ---Validation accuracy:--- 0.856 Validation Loss: 0.4880332
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.32626647 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22551806
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.1021049 ---Validation accuracy:--- 0.9348 Validation Loss: 0.21751255
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0989648 ---Validation accuracy:--- 0.939 Validation Loss: 0.20681985
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10588707 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19632825
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.10220833 ---Validation accuracy:--- 0.9406 Validation Loss: 0.1988895
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.08289984 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19836612
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15113258 ---Validation accuracy:--- 0.9416 Validation Loss: 0.19971329
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05297971 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19848348
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16521978 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19686498
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.065000474 ---Validation accuracy:--- 0.9332 Validation Loss: 0.22378828
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13993701 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20297672
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06733907 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23071049
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10328245 ---Validation accuracy:--- 0.9344 Validation Loss: 0.2399661
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.14842069 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22593383
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.114308394 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22291076
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10164948 ---Validation accuracy:--- 0.9452 Validation Loss: 0.1994089
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.092739895 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20933212
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11305085 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19324641
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.05371463 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19555677
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22175062 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19702512
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12065752 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21567905
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.098979235 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20673032
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.15315893 ---Validation accuracy:--- 0.944 Validation Loss: 0.19890714
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07497649 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19603589
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13342218 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20647927
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.10865613 ---Validation accuracy:--- 0.944 Validation Loss: 0.19797054
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11254109 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19418462
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16720238 ---Validation accuracy:--- 0.944 Validation Loss: 0.20240796
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06839901 ---Validation accuracy:--- 0.9332 Validation Loss: 0.22848862
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.077614024 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2474001
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17597504 ---Validation accuracy:--- 0.94 Validation Loss: 0.20489651
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.114817716 ---Validation accuracy:--- 0.937 Validation Loss: 0.21148916
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06989577 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20719784
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08095913 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20747778
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.07992952 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20793156
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08502571 ---Validation accuracy:--- 0.945 Validation Loss: 0.19327572
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10928267 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22945979
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13346134 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19251022
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10160214 ---Validation accuracy:--- 0.9372 Validation Loss: 0.20864336
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17109266 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2250063
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22264774 ---Validation accuracy:--- 0.895 Validation Loss: 0.3354854
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.046357308 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22409493
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.106748484 ---Validation accuracy:--- 0.939 Validation Loss: 0.2132086
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07125197 ---Validation accuracy:--- 0.945 Validation Loss: 0.19621396
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.040767204 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19684155
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.061323795 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20192087
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.064742945 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21372417
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.050935917 ---Validation accuracy:--- 0.943 Validation Loss: 0.20274284
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.049156193 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20887692
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.2393158 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20292039
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.057665456 ---Validation accuracy:--- 0.945 Validation Loss: 0.19859643
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13198076 ---Validation accuracy:--- 0.947 Validation Loss: 0.19126236
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.124798775 ---Validation accuracy:--- 0.9358 Validation Loss: 0.223544
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13075711 ---Validation accuracy:--- 0.946 Validation Loss: 0.19157727
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.17377238 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19189312
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.12060959 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19910112
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11272705 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19305158
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10945999 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19308104
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11500901 ---Validation accuracy:--- 0.941 Validation Loss: 0.20278816
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05489642 ---Validation accuracy:--- 0.9404 Validation Loss: 0.19992425
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.120124795 ---Validation accuracy:--- 0.9328 Validation Loss: 0.22548662
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15415202 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21088262
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.18330517 ---Validation accuracy:--- 0.9262 Validation Loss: 0.24540254
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.08143591 ---Validation accuracy:--- 0.9392 Validation Loss: 0.2074833
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06345079 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19157156
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.072194844 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18734236
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16706337 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20143135
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.080962986 ---Validation accuracy:--- 0.941 Validation Loss: 0.20745425
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09026847 ---Validation accuracy:--- 0.9368 Validation Loss: 0.2125648
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13823812 ---Validation accuracy:--- 0.941 Validation Loss: 0.20171992
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.046941854 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1873395
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12881204 ---Validation accuracy:--- 0.929 Validation Loss: 0.243975
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.05898695 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19901852
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.063575685 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18988886
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17568827 ---Validation accuracy:--- 0.918 Validation Loss: 0.26733828
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16850635 ---Validation accuracy:--- 0.941 Validation Loss: 0.19507818
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10694864 ---Validation accuracy:--- 0.945 Validation Loss: 0.19376914
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14496045 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21501406
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07149815 ---Validation accuracy:--- 0.944 Validation Loss: 0.19631061
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1309477 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2144748
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13600975 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22552219
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08377536 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2002485
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09842423 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19240816
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10559505 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20092045
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.084047906 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20224132
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.16256072 ---Validation accuracy:--- 0.9396 Validation Loss: 0.2064181
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2531463 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22647034
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14563988 ---Validation accuracy:--- 0.9314 Validation Loss: 0.22083394
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15085706 ---Validation accuracy:--- 0.9348 Validation Loss: 0.21788292
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.059206896 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2231547
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.081736974 ---Validation accuracy:--- 0.937 Validation Loss: 0.21216458
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.18177323 ---Validation accuracy:--- 0.9324 Validation Loss: 0.22624195
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.096763365 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20834795
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05230943 ---Validation accuracy:--- 0.9344 Validation Loss: 0.21878958
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18028292 ---Validation accuracy:--- 0.926 Validation Loss: 0.2543052
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08334234 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19497727
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.083489075 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20294471
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09288209 ---Validation accuracy:--- 0.9346 Validation Loss: 0.2283705
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.230035 ---Validation accuracy:--- 0.9342 Validation Loss: 0.22769444
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18279809 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21594025
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.09876947 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18743037
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.082441874 ---Validation accuracy:--- 0.944 Validation Loss: 0.19837826
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15112863 ---Validation accuracy:--- 0.9346 Validation Loss: 0.22744727
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13296928 ---Validation accuracy:--- 0.9426 Validation Loss: 0.18977658
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13347685 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20015647
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12010963 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19372134
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12383823 ---Validation accuracy:--- 0.943 Validation Loss: 0.19627245
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08679758 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19464803
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11986408 ---Validation accuracy:--- 0.937 Validation Loss: 0.217977
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12213659 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18533993
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.124492005 ---Validation accuracy:--- 0.9466 Validation Loss: 0.1852379
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.09646371 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19909872
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11172496 ---Validation accuracy:--- 0.9154 Validation Loss: 0.29443258
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.122184165 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21277004
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05087498 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20192693
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.22160885 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3020909
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.6141842 ---Validation accuracy:--- 0.882 Validation Loss: 0.4159379
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.21177109 ---Validation accuracy:--- 0.9008 Validation Loss: 0.3296712
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09502866 ---Validation accuracy:--- 0.917 Validation Loss: 0.2774725
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23813339 ---Validation accuracy:--- 0.9254 Validation Loss: 0.24936228
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.0770458 ---Validation accuracy:--- 0.9348 Validation Loss: 0.21854337
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14183699 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2626437
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.29248065 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21054426
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10997888 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20047107
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.24367988 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20138451
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13593969 ---Validation accuracy:--- 0.934 Validation Loss: 0.22209702
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08138894 ---Validation accuracy:--- 0.939 Validation Loss: 0.20926218
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15716316 ---Validation accuracy:--- 0.943 Validation Loss: 0.20125458
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07742451 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20456152
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.25523934 ---Validation accuracy:--- 0.9182 Validation Loss: 0.28539738
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.07923579 ---Validation accuracy:--- 0.9246 Validation Loss: 0.24421279
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14088881 ---Validation accuracy:--- 0.935 Validation Loss: 0.20988387
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.113630384 ---Validation accuracy:--- 0.943 Validation Loss: 0.1959643
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10669784 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19708401
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17095661 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19346298
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12581773 ---Validation accuracy:--- 0.9356 Validation Loss: 0.21911752
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08034175 ---Validation accuracy:--- 0.941 Validation Loss: 0.20143563
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14562492 ---Validation accuracy:--- 0.9336 Validation Loss: 0.21833381
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.14848588 ---Validation accuracy:--- 0.943 Validation Loss: 0.18784395
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06388845 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18978843
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.062860355 ---Validation accuracy:--- 0.941 Validation Loss: 0.1962667
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.123153575 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21058238
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06614213 ---Validation accuracy:--- 0.9462 Validation Loss: 0.1943217
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07245626 ---Validation accuracy:--- 0.942 Validation Loss: 0.20324035
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.10739443 ---Validation accuracy:--- 0.945 Validation Loss: 0.19589467
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13190037 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19755538
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10405078 ---Validation accuracy:--- 0.9396 Validation Loss: 0.20332007
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.055469032 ---Validation accuracy:--- 0.9356 Validation Loss: 0.21482345
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.12781401 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2651761
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12817068 ---Validation accuracy:--- 0.933 Validation Loss: 0.23417251
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05575073 ---Validation accuracy:--- 0.941 Validation Loss: 0.20154315
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16705778 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20383623
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.05868437 ---Validation accuracy:--- 0.944 Validation Loss: 0.19786102
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15742041 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20357038
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14002357 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20611694
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17812872 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19011094
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.097324654 ---Validation accuracy:--- 0.9448 Validation Loss: 0.1895207
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.102341406 ---Validation accuracy:--- 0.9432 Validation Loss: 0.18832704
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25382167 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22072588
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10119751 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22481038
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.14464311 ---Validation accuracy:--- 0.9348 Validation Loss: 0.21835086
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07683747 ---Validation accuracy:--- 0.944 Validation Loss: 0.18947268
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.04686114 ---Validation accuracy:--- 0.945 Validation Loss: 0.1816598
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.057819013 ---Validation accuracy:--- 0.944 Validation Loss: 0.19512829
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18120359 ---Validation accuracy:--- 0.9336 Validation Loss: 0.23606145
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.115577266 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1855321
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.14917287 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23929633
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.16187859 ---Validation accuracy:--- 0.9402 Validation Loss: 0.19714946
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1261588 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18411133
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12779827 ---Validation accuracy:--- 0.938 Validation Loss: 0.20304148
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09592071 ---Validation accuracy:--- 0.9406 Validation Loss: 0.1962225
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11177208 ---Validation accuracy:--- 0.9374 Validation Loss: 0.20980069
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16851117 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19546
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08368216 ---Validation accuracy:--- 0.9414 Validation Loss: 0.1948345
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21401364 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18995208
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11716795 ---Validation accuracy:--- 0.9424 Validation Loss: 0.18820785
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.05151907 ---Validation accuracy:--- 0.9404 Validation Loss: 0.19458044
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1239761 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19539915
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2203667 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18602082
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11742225 ---Validation accuracy:--- 0.9428 Validation Loss: 0.198752
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18231514 ---Validation accuracy:--- 0.9102 Validation Loss: 0.29148847
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13073552 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20091966
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19574514 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21085872
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10049687 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21087222
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08086115 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21565339
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12438696 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18507883
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11052809 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18190643
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08514637 ---Validation accuracy:--- 0.9398 Validation Loss: 0.2018609
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14715531 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19267264
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13130732 ---Validation accuracy:--- 0.946 Validation Loss: 0.18656811
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.04238273 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19304484
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06658173 ---Validation accuracy:--- 0.945 Validation Loss: 0.18315485
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.04031588 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18494949
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.103115246 ---Validation accuracy:--- 0.943 Validation Loss: 0.20381738
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12850699 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19200133
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11329051 ---Validation accuracy:--- 0.9282 Validation Loss: 0.23425025
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.15901016 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20827715
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17027077 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18652539
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.087949336 ---Validation accuracy:--- 0.948 Validation Loss: 0.18287998
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17437524 ---Validation accuracy:--- 0.942 Validation Loss: 0.19632104
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.048477348 ---Validation accuracy:--- 0.9436 Validation Loss: 0.1923234
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.070033185 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19373076
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.04098793 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19580595
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.044028524 ---Validation accuracy:--- 0.9384 Validation Loss: 0.20103352
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08028282 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22057134
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13470295 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19352575
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11548717 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18331239
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.109894074 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18479474
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.20774604 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19795021
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.27376655 ---Validation accuracy:--- 0.946 Validation Loss: 0.18652472
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.18054436 ---Validation accuracy:--- 0.9406 Validation Loss: 0.19995245
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.1610553 ---Validation accuracy:--- 0.9316 Validation Loss: 0.23343374
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14665627 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21959873
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11485918 ---Validation accuracy:--- 0.943 Validation Loss: 0.1923598
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.03721758 ---Validation accuracy:--- 0.9434 Validation Loss: 0.18663576
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20255607 ---Validation accuracy:--- 0.945 Validation Loss: 0.18249078
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.092720166 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18705015
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17106055 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18570462
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09544407 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17778745
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12935525 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19948885
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0815441 ---Validation accuracy:--- 0.9392 Validation Loss: 0.1991311
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05500077 ---Validation accuracy:--- 0.9384 Validation Loss: 0.20504643
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12405696 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19937973
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16927037 ---Validation accuracy:--- 0.945 Validation Loss: 0.1817817
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09491489 ---Validation accuracy:--- 0.9346 Validation Loss: 0.22428687
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.122739546 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20603262
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.092092454 ---Validation accuracy:--- 0.944 Validation Loss: 0.1842516
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07288744 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17966478
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10030906 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18508308
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.1095257 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19873199
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17677103 ---Validation accuracy:--- 0.9172 Validation Loss: 0.26954737
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.080973685 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21334614
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09066293 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18053482
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10032713 ---Validation accuracy:--- 0.942 Validation Loss: 0.1922402
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14013867 ---Validation accuracy:--- 0.944 Validation Loss: 0.19048335
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10152943 ---Validation accuracy:--- 0.942 Validation Loss: 0.19491465
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.054725923 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18058057
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11537365 ---Validation accuracy:--- 0.9434 Validation Loss: 0.18501903
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10339654 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18654679
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06160653 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18587251
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.115997925 ---Validation accuracy:--- 0.9434 Validation Loss: 0.18364684
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.04716808 ---Validation accuracy:--- 0.9396 Validation Loss: 0.19781867
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07342334 ---Validation accuracy:--- 0.9448 Validation Loss: 0.1889434
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07312596 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1839703
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10188739 ---Validation accuracy:--- 0.942 Validation Loss: 0.19592388
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.067168504 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22324921
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.041913718 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1794458
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.038796425 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18190008
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16716188 ---Validation accuracy:--- 0.9258 Validation Loss: 0.25146383
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21899182 ---Validation accuracy:--- 0.9428 Validation Loss: 0.18508577
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2759278 ---Validation accuracy:--- 0.907 Validation Loss: 0.34027773
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11518982 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20194733
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10077963 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18751402
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.080473796 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19187774
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15951775 ---Validation accuracy:--- 0.9364 Validation Loss: 0.227444
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09406815 ---Validation accuracy:--- 0.944 Validation Loss: 0.19029577
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16179563 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1793567
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07327417 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18278527
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.04050841 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17984551
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.052564014 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22278425
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.1783147 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22640178
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.16169696 ---Validation accuracy:--- 0.9446 Validation Loss: 0.1901695
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12630954 ---Validation accuracy:--- 0.9416 Validation Loss: 0.19452779
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.086585276 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2232521
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.18066399 ---Validation accuracy:--- 0.941 Validation Loss: 0.20858596
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1331529 ---Validation accuracy:--- 0.9234 Validation Loss: 0.26448002
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.118941024 ---Validation accuracy:--- 0.945 Validation Loss: 0.18424967
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15155831 ---Validation accuracy:--- 0.9432 Validation Loss: 0.1921219
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14382926 ---Validation accuracy:--- 0.95 Validation Loss: 0.17382564
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.11611332 ---Validation accuracy:--- 0.948 Validation Loss: 0.17947853
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.083788015 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17301099
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07908971 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18822707
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.12555166 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19117929
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16882472 ---Validation accuracy:--- 0.943 Validation Loss: 0.20050564
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13530928 ---Validation accuracy:--- 0.9444 Validation Loss: 0.2016417
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.106779195 ---Validation accuracy:--- 0.9396 Validation Loss: 0.20064294
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14211193 ---Validation accuracy:--- 0.9398 Validation Loss: 0.2026282
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.13064955 ---Validation accuracy:--- 0.931 Validation Loss: 0.22990005
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08799702 ---Validation accuracy:--- 0.942 Validation Loss: 0.20897588
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06682322 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19847588
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.032022752 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20454967
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.18550274 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2812522
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08231241 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18558328
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.10925023 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18198419
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12610604 ---Validation accuracy:--- 0.941 Validation Loss: 0.21178147
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.17770977 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19729163
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09684189 ---Validation accuracy:--- 0.947 Validation Loss: 0.18327144
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12398212 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20422746
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.04375083 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21101533
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1452607 ---Validation accuracy:--- 0.938 Validation Loss: 0.21021123
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.23047477 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22138399
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08649557 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19885755
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1507391 ---Validation accuracy:--- 0.939 Validation Loss: 0.20647123
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11883852 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21078047
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.063123524 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21198909
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.12388286 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20395276
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.101999156 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17972057
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.19489327 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17853865
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09656668 ---Validation accuracy:--- 0.941 Validation Loss: 0.20639856
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14348336 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19160917
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08862615 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18123733
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04618686 ---Validation accuracy:--- 0.9472 Validation Loss: 0.1767831
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14688766 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18044946
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.063320756 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18359183
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.16348602 ---Validation accuracy:--- 0.944 Validation Loss: 0.19151533
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15626384 ---Validation accuracy:--- 0.9394 Validation Loss: 0.1994396
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09361499 ---Validation accuracy:--- 0.9414 Validation Loss: 0.19520877
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10945389 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18152055
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17208059 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17371534
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07870387 ---Validation accuracy:--- 0.9414 Validation Loss: 0.19635051
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.07202011 ---Validation accuracy:--- 0.9438 Validation Loss: 0.18591528
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06879947 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19200486
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06605762 ---Validation accuracy:--- 0.9414 Validation Loss: 0.1949908
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08746884 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19651446
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10449652 ---Validation accuracy:--- 0.937 Validation Loss: 0.21879272
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14378923 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19239987
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12302184 ---Validation accuracy:--- 0.947 Validation Loss: 0.18234606
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07597208 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22413191
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18757725 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18466921
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.29410076 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19134209
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13519204 ---Validation accuracy:--- 0.9462 Validation Loss: 0.1823766
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.06736404 ---Validation accuracy:--- 0.9406 Validation Loss: 0.19753663
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.044279147 ---Validation accuracy:--- 0.9398 Validation Loss: 0.19686629
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.104657345 ---Validation accuracy:--- 0.9364 Validation Loss: 0.2079363
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.20586349 ---Validation accuracy:--- 0.9332 Validation Loss: 0.21879065
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06477798 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18156418
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07017186 ---Validation accuracy:--- 0.938 Validation Loss: 0.20740913
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.046073828 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19131216
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07944557 ---Validation accuracy:--- 0.941 Validation Loss: 0.20166682
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12846135 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19425608
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20189957 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20375907
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07401825 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18394978
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15301056 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19430068
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.030131789 ---Validation accuracy:--- 0.9512 Validation Loss: 0.1762213
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06734772 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18222937
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13349047 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18847257
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.059472453 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1898176
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05947866 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20787632
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11710412 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19414382
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.21139328 ---Validation accuracy:--- 0.94 Validation Loss: 0.1998322
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.068197906 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19612996
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.088818215 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18472728
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06515795 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17754278
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07010929 ---Validation accuracy:--- 0.944 Validation Loss: 0.19489902
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11948619 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1820947
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12170898 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21621934
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07492486 ---Validation accuracy:--- 0.9268 Validation Loss: 0.25739267
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06665686 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20235726
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03989634 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20033874
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16300873 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21831006
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05662101 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20518923
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09028026 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19140801
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.095359795 ---Validation accuracy:--- 0.9342 Validation Loss: 0.22050847
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.1429377 ---Validation accuracy:--- 0.9194 Validation Loss: 0.26046127
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09392122 ---Validation accuracy:--- 0.942 Validation Loss: 0.19803697
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.047795113 ---Validation accuracy:--- 0.9458 Validation Loss: 0.1877909
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.049389277 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17476611
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.049818687 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1752165
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.091587566 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17756012
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.14880028 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17611302
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18095951 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17942686
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04440963 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17956202
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.038369514 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17497866
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.051220026 ---Validation accuracy:--- 0.9522 Validation Loss: 0.1736755
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05007212 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18517713
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.13015825 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19171205
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08912632 ---Validation accuracy:--- 0.9348 Validation Loss: 0.21155375
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.068810195 ---Validation accuracy:--- 0.945 Validation Loss: 0.19508983
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08762125 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22449867
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10079504 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21356377
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08447385 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18189512
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.17832851 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1868851
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.11647085 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2022153
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13496408 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18430503
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07876581 ---Validation accuracy:--- 0.9436 Validation Loss: 0.1927605
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14739303 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19313791
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09984528 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18842523
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.055550866 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17846616
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13455637 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20462148
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.104452334 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18383704
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09728863 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18134755
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.091480486 ---Validation accuracy:--- 0.949 Validation Loss: 0.17409582
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.12561218 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17399241
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.095860235 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20568389
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08646712 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18664531
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.050211076 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17598781
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04294138 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17429666
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11599371 ---Validation accuracy:--- 0.948 Validation Loss: 0.17914304
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10201749 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18867192
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.048340656 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19497836
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07158515 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20572837
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08955675 ---Validation accuracy:--- 0.941 Validation Loss: 0.21259795
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.090933874 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29166022
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08942345 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22260684
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09154624 ---Validation accuracy:--- 0.942 Validation Loss: 0.19928376
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07822098 ---Validation accuracy:--- 0.937 Validation Loss: 0.21747732
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10047716 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21263248
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.32517397 ---Validation accuracy:--- 0.944 Validation Loss: 0.18939747
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08172465 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19869742
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13303873 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19284666
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13589343 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19775139
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.073971786 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20027572
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.101254016 ---Validation accuracy:--- 0.9378 Validation Loss: 0.20711711
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.25190377 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22815952
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07448898 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18848372
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0933094 ---Validation accuracy:--- 0.929 Validation Loss: 0.25115186
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.30867988 ---Validation accuracy:--- 0.922 Validation Loss: 0.25390428
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15968345 ---Validation accuracy:--- 0.9314 Validation Loss: 0.22490261
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06396404 ---Validation accuracy:--- 0.938 Validation Loss: 0.22208872
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.18394561 ---Validation accuracy:--- 0.9036 Validation Loss: 0.34271088
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.30258134 ---Validation accuracy:--- 0.9156 Validation Loss: 0.28005317
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.04803331 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18524675
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15826394 ---Validation accuracy:--- 0.936 Validation Loss: 0.2118648
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.097010225 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17557842
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.12159544 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1756814
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12173521 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18084896
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10874708 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19992737
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0730484 ---Validation accuracy:--- 0.9444 Validation Loss: 0.188159
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09224244 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17809086
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.071217045 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20600249
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.07897803 ---Validation accuracy:--- 0.939 Validation Loss: 0.20159085
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.068186186 ---Validation accuracy:--- 0.937 Validation Loss: 0.21106006
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06525885 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18596429
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.19386321 ---Validation accuracy:--- 0.916 Validation Loss: 0.2940832
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.21998271 ---Validation accuracy:--- 0.9306 Validation Loss: 0.22683315
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.13472709 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21094874
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.29407465 ---Validation accuracy:--- 0.9304 Validation Loss: 0.22788668
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.16335236 ---Validation accuracy:--- 0.9402 Validation Loss: 0.203626
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.035133537 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18424754
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03651178 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17956202
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.04324049 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17269063
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13844669 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17668763
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.04788599 ---Validation accuracy:--- 0.948 Validation Loss: 0.1844264
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.106301345 ---Validation accuracy:--- 0.9414 Validation Loss: 0.19645818
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.034335423 ---Validation accuracy:--- 0.9416 Validation Loss: 0.19815479
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13313894 ---Validation accuracy:--- 0.946 Validation Loss: 0.18235548
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16174178 ---Validation accuracy:--- 0.9462 Validation Loss: 0.1779934
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.13023739 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18522078
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.129839 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19510809
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.15117559 ---Validation accuracy:--- 0.94 Validation Loss: 0.19829993
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.1719042 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18467139
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.061625876 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18185562
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10944574 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19194116
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12811996 ---Validation accuracy:--- 0.95 Validation Loss: 0.17812708
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03501788 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18159084
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.117135 ---Validation accuracy:--- 0.9432 Validation Loss: 0.1947868
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1233186 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19247787
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08461857 ---Validation accuracy:--- 0.944 Validation Loss: 0.19297615
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18252784 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19232026
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11774582 ---Validation accuracy:--- 0.946 Validation Loss: 0.18290031
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10463232 ---Validation accuracy:--- 0.9358 Validation Loss: 0.21525298
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0427748 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17693867
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08498581 ---Validation accuracy:--- 0.9342 Validation Loss: 0.21319568
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10967344 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18479422
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13680418 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18603896
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09917464 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18457185
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.030422699 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17720696
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1992532 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17581674
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.111378536 ---Validation accuracy:--- 0.944 Validation Loss: 0.1953381
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09525938 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18618779
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12630647 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17957178
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10575263 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18716533
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04446359 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18401867
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.035148676 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18203624
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.028788643 ---Validation accuracy:--- 0.947 Validation Loss: 0.19085644
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.056897134 ---Validation accuracy:--- 0.944 Validation Loss: 0.18974856
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09786902 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18440542
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.104647234 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18419455
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.057812653 ---Validation accuracy:--- 0.9416 Validation Loss: 0.2015413
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.086802796 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19343898
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18778187 ---Validation accuracy:--- 0.9396 Validation Loss: 0.20115286
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03642907 ---Validation accuracy:--- 0.943 Validation Loss: 0.19404532
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.053887185 ---Validation accuracy:--- 0.9434 Validation Loss: 0.18958923
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.050945994 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18533081
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.28094286 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20629512
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1548266 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26442558
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.073098786 ---Validation accuracy:--- 0.9384 Validation Loss: 0.20657681
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.061509155 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1901209
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13088466 ---Validation accuracy:--- 0.944 Validation Loss: 0.19592111
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04518251 ---Validation accuracy:--- 0.947 Validation Loss: 0.18816806
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.10571828 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21362627
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11381039 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22191401
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.020104222 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20637934
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11389518 ---Validation accuracy:--- 0.947 Validation Loss: 0.18387148
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18783051 ---Validation accuracy:--- 0.944 Validation Loss: 0.1951988
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08388792 ---Validation accuracy:--- 0.9428 Validation Loss: 0.191452
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08548443 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19439127
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04853059 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18303426
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.04411355 ---Validation accuracy:--- 0.945 Validation Loss: 0.18629645
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03882686 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18774587
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07459636 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18490157
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.087771565 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18601577
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.069063 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18716583
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12791319 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2106649
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07616616 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19110239
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15343589 ---Validation accuracy:--- 0.948 Validation Loss: 0.19241026
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09770663 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18585265
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10384144 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18247749
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19887279 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20153542
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05712123 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20614004
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.054049253 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19030698
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07451253 ---Validation accuracy:--- 0.9458 Validation Loss: 0.1862446
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09228407 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19556662
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14597878 ---Validation accuracy:--- 0.948 Validation Loss: 0.18235493
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09744523 ---Validation accuracy:--- 0.946 Validation Loss: 0.19101919
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.103372596 ---Validation accuracy:--- 0.951 Validation Loss: 0.17362952
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11650845 ---Validation accuracy:--- 0.944 Validation Loss: 0.19194731
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15680102 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18590789
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10199791 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20063007
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11155766 ---Validation accuracy:--- 0.945 Validation Loss: 0.19139981
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.046867903 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23745835
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12000311 ---Validation accuracy:--- 0.942 Validation Loss: 0.20602173
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.112075955 ---Validation accuracy:--- 0.943 Validation Loss: 0.19030663
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09912686 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18379135
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.078053094 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18214417
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.089867726 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21928719
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08392112 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18798965
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06824932 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19139168
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09742649 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20130798
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07373073 ---Validation accuracy:--- 0.9386 Validation Loss: 0.2136435
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.14311182 ---Validation accuracy:--- 0.9396 Validation Loss: 0.2095728
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.046203922 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19076562
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06888748 ---Validation accuracy:--- 0.9266 Validation Loss: 0.25870773
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05276161 ---Validation accuracy:--- 0.945 Validation Loss: 0.18880332
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10238808 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16992633
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09503545 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18177812
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.057972103 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17717145
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.22630692 ---Validation accuracy:--- 0.9336 Validation Loss: 0.22942929
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05622653 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18579306
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06443667 ---Validation accuracy:--- 0.938 Validation Loss: 0.20534009
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07192521 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18782416
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16797848 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19195215
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04437171 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19647025
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12640397 ---Validation accuracy:--- 0.944 Validation Loss: 0.18951476
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06111785 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19890656
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20111209 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1809767
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.049103927 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17389295
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.059368096 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17698625
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.029769728 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17367037
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18946926 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18654598
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11444327 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17884625
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09668085 ---Validation accuracy:--- 0.941 Validation Loss: 0.20300364
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07976355 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18988131
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15260115 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18645339
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08637723 ---Validation accuracy:--- 0.947 Validation Loss: 0.18707988
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.054427575 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18864404
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.088065 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17257117
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07092843 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16837063
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.04756095 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1827526
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.060474683 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17743382
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10639505 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1863212
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.057252675 ---Validation accuracy:--- 0.9404 Validation Loss: 0.2008218
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07086903 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1846405
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.19336775 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20719141
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08213705 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19411403
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.20173754 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21658315
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11321262 ---Validation accuracy:--- 0.938 Validation Loss: 0.2124277
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1040623 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19732282
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06349764 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18648504
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10455091 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17983472
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09651358 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20035249
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.072217815 ---Validation accuracy:--- 0.9502 Validation Loss: 0.1755721
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09439793 ---Validation accuracy:--- 0.9412 Validation Loss: 0.2019478
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10557663 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19279866
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0739817 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1858361
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.11881229 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20134431
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.23327644 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20616655
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11091093 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18168098
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.026153233 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17915381
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06588419 ---Validation accuracy:--- 0.9366 Validation Loss: 0.21287291
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.056281548 ---Validation accuracy:--- 0.942 Validation Loss: 0.20477833
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14062107 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17311242
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.07171353 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1685555
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.060413666 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18478836
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07603189 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18262233
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08561637 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18560739
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1302671 ---Validation accuracy:--- 0.949 Validation Loss: 0.18044868
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.06599463 ---Validation accuracy:--- 0.9362 Validation Loss: 0.21210596
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15517692 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17554633
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05612894 ---Validation accuracy:--- 0.952 Validation Loss: 0.16757283
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05392332 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19300976
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15233365 ---Validation accuracy:--- 0.949 Validation Loss: 0.18261954
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.19396102 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17972906
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1557875 ---Validation accuracy:--- 0.944 Validation Loss: 0.199315
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07274491 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21636339
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.039813854 ---Validation accuracy:--- 0.938 Validation Loss: 0.21390703
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.12754987 ---Validation accuracy:--- 0.942 Validation Loss: 0.19749829
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15970103 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18282065
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1358199 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19019829
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16149856 ---Validation accuracy:--- 0.9398 Validation Loss: 0.2056279
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17258385 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21579546
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1789997 ---Validation accuracy:--- 0.9356 Validation Loss: 0.22128785
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09888651 ---Validation accuracy:--- 0.943 Validation Loss: 0.20242918
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08551541 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17799312
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08761215 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20107117
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12690958 ---Validation accuracy:--- 0.9358 Validation Loss: 0.21381499
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11436095 ---Validation accuracy:--- 0.9358 Validation Loss: 0.2187524
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.12135052 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18517718
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11891907 ---Validation accuracy:--- 0.945 Validation Loss: 0.18172051
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.02828949 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16807121
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.032310873 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16950303
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.106497996 ---Validation accuracy:--- 0.943 Validation Loss: 0.19424753
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12866017 ---Validation accuracy:--- 0.949 Validation Loss: 0.1767429
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.117334306 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21151826
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0619238 ---Validation accuracy:--- 0.945 Validation Loss: 0.18963878
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07553634 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18984231
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.12185212 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18549952
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11284676 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17841734
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.055412065 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1769213
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.047353014 ---Validation accuracy:--- 0.95 Validation Loss: 0.17791301
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.15316972 ---Validation accuracy:--- 0.9412 Validation Loss: 0.19997807
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10368871 ---Validation accuracy:--- 0.949 Validation Loss: 0.18242323
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.122384764 ---Validation accuracy:--- 0.949 Validation Loss: 0.17383167
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09655766 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18535165
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.15839542 ---Validation accuracy:--- 0.9248 Validation Loss: 0.25892106
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.60840625 ---Validation accuracy:--- 0.8554 Validation Loss: 0.72240734
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.41935337 ---Validation accuracy:--- 0.8666 Validation Loss: 0.40660724
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.105073236 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2269521
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17411643 ---Validation accuracy:--- 0.9406 Validation Loss: 0.206354
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.11464527 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20064251
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19482866 ---Validation accuracy:--- 0.9404 Validation Loss: 0.2141792
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11722906 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20233026
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1363385 ---Validation accuracy:--- 0.942 Validation Loss: 0.19920318
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14398427 ---Validation accuracy:--- 0.9476 Validation Loss: 0.1771523
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.097171456 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21526109
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14133495 ---Validation accuracy:--- 0.9434 Validation Loss: 0.1900664
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16556843 ---Validation accuracy:--- 0.948 Validation Loss: 0.18366726
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03340348 ---Validation accuracy:--- 0.951 Validation Loss: 0.17192006
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1095565 ---Validation accuracy:--- 0.934 Validation Loss: 0.21752954
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12936512 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1839956
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07048961 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1670177
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.085793346 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16438873
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13643473 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16675223
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09813241 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16873498
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.073514044 ---Validation accuracy:--- 0.9476 Validation Loss: 0.1736408
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.062459003 ---Validation accuracy:--- 0.943 Validation Loss: 0.19282617
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09979817 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17691955
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06737784 ---Validation accuracy:--- 0.945 Validation Loss: 0.18379399
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.13608688 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19904822
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.022587683 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18906343
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.02795868 ---Validation accuracy:--- 0.943 Validation Loss: 0.19218153
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.20827278 ---Validation accuracy:--- 0.946 Validation Loss: 0.19211325
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.2150099 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19602947
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0671032 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17463318
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.08896102 ---Validation accuracy:--- 0.9424 Validation Loss: 0.18942116
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.32140428 ---Validation accuracy:--- 0.9258 Validation Loss: 0.24113066
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.20123957 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17098172
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.064209156 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16970336
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1632811 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1763465
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.100116804 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17667873
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.087666966 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17321518
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11274301 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17114203
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.076914035 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18088472
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.066402204 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18475778
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07226618 ---Validation accuracy:--- 0.95 Validation Loss: 0.17555091
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05911728 ---Validation accuracy:--- 0.952 Validation Loss: 0.16569768
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.122632615 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20090964
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09815656 ---Validation accuracy:--- 0.9394 Validation Loss: 0.2095873
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08220558 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19460556
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06274774 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19690737
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07802578 ---Validation accuracy:--- 0.933 Validation Loss: 0.21825196
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10723919 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1782925
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1861121 ---Validation accuracy:--- 0.945 Validation Loss: 0.18661152
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.124183886 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17637657
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.056901947 ---Validation accuracy:--- 0.941 Validation Loss: 0.1995144
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.10606946 ---Validation accuracy:--- 0.9298 Validation Loss: 0.22500362
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12309749 ---Validation accuracy:--- 0.945 Validation Loss: 0.18492089
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.08892195 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1817003
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08813614 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17962673
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07967895 ---Validation accuracy:--- 0.927 Validation Loss: 0.25288323
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07698461 ---Validation accuracy:--- 0.929 Validation Loss: 0.24556573
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09122484 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18637927
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11071684 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17649424
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09532788 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19808736
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06458317 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19233093
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03185172 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20250043
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06801043 ---Validation accuracy:--- 0.9466 Validation Loss: 0.20348248
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15241474 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19838323
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.140101 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18885028
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.13754371 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19325337
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1075016 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20465682
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14123765 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18548767
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09969057 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18464334
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07698943 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17963457
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.053902272 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18556042
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14247923 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20145032
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.02974167 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1788678
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.035018526 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18120383
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12080625 ---Validation accuracy:--- 0.95 Validation Loss: 0.1717077
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.04791399 ---Validation accuracy:--- 0.942 Validation Loss: 0.20213704
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07650533 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18884186
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06290194 ---Validation accuracy:--- 0.944 Validation Loss: 0.19642946
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08903189 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19208682
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17552637 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20270826
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09147228 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19587788
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.17877042 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20841153
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.14908619 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21729687
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16807613 ---Validation accuracy:--- 0.9308 Validation Loss: 0.24141733
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14835234 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20521778
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.044123683 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17782252
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07233895 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20081985
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.10542443 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18124847
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0882647 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18496898
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09991438 ---Validation accuracy:--- 0.941 Validation Loss: 0.21084802
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06235261 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18608958
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05773605 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17809168
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.088318035 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17639773
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10832357 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1836759
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15981022 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18316159
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.034334883 ---Validation accuracy:--- 0.9448 Validation Loss: 0.195206
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09207494 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17889048
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.076763816 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18669294
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13429503 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22671512
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05523106 ---Validation accuracy:--- 0.939 Validation Loss: 0.21391118
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.108079 ---Validation accuracy:--- 0.9396 Validation Loss: 0.2061208
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.069583975 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18626343
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.089578584 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19078445
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.108965576 ---Validation accuracy:--- 0.948 Validation Loss: 0.1794815
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08879727 ---Validation accuracy:--- 0.9338 Validation Loss: 0.21808977
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16241793 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19185592
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.043731224 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17019649
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0760643 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18452823
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11357749 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20707436
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14976127 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20204364
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1861943 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18706454
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13775758 ---Validation accuracy:--- 0.9366 Validation Loss: 0.21639648
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.076249234 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20947053
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14663504 ---Validation accuracy:--- 0.9466 Validation Loss: 0.1834885
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.10800774 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17851876
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13325451 ---Validation accuracy:--- 0.95 Validation Loss: 0.17615208
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.027654743 ---Validation accuracy:--- 0.947 Validation Loss: 0.18011856
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05036177 ---Validation accuracy:--- 0.9496 Validation Loss: 0.174174
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.076689914 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1816202
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.232103 ---Validation accuracy:--- 0.909 Validation Loss: 0.3121799
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10779019 ---Validation accuracy:--- 0.95 Validation Loss: 0.18039145
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0858644 ---Validation accuracy:--- 0.948 Validation Loss: 0.19060884
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10967405 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20016082
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09673593 ---Validation accuracy:--- 0.947 Validation Loss: 0.18926506
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.054214552 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18273422
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07976038 ---Validation accuracy:--- 0.948 Validation Loss: 0.1865252
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.05178218 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19312182
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16553694 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17713605
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0837105 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18922015
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10132545 ---Validation accuracy:--- 0.948 Validation Loss: 0.18756819
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.060799688 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19789322
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09241653 ---Validation accuracy:--- 0.9448 Validation Loss: 0.1930618
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17311676 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20123328
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.058341064 ---Validation accuracy:--- 0.951 Validation Loss: 0.18050718
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07979208 ---Validation accuracy:--- 0.949 Validation Loss: 0.18261243
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09658401 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17985247
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.058615826 ---Validation accuracy:--- 0.952 Validation Loss: 0.17333041
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.20520543 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23713788
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09920564 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18292585
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12892586 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1855473
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.108295634 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18392341
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.2083168 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18325883
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09398985 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19375429
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1831361 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18320812
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.1098234 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18285036
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.080629595 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18441387
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.057008162 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20660801
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07219882 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18093072
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10312659 ---Validation accuracy:--- 0.9422 Validation Loss: 0.1975161
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.087294556 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19986725
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.084938735 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18624902
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.04887378 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18986306
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09359374 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17519957
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07744867 ---Validation accuracy:--- 0.9534 Validation Loss: 0.17369123
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.043612104 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18668874
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.076691665 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1710582
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.12876967 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16734906
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.08513421 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18284248
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15370834 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22055356
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09232375 ---Validation accuracy:--- 0.947 Validation Loss: 0.18798389
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08085495 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18724222
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05391471 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17804582
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.036000647 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17740545
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.16856304 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21640071
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18273038 ---Validation accuracy:--- 0.9054 Validation Loss: 0.3194406
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.14676449 ---Validation accuracy:--- 0.9192 Validation Loss: 0.26675043
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07669141 ---Validation accuracy:--- 0.9394 Validation Loss: 0.20143725
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1683735 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20668149
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08425932 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19117185
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08397381 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20407617
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.08188276 ---Validation accuracy:--- 0.943 Validation Loss: 0.18854026
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07965503 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18455067
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.067290395 ---Validation accuracy:--- 0.9414 Validation Loss: 0.19739427
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.051123828 ---Validation accuracy:--- 0.9402 Validation Loss: 0.19882545
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08232831 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18268397
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.056052435 ---Validation accuracy:--- 0.943 Validation Loss: 0.18553375
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.049251843 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19009998
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.120628804 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17290767
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05898055 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19745322
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10029006 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16921987
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.14480366 ---Validation accuracy:--- 0.9356 Validation Loss: 0.21520656
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.14994587 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19024938
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.080543526 ---Validation accuracy:--- 0.931 Validation Loss: 0.2295114
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08921436 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18394454
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12118902 ---Validation accuracy:--- 0.938 Validation Loss: 0.21589729
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07029979 ---Validation accuracy:--- 0.9438 Validation Loss: 0.18745945
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15499136 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17123225
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.062955074 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16779628
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14153859 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18069084
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07626761 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18432337
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.067525394 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18062183
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08831711 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16534434
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.05038318 ---Validation accuracy:--- 0.947 Validation Loss: 0.18226846
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.035766385 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17734537
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09078966 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17066118
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.21310623 ---Validation accuracy:--- 0.9394 Validation Loss: 0.20423144
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.076098315 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16678327
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.148476 ---Validation accuracy:--- 0.953 Validation Loss: 0.16318811
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.025859838 ---Validation accuracy:--- 0.9446 Validation Loss: 0.1828954
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06549767 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17075089
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03256568 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16482683
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13102804 ---Validation accuracy:--- 0.949 Validation Loss: 0.17123523
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.23042458 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17384267
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08171669 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16168469
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.098033756 ---Validation accuracy:--- 0.949 Validation Loss: 0.17076081
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06544589 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19843754
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.049755115 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18452667
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.081275605 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20748858
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.23367935 ---Validation accuracy:--- 0.9434 Validation Loss: 0.1924943
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.045789223 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17307952
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.14789212 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19595404
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1376031 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17697483
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.078157455 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17418142
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09712693 ---Validation accuracy:--- 0.947 Validation Loss: 0.17991316
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.080243476 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17674585
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.055225097 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16709583
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12951487 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19528583
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19083704 ---Validation accuracy:--- 0.949 Validation Loss: 0.18408112
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07607754 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18147025
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.059551466 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17166416
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.14969935 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18092984
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14450485 ---Validation accuracy:--- 0.9418 Validation Loss: 0.199418
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.08725628 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1766018
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.10441685 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20122442
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.058361374 ---Validation accuracy:--- 0.9398 Validation Loss: 0.19908378
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.117487945 ---Validation accuracy:--- 0.9318 Validation Loss: 0.22905776
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12618512 ---Validation accuracy:--- 0.935 Validation Loss: 0.2238271
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08297488 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1736657
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06605926 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18251644
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13084982 ---Validation accuracy:--- 0.9458 Validation Loss: 0.17575543
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13189536 ---Validation accuracy:--- 0.9394 Validation Loss: 0.20079151
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.035770115 ---Validation accuracy:--- 0.9454 Validation Loss: 0.17550865
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.063311316 ---Validation accuracy:--- 0.9366 Validation Loss: 0.21165791
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06215433 ---Validation accuracy:--- 0.9424 Validation Loss: 0.1866231
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.114191905 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20048504
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.067342356 ---Validation accuracy:--- 0.944 Validation Loss: 0.18769549
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21108708 ---Validation accuracy:--- 0.943 Validation Loss: 0.18921141
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.14373907 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18417528
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10898726 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1782605
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.059490185 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17352933
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.036054786 ---Validation accuracy:--- 0.9526 Validation Loss: 0.173909
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1004253 ---Validation accuracy:--- 0.95 Validation Loss: 0.17800827
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.071273826 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17063527
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.108638376 ---Validation accuracy:--- 0.9442 Validation Loss: 0.189999
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.053327303 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18561226
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03102761 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17735669
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07781377 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17025226
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.18333066 ---Validation accuracy:--- 0.9372 Validation Loss: 0.20223884
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11733672 ---Validation accuracy:--- 0.949 Validation Loss: 0.17189342
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12522514 ---Validation accuracy:--- 0.9458 Validation Loss: 0.1828168
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.14924926 ---Validation accuracy:--- 0.9418 Validation Loss: 0.1884311
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.074169256 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16687913
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.032894146 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16712618
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.041411024 ---Validation accuracy:--- 0.95 Validation Loss: 0.16997743
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.06297111 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16636989
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.09305518 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17267515
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.096294686 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17155492
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04460245 ---Validation accuracy:--- 0.9538 Validation Loss: 0.17535736
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07532043 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1788801
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13931406 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2017003
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.036342744 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17508182
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05467366 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18226121
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0957056 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18841262
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06626637 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17611906
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.16354683 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18164802
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.110337935 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16576879
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08286285 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16782391
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10318419 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19491443
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.024831094 ---Validation accuracy:--- 0.949 Validation Loss: 0.17179579
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10931771 ---Validation accuracy:--- 0.947 Validation Loss: 0.17545672
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08712129 ---Validation accuracy:--- 0.9412 Validation Loss: 0.19377041
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11956577 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18785615
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.079242714 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17028913
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10441286 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16643104
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.0749948 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16196357
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08222542 ---Validation accuracy:--- 0.9442 Validation Loss: 0.1875162
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08762718 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17902169
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07811065 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1685154
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.10886124 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19235831
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07400761 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18799788
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.032695398 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1669169
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03249345 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16972679
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12851131 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17384584
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.085016176 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18251677
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.120990716 ---Validation accuracy:--- 0.948 Validation Loss: 0.17656672
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.113653794 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1685922
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15903506 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18754345
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07982146 ---Validation accuracy:--- 0.952 Validation Loss: 0.17534119
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08072932 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16186038
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.04310177 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16418572
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.092068575 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18010813
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08754993 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16428734
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07447168 ---Validation accuracy:--- 0.947 Validation Loss: 0.18655877
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07817993 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17296913
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09060997 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18203524
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.0893706 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19640498
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.034140617 ---Validation accuracy:--- 0.941 Validation Loss: 0.21656215
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07577575 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19626482
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.092407115 ---Validation accuracy:--- 0.9328 Validation Loss: 0.22586274
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08640327 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18577085
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.051601697 ---Validation accuracy:--- 0.948 Validation Loss: 0.18245451
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14059545 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2339413
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.057830084 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19538999
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.108167216 ---Validation accuracy:--- 0.9402 Validation Loss: 0.19990842
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07545263 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18265718
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06414586 ---Validation accuracy:--- 0.9426 Validation Loss: 0.1943441
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06431636 ---Validation accuracy:--- 0.941 Validation Loss: 0.20123903
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.052373715 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18009211
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14493096 ---Validation accuracy:--- 0.955 Validation Loss: 0.15912959
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.073145285 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16270712
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.059267417 ---Validation accuracy:--- 0.945 Validation Loss: 0.18853933
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03842578 ---Validation accuracy:--- 0.952 Validation Loss: 0.17046802
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.026170477 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19257434
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.087869786 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1908181
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10178007 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17303237
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08184691 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16904172
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.05268679 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17147344
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08403778 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16250932
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14270416 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16143303
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07105717 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17460449
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17064564 ---Validation accuracy:--- 0.9248 Validation Loss: 0.26909506
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.057600755 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21458799
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14117801 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17280659
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.08876148 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18238609
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.096150704 ---Validation accuracy:--- 0.945 Validation Loss: 0.18182309
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.14499182 ---Validation accuracy:--- 0.9472 Validation Loss: 0.1832186
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08334251 ---Validation accuracy:--- 0.952 Validation Loss: 0.17338264
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.031708367 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18415557
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08347218 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20214881
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06810116 ---Validation accuracy:--- 0.948 Validation Loss: 0.18312934
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10183423 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18052487
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07368694 ---Validation accuracy:--- 0.943 Validation Loss: 0.19712174
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.06997414 ---Validation accuracy:--- 0.95 Validation Loss: 0.18221824
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.066032864 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18456948
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.108349435 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18480144
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.18118191 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17400384
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05246637 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16503267
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06291411 ---Validation accuracy:--- 0.945 Validation Loss: 0.1915181
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06171523 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18236142
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.02334593 ---Validation accuracy:--- 0.946 Validation Loss: 0.18664709
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.066873275 ---Validation accuracy:--- 0.9382 Validation Loss: 0.20014828
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.099594496 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1738345
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.09968287 ---Validation accuracy:--- 0.949 Validation Loss: 0.17581484
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.102302186 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1771965
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.062434863 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17602971
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.047510676 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16691694
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.038914222 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17266972
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.069429785 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19251953
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05759623 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16283558
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.077423 ---Validation accuracy:--- 0.942 Validation Loss: 0.2041007
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.060309883 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19616398
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07398701 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17079455
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.043180823 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16444522
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.063128084 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16907428
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15047675 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17796925
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.035917353 ---Validation accuracy:--- 0.9432 Validation Loss: 0.1980128
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.029555978 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1704201
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10193738 ---Validation accuracy:--- 0.95 Validation Loss: 0.1708076
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.040401984 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18325329
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.20544808 ---Validation accuracy:--- 0.918 Validation Loss: 0.29499596
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.26698133 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20000847
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08045323 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18346216
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06166394 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18569213
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.044485383 ---Validation accuracy:--- 0.9516 Validation Loss: 0.169959
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.14050342 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17527646
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12781872 ---Validation accuracy:--- 0.951 Validation Loss: 0.17064536
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10335246 ---Validation accuracy:--- 0.9438 Validation Loss: 0.18943033
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.07879899 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20486963
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.043964263 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19285868
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04479861 ---Validation accuracy:--- 0.9352 Validation Loss: 0.21919966
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0646328 ---Validation accuracy:--- 0.9414 Validation Loss: 0.19905442
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.070683144 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18275894
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03359968 ---Validation accuracy:--- 0.951 Validation Loss: 0.1702474
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19266778 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19210441
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07545754 ---Validation accuracy:--- 0.956 Validation Loss: 0.16646618
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.12492709 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18402356
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0502254 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19148357
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12713856 ---Validation accuracy:--- 0.947 Validation Loss: 0.19840513
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11136526 ---Validation accuracy:--- 0.9428 Validation Loss: 0.2040629
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.047469445 ---Validation accuracy:--- 0.953 Validation Loss: 0.17026472
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.158237 ---Validation accuracy:--- 0.939 Validation Loss: 0.22038135
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.0882036 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18100818
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.072779275 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1783285
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.102013305 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17589639
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.24813312 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17309135
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14393063 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17873935
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.11859631 ---Validation accuracy:--- 0.941 Validation Loss: 0.19300307
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07893627 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17025186
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11582361 ---Validation accuracy:--- 0.951 Validation Loss: 0.1669199
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.059909746 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17421706
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07894997 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17213699
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11004597 ---Validation accuracy:--- 0.95 Validation Loss: 0.17472748
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.030862417 ---Validation accuracy:--- 0.95 Validation Loss: 0.17148924
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.067618415 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1766752
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05367652 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17235807
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.09075512 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19711387
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10029647 ---Validation accuracy:--- 0.948 Validation Loss: 0.17996028
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07133405 ---Validation accuracy:--- 0.9464 Validation Loss: 0.17987765
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17595284 ---Validation accuracy:--- 0.9402 Validation Loss: 0.19955444
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06925422 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17841424
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11401047 ---Validation accuracy:--- 0.949 Validation Loss: 0.18063737
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.18669094 ---Validation accuracy:--- 0.948 Validation Loss: 0.1727522
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12751535 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16500926
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09358993 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15885589
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10232627 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18340257
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19652338 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17483531
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.037757784 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16841847
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.061232254 ---Validation accuracy:--- 0.9452 Validation Loss: 0.17797983
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.058052916 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17862493
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07521829 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17715661
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06955802 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16137083
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.2096576 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17715056
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.040734988 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16978385
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.043170568 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16853133
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07158023 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1807764
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.065091 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20831704
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10469722 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18203808
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.054350205 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17629738
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07684302 ---Validation accuracy:--- 0.939 Validation Loss: 0.20473059
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1008174 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18318135
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.11214375 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20995907
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10701807 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20002182
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0714157 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2306377
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.077286996 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18825608
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0681932 ---Validation accuracy:--- 0.943 Validation Loss: 0.20124057
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.029961595 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18952456
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.045797616 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17731829
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.049320854 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17099199
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.077200554 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1705582
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04695485 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18316719
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06267792 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18193449
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08366342 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17482795
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.056914996 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17393988
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09323783 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19774872
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12317295 ---Validation accuracy:--- 0.926 Validation Loss: 0.25597128
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10953749 ---Validation accuracy:--- 0.94 Validation Loss: 0.20150477
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.067589276 ---Validation accuracy:--- 0.944 Validation Loss: 0.1844144
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06915008 ---Validation accuracy:--- 0.9452 Validation Loss: 0.1980515
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01873587 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18505213
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.026736509 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19066551
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08571253 ---Validation accuracy:--- 0.943 Validation Loss: 0.2011645
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13711162 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19146091
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.089259155 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19026287
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13999593 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17473742
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14081179 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18173203
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17670618 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19757938
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08855152 ---Validation accuracy:--- 0.947 Validation Loss: 0.18223117
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.018587673 ---Validation accuracy:--- 0.945 Validation Loss: 0.18331754
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.047488652 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18149817
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10398202 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20254791
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07952608 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21836402
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06695006 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19675067
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0338066 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18286316
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04449276 ---Validation accuracy:--- 0.951 Validation Loss: 0.17658643
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0874037 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18112776
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07379688 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17437148
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.074921206 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17894249
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.049645033 ---Validation accuracy:--- 0.9438 Validation Loss: 0.21085788
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.068384856 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19398087
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.038074017 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1806332
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11390932 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19128828
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.11025072 ---Validation accuracy:--- 0.946 Validation Loss: 0.18610406
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06399714 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18457796
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.109480835 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19460678
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.08935557 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20183629
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16303092 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19456145
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.21007107 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23042092
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.058773573 ---Validation accuracy:--- 0.9378 Validation Loss: 0.23488042
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.059623532 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18089561
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.038070913 ---Validation accuracy:--- 0.944 Validation Loss: 0.19721466
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14158298 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18852586
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.09467886 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1771173
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.04137273 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17602932
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06260184 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19871894
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.037291 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17445268
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.018629303 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16796601
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.024083052 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18019155
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.036644228 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17273349
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.119055815 ---Validation accuracy:--- 0.951 Validation Loss: 0.17069694
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13141592 ---Validation accuracy:--- 0.941 Validation Loss: 0.21018814
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10748525 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16925147
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07524224 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17213531
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.059839975 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16709289
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.047913313 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18020183
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07618391 ---Validation accuracy:--- 0.952 Validation Loss: 0.1756375
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0341198 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17716794
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.112760484 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1655537
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06737529 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1822366
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10977078 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19343746
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11728365 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19982688
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09866436 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18286438
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.081790246 ---Validation accuracy:--- 0.9354 Validation Loss: 0.21146072
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.075935796 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17676812
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.098002344 ---Validation accuracy:--- 0.949 Validation Loss: 0.17527217
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10480278 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17626543
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04126688 ---Validation accuracy:--- 0.945 Validation Loss: 0.19023348
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.081938975 ---Validation accuracy:--- 0.948 Validation Loss: 0.18195489
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.055328235 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18634847
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.045485985 ---Validation accuracy:--- 0.95 Validation Loss: 0.18089546
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.042077713 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1751719
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.031972997 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19018598
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14538069 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17327419
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14228769 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18642552
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.04697299 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1755676
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11654698 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18806332
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.059345797 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19257455
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.027728552 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21616362
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03647396 ---Validation accuracy:--- 0.95 Validation Loss: 0.17660256
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.081546895 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17301767
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08557443 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19625881
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10598136 ---Validation accuracy:--- 0.9516 Validation Loss: 0.18278308
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.120317996 ---Validation accuracy:--- 0.9342 Validation Loss: 0.22785245
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14761643 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19638982
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14672558 ---Validation accuracy:--- 0.9544 Validation Loss: 0.17173196
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.04638426 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20261577
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.066233784 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21253195
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.12934051 ---Validation accuracy:--- 0.94 Validation Loss: 0.20289102
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21577972 ---Validation accuracy:--- 0.93 Validation Loss: 0.24414863
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10661533 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17698741
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.087621346 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18294597
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.24894482 ---Validation accuracy:--- 0.9238 Validation Loss: 0.26480767
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.061995946 ---Validation accuracy:--- 0.953 Validation Loss: 0.162124
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.15243328 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16708921
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11339224 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16859825
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06684238 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18279947
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13641118 ---Validation accuracy:--- 0.9558 Validation Loss: 0.16554981
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.050247375 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16957113
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.039438024 ---Validation accuracy:--- 0.9552 Validation Loss: 0.1653238
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.069558166 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17714809
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09100435 ---Validation accuracy:--- 0.951 Validation Loss: 0.16676793
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12648468 ---Validation accuracy:--- 0.956 Validation Loss: 0.16432261
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07246832 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15986778
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07826753 ---Validation accuracy:--- 0.953 Validation Loss: 0.16450141
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10108848 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16365916
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12275622 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16380097
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13982472 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18168738
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.094683856 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17120616
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10089121 ---Validation accuracy:--- 0.954 Validation Loss: 0.16185036
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.04287471 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16469456
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.051263962 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16581473
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09017092 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1694607
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.054966617 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16290419
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.057998747 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16701041
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.040875986 ---Validation accuracy:--- 0.947 Validation Loss: 0.18622133
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11467364 ---Validation accuracy:--- 0.946 Validation Loss: 0.19214958
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0765008 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18384902
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.103315555 ---Validation accuracy:--- 0.946 Validation Loss: 0.18915074
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07885748 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16515364
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10839382 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17991757
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.062438063 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18819368
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17258765 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19076474
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08463992 ---Validation accuracy:--- 0.956 Validation Loss: 0.1648543
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12821718 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18401593
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.100061916 ---Validation accuracy:--- 0.95 Validation Loss: 0.16820467
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12546702 ---Validation accuracy:--- 0.9498 Validation Loss: 0.1773449
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08812302 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16896656
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.11278717 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1589177
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.113260634 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16123872
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13769898 ---Validation accuracy:--- 0.955 Validation Loss: 0.15786456
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.037319485 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15917143
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.045916244 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16409555
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13558249 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20414305
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09689904 ---Validation accuracy:--- 0.954 Validation Loss: 0.15900347
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03678462 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16340676
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.117483094 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16848987
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.054052435 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15800583
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.040730935 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16681136
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.056352615 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20820148
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.086566165 ---Validation accuracy:--- 0.953 Validation Loss: 0.1772405
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.022413434 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17186111
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08530962 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16422316
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.07057421 ---Validation accuracy:--- 0.951 Validation Loss: 0.17528486
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18552978 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17551297
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.15056935 ---Validation accuracy:--- 0.9386 Validation Loss: 0.20184964
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07516695 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17307548
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.13909052 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16758157
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.14727016 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17432252
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.090394385 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18829407
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1567002 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17296131
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11765595 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15936472
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.024259403 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16633973
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0836607 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15634745
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.1215938 ---Validation accuracy:--- 0.955 Validation Loss: 0.15734465
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.13336201 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16882576
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.038644925 ---Validation accuracy:--- 0.95 Validation Loss: 0.17381582
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.123464115 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18825242
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05245091 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16365454
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11687608 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17498006
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06883394 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17074642
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14001709 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16670768
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.058110986 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16507089
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.118206576 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20165636
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15615216 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18016769
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.047597904 ---Validation accuracy:--- 0.9432 Validation Loss: 0.2033319
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12187516 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18578827
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.028546445 ---Validation accuracy:--- 0.951 Validation Loss: 0.17613469
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.061625186 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16899128
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11425093 ---Validation accuracy:--- 0.944 Validation Loss: 0.20091042
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.20421933 ---Validation accuracy:--- 0.938 Validation Loss: 0.21937476
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.02247481 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19877607
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.040796366 ---Validation accuracy:--- 0.952 Validation Loss: 0.17266631
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.018332023 ---Validation accuracy:--- 0.953 Validation Loss: 0.17030159
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.093117364 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1849952
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11318003 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18252563
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.055409994 ---Validation accuracy:--- 0.948 Validation Loss: 0.18098244
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.11337826 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16359189
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13294958 ---Validation accuracy:--- 0.9412 Validation Loss: 0.19815665
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14202246 ---Validation accuracy:--- 0.954 Validation Loss: 0.16254474
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08647179 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15823716
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.06856233 ---Validation accuracy:--- 0.9548 Validation Loss: 0.1647221
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10225759 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17384496
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01975426 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18138339
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10155937 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18475068
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06895328 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19300783
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.046397552 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16191739
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.082231395 ---Validation accuracy:--- 0.9458 Validation Loss: 0.1917082
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.167378 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20638601
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.090558834 ---Validation accuracy:--- 0.9126 Validation Loss: 0.29052743
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2338694 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20962042
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.054695282 ---Validation accuracy:--- 0.948 Validation Loss: 0.17878892
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05455573 ---Validation accuracy:--- 0.954 Validation Loss: 0.16071911
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13399723 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16179438
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.030618554 ---Validation accuracy:--- 0.952 Validation Loss: 0.16812995
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.112270564 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17249109
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.070049085 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19256015
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08951086 ---Validation accuracy:--- 0.948 Validation Loss: 0.18454349
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.06153384 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19178285
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09388927 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17317176
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09890751 ---Validation accuracy:--- 0.9488 Validation Loss: 0.183415
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07850997 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17496526
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.12558179 ---Validation accuracy:--- 0.9542 Validation Loss: 0.17020474
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.21964127 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17788896
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06608104 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16663343
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.102041475 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15913668
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13139477 ---Validation accuracy:--- 0.954 Validation Loss: 0.16135943
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.048402783 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16545135
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.095612384 ---Validation accuracy:--- 0.954 Validation Loss: 0.16394499
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.16879901 ---Validation accuracy:--- 0.952 Validation Loss: 0.16651076
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1327137 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1735416
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.20349568 ---Validation accuracy:--- 0.948 Validation Loss: 0.1862478
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.041767854 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16965687
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12465928 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19010632
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.084299594 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19903028
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04924315 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1816869
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.084044926 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17778753
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0392543 ---Validation accuracy:--- 0.952 Validation Loss: 0.16221373
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11593523 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15740423
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.090913355 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17979763
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03379802 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17488113
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.19390267 ---Validation accuracy:--- 0.9462 Validation Loss: 0.1853285
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11278894 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16629851
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.028683458 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1684748
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09672774 ---Validation accuracy:--- 0.953 Validation Loss: 0.16646822
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11223592 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17327905
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.060312822 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17256054
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13648249 ---Validation accuracy:--- 0.952 Validation Loss: 0.16212904
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13215487 ---Validation accuracy:--- 0.927 Validation Loss: 0.25324318
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14949428 ---Validation accuracy:--- 0.945 Validation Loss: 0.18234451
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.080696985 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18105552
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.097738914 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17922366
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.032878377 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17369932
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.0860893 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16990271
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06274547 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18380384
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04668305 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18161336
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.033458386 ---Validation accuracy:--- 0.9464 Validation Loss: 0.17591652
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06758719 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1691729
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.048637714 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1684148
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.118785955 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16508791
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.092308626 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17774324
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08924845 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19851959
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.030641718 ---Validation accuracy:--- 0.954 Validation Loss: 0.1602983
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0241118 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16287072
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1836075 ---Validation accuracy:--- 0.9218 Validation Loss: 0.27576348
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09007488 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18359157
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05636942 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16970403
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.071508236 ---Validation accuracy:--- 0.951 Validation Loss: 0.16963004
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.051895972 ---Validation accuracy:--- 0.946 Validation Loss: 0.18855579
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.065606266 ---Validation accuracy:--- 0.948 Validation Loss: 0.18387742
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11191981 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19181357
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.053098593 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17505027
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.103958614 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17697425
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.059366766 ---Validation accuracy:--- 0.9442 Validation Loss: 0.1980707
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.038059436 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16833943
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.100534774 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20261931
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.120306514 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16989253
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06355929 ---Validation accuracy:--- 0.955 Validation Loss: 0.16486943
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.16510569 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16669767
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15504165 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17738056
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08906961 ---Validation accuracy:--- 0.9466 Validation Loss: 0.1786718
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.049720958 ---Validation accuracy:--- 0.9534 Validation Loss: 0.17169438
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11347584 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16605745
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08280645 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16843748
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09473463 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18924583
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.035652038 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16338289
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.087167226 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17430969
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10422041 ---Validation accuracy:--- 0.946 Validation Loss: 0.19038348
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.020185633 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17466357
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07465601 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18076374
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.205942 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17732498
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07925014 ---Validation accuracy:--- 0.9512 Validation Loss: 0.1756074
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.09543709 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20230438
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07540235 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17772132
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18548647 ---Validation accuracy:--- 0.952 Validation Loss: 0.17034404
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08501568 ---Validation accuracy:--- 0.9558 Validation Loss: 0.16446541
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07257012 ---Validation accuracy:--- 0.9576 Validation Loss: 0.16081107
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09339949 ---Validation accuracy:--- 0.957 Validation Loss: 0.16064452
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08154075 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18038477
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15207398 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19693664
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11084322 ---Validation accuracy:--- 0.945 Validation Loss: 0.18046753
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.12517732 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18306808
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.061854716 ---Validation accuracy:--- 0.9476 Validation Loss: 0.1776336
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11957205 ---Validation accuracy:--- 0.952 Validation Loss: 0.16686755
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12602518 ---Validation accuracy:--- 0.952 Validation Loss: 0.16293982
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.15043007 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16878098
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08261845 ---Validation accuracy:--- 0.94 Validation Loss: 0.1990445
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10256141 ---Validation accuracy:--- 0.9438 Validation Loss: 0.1922855
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07247271 ---Validation accuracy:--- 0.945 Validation Loss: 0.18885452
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07903264 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17507896
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.036653493 ---Validation accuracy:--- 0.95 Validation Loss: 0.16935976
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1150403 ---Validation accuracy:--- 0.9446 Validation Loss: 0.17879562
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.07252733 ---Validation accuracy:--- 0.95 Validation Loss: 0.17327249
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14391376 ---Validation accuracy:--- 0.955 Validation Loss: 0.16337723
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.110409126 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17092118
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10329961 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17436352
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12284464 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18329231
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.058132853 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19657214
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.087967776 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18238547
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06190869 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1741729
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15165146 ---Validation accuracy:--- 0.9502 Validation Loss: 0.178474
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.027567873 ---Validation accuracy:--- 0.95 Validation Loss: 0.1810276
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.16153191 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1777644
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06377377 ---Validation accuracy:--- 0.951 Validation Loss: 0.17176954
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10695657 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16828242
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.08909157 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17871162
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08353868 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16748752
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12597412 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18479785
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.097514346 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16690713
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06989138 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17199375
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.06010519 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17304361
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08555071 ---Validation accuracy:--- 0.9522 Validation Loss: 0.1805656
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.055787854 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1769244
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05201548 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18275297
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09007893 ---Validation accuracy:--- 0.9564 Validation Loss: 0.16336246
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.036744323 ---Validation accuracy:--- 0.953 Validation Loss: 0.17037556
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08196609 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16724297
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15835829 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17823574
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06934725 ---Validation accuracy:--- 0.953 Validation Loss: 0.16204108
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.050124936 ---Validation accuracy:--- 0.952 Validation Loss: 0.1722939
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.072507896 ---Validation accuracy:--- 0.953 Validation Loss: 0.16418721
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0269114 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16245635
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07112667 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17492822
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10595411 ---Validation accuracy:--- 0.9542 Validation Loss: 0.17618819
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.058656827 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19502118
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12450819 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16563109
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08897202 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1809591
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.059952334 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17522137
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03522197 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16959067
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.050469514 ---Validation accuracy:--- 0.9536 Validation Loss: 0.17054546
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.083391406 ---Validation accuracy:--- 0.954 Validation Loss: 0.17426181
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.055465363 ---Validation accuracy:--- 0.9324 Validation Loss: 0.22545911
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18819033 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17098315
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11350401 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16582014
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15990771 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16017222
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.090919726 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18797229
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.036524337 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1609681
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15925883 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19304115
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.179432 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16735908
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.112792455 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16507429
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.106491394 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16683692
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06911663 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16871725
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.061347824 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17159238
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.1837042 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1643983
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.19461109 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17062658
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1165765 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22549477
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10164139 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2680138
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09970195 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18140651
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06218833 ---Validation accuracy:--- 0.9568 Validation Loss: 0.1589515
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.16532928 ---Validation accuracy:--- 0.94 Validation Loss: 0.19629732
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0619549 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18193543
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.098126486 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18406153
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12490994 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15889682
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06985123 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15916193
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09687202 ---Validation accuracy:--- 0.955 Validation Loss: 0.16252495
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08667181 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16240841
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.046159163 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15596339
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11815879 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17956428
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07756741 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18337883
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.083214425 ---Validation accuracy:--- 0.951 Validation Loss: 0.16455276
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.20148806 ---Validation accuracy:--- 0.9366 Validation Loss: 0.2170783
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14079796 ---Validation accuracy:--- 0.9486 Validation Loss: 0.171947
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.056562733 ---Validation accuracy:--- 0.953 Validation Loss: 0.15871577
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03670834 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16173455
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.045463905 ---Validation accuracy:--- 0.956 Validation Loss: 0.15571514
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.057001688 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16805966
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11009489 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15464649
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.048512623 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15957569
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14668697 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18874381
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.20157407 ---Validation accuracy:--- 0.956 Validation Loss: 0.16297977
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.044924747 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16344495
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06667423 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16301706
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.042916793 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16870855
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05096768 ---Validation accuracy:--- 0.947 Validation Loss: 0.17758882
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08389556 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17658454
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.079169825 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15999715
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07749158 ---Validation accuracy:--- 0.953 Validation Loss: 0.16741022
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07849648 ---Validation accuracy:--- 0.954 Validation Loss: 0.16153406
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07942575 ---Validation accuracy:--- 0.9522 Validation Loss: 0.1634968
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07281163 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16149971
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.061091747 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1725811
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11622815 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16777036
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06050025 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18301536
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14010008 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19989556
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08236538 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19656612
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.026340479 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1694281
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.047150437 ---Validation accuracy:--- 0.954 Validation Loss: 0.16203357
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09393286 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17470571
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.099609815 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1671446
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1266529 ---Validation accuracy:--- 0.952 Validation Loss: 0.16985342
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04896428 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16290982
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.031435926 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16732906
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.15368436 ---Validation accuracy:--- 0.95 Validation Loss: 0.17644209
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11262743 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16690049
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.049953498 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18497106
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.062390212 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18192959
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.109182164 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17731069
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08092369 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19983901
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.06957428 ---Validation accuracy:--- 0.954 Validation Loss: 0.16528668
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.070629835 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16189842
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.13214093 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15270796
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04892664 ---Validation accuracy:--- 0.956 Validation Loss: 0.15052135
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10262163 ---Validation accuracy:--- 0.952 Validation Loss: 0.1698634
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08293284 ---Validation accuracy:--- 0.9552 Validation Loss: 0.1541937
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07862923 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16219412
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03102622 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15570498
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.047695693 ---Validation accuracy:--- 0.952 Validation Loss: 0.16657144
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.037622947 ---Validation accuracy:--- 0.9532 Validation Loss: 0.160938
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07832477 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15448552
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.098305084 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18234907
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04293542 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17774722
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14785461 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17877059
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.045970492 ---Validation accuracy:--- 0.9558 Validation Loss: 0.16241817
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10862286 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16681553
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04858397 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17243598
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.060335122 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16406932
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.026884263 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17532818
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.0925291 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16704099
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11620595 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16383716
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08329514 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15786122
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.065691054 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16224372
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.095610075 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18006209
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06902244 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17681368
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.08798981 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16704677
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.045348402 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1761492
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.122788474 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17442778
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.062948816 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18038289
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14646433 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16329585
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10781212 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15960158
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04477806 ---Validation accuracy:--- 0.957 Validation Loss: 0.15697202
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07486343 ---Validation accuracy:--- 0.954 Validation Loss: 0.16313605
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0629345 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1663768
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.071215264 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19540493
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10125827 ---Validation accuracy:--- 0.947 Validation Loss: 0.18865934
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12475275 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18164988
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.06373933 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16337922
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09337091 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16518955
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0662612 ---Validation accuracy:--- 0.9562 Validation Loss: 0.16388857
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06738724 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16910069
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.023592649 ---Validation accuracy:--- 0.9532 Validation Loss: 0.17007503
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0684795 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18246089
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.082169265 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16881292
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15740876 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19851598
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08669982 ---Validation accuracy:--- 0.957 Validation Loss: 0.16296427
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.097865544 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16865227
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04883518 ---Validation accuracy:--- 0.9556 Validation Loss: 0.1592149
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07445507 ---Validation accuracy:--- 0.949 Validation Loss: 0.17668933
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06985441 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17287879
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11325357 ---Validation accuracy:--- 0.953 Validation Loss: 0.16753127
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15624733 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16241668
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03466241 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21927756
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11566128 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1860017
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05318059 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16779439
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.024827344 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17297111
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07263404 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17092568
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05377408 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16353437
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09081779 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17987151
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.044612363 ---Validation accuracy:--- 0.953 Validation Loss: 0.1703057
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.075676076 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16399747
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07891233 ---Validation accuracy:--- 0.956 Validation Loss: 0.15827824
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.022791738 ---Validation accuracy:--- 0.955 Validation Loss: 0.16209282
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.039450902 ---Validation accuracy:--- 0.953 Validation Loss: 0.1712793
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.123644836 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1761003
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.037149314 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18816213
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05648043 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19815244
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.097458266 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21553113
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05564727 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17910796
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.084691025 ---Validation accuracy:--- 0.954 Validation Loss: 0.16484804
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.027860375 ---Validation accuracy:--- 0.9546 Validation Loss: 0.17142645
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07251307 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18170059
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.058966655 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19499218
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09949183 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17375065
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05209591 ---Validation accuracy:--- 0.954 Validation Loss: 0.17038916
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04610999 ---Validation accuracy:--- 0.9576 Validation Loss: 0.16132185
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06815756 ---Validation accuracy:--- 0.9538 Validation Loss: 0.17112063
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2083693 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17257605
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.16786137 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18464832
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09106711 ---Validation accuracy:--- 0.9556 Validation Loss: 0.1559362
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.022723453 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15689056
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.057421412 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15846789
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08349739 ---Validation accuracy:--- 0.957 Validation Loss: 0.15765269
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.13379893 ---Validation accuracy:--- 0.933 Validation Loss: 0.24351314
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14413379 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21033251
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.082045615 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17194238
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13075715 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1596797
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.04001088 ---Validation accuracy:--- 0.9556 Validation Loss: 0.1593867
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05941086 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18868609
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07448867 ---Validation accuracy:--- 0.9568 Validation Loss: 0.16352174
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05477819 ---Validation accuracy:--- 0.9558 Validation Loss: 0.1598652
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.054636165 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16439053
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09820372 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16861528
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.053404164 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16322483
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13073628 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16197495
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03626759 ---Validation accuracy:--- 0.956 Validation Loss: 0.15863164
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05648543 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15688196
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.059710674 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16918048
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02312634 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17166078
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12753898 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1668264
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06030234 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17012513
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08835701 ---Validation accuracy:--- 0.948 Validation Loss: 0.18730906
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1436091 ---Validation accuracy:--- 0.952 Validation Loss: 0.17614517
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11723291 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20586255
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.043447018 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18220301
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08822029 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17179541
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.08961221 ---Validation accuracy:--- 0.9514 Validation Loss: 0.18063523
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.121883295 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15390775
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07330246 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16407837
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07975192 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16877876
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.060246497 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17393552
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1294249 ---Validation accuracy:--- 0.949 Validation Loss: 0.1793061
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07502205 ---Validation accuracy:--- 0.9522 Validation Loss: 0.174699
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.061144777 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16820614
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09028696 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19152874
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.052988738 ---Validation accuracy:--- 0.9514 Validation Loss: 0.1775729
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.035044715 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18538709
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.053499624 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16693659
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10572498 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1636499
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10793688 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17885004
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05859385 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20190184
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.048673566 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17677432
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13219443 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18812135
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.098507166 ---Validation accuracy:--- 0.953 Validation Loss: 0.16122794
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09389765 ---Validation accuracy:--- 0.9514 Validation Loss: 0.1688382
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0650631 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17980047
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06847873 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17024803
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09364039 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21163742
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.067319065 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18387744
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01777403 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16779171
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.018284928 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1659433
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.020362958 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17101945
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.051484566 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18859115
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01542664 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1751802
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06663253 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16548789
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.059087977 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16673127
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.026475387 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16570659
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2106198 ---Validation accuracy:--- 0.95 Validation Loss: 0.17951494
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.04621467 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17332919
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.11480229 ---Validation accuracy:--- 0.942 Validation Loss: 0.20701994
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10472992 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18398517
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08471867 ---Validation accuracy:--- 0.9466 Validation Loss: 0.1914021
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.032913 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18008147
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10914223 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17671816
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.066166334 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18800007
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10769977 ---Validation accuracy:--- 0.951 Validation Loss: 0.1754126
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0600213 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18265724
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06271399 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18685177
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14472258 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1750469
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03780111 ---Validation accuracy:--- 0.955 Validation Loss: 0.1597757
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.032175403 ---Validation accuracy:--- 0.9542 Validation Loss: 0.160501
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06955921 ---Validation accuracy:--- 0.954 Validation Loss: 0.16774014
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06858221 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1791111
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09169525 ---Validation accuracy:--- 0.954 Validation Loss: 0.16877092
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.027555352 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16974252
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.044733554 ---Validation accuracy:--- 0.9518 Validation Loss: 0.18198898
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.068400234 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20311673
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11602118 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18519299
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07703073 ---Validation accuracy:--- 0.949 Validation Loss: 0.18492195
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13286789 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17630315
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.11187864 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18353884
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13376491 ---Validation accuracy:--- 0.943 Validation Loss: 0.20743302
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15554604 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20040214
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.059607 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17121461
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15150915 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17242435
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.024606494 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16471516
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08604023 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16143987
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.039129805 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16863967
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.027405916 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16138259
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05539696 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18539813
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.17005551 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21176772
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09178557 ---Validation accuracy:--- 0.949 Validation Loss: 0.18211746
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02675613 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16498707
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.026914125 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1667178
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04135575 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17036475
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.015914733 ---Validation accuracy:--- 0.9592 Validation Loss: 0.15194152
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.15834826 ---Validation accuracy:--- 0.9416 Validation Loss: 0.195656
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.106472455 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18245059
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.027262524 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16708596
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.028888166 ---Validation accuracy:--- 0.954 Validation Loss: 0.16016348
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15060724 ---Validation accuracy:--- 0.953 Validation Loss: 0.16631292
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05443144 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17994049
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.061561905 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16497463
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09718592 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18031317
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.16171883 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17594343
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.036018252 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16392449
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.032303583 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15470876
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.058230054 ---Validation accuracy:--- 0.954 Validation Loss: 0.16498774
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03142732 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16038044
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.080385044 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16447197
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.08712962 ---Validation accuracy:--- 0.95 Validation Loss: 0.17040452
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.20083474 ---Validation accuracy:--- 0.949 Validation Loss: 0.16783307
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.023267783 ---Validation accuracy:--- 0.951 Validation Loss: 0.15940253
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.13699804 ---Validation accuracy:--- 0.948 Validation Loss: 0.16855857
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05359416 ---Validation accuracy:--- 0.952 Validation Loss: 0.16052713
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03214642 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14973186
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12109054 ---Validation accuracy:--- 0.951 Validation Loss: 0.18297419
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05663945 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18303171
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.104802854 ---Validation accuracy:--- 0.952 Validation Loss: 0.16077995
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11134567 ---Validation accuracy:--- 0.945 Validation Loss: 0.18095738
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17010254 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1742164
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08132298 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1647876
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12110721 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15736331
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.117168635 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16581902
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.04991543 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16789062
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07079328 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15956211
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08288822 ---Validation accuracy:--- 0.9566 Validation Loss: 0.14666265
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10127904 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15243055
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10719523 ---Validation accuracy:--- 0.948 Validation Loss: 0.17675796
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.08711369 ---Validation accuracy:--- 0.95 Validation Loss: 0.17512126
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.025010018 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16261058
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.027801609 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16144988
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.14035662 ---Validation accuracy:--- 0.953 Validation Loss: 0.16980778
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11026821 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15695302
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.054987878 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14789005
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.083948895 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14878456
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.062765844 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14256513
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.026835086 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15158667
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1047929 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17888884
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05174952 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18555057
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10694368 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17591977
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.12551995 ---Validation accuracy:--- 0.9424 Validation Loss: 0.18922497
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.15267345 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16079363
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.110907 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18582739
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.18152334 ---Validation accuracy:--- 0.942 Validation Loss: 0.18708955
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21034852 ---Validation accuracy:--- 0.9138 Validation Loss: 0.27521002
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.08593026 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20768821
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.13290171 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16969036
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.049990978 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16553897
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08170069 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16369876
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0659904 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15680003
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08365397 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16031225
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.043041088 ---Validation accuracy:--- 0.953 Validation Loss: 0.16232514
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.058199883 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16857435
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.027726002 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16008708
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03210962 ---Validation accuracy:--- 0.9484 Validation Loss: 0.169559
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05050825 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1620656
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.019470438 ---Validation accuracy:--- 0.95 Validation Loss: 0.169791
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.039993886 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15916362
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.0699861 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16102597
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10071752 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18620193
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.13331725 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15398666
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.098460615 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15525232
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02176472 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1735934
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13234723 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17487866
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.1139594 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19134301
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04505216 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16035984
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04793066 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15798704
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.049775653 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15357126
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2040307 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18128757
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.026839105 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16029651
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0872625 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21937793
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.052251287 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21100132
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.17435913 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22338668
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.050222687 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15598926
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.074610926 ---Validation accuracy:--- 0.958 Validation Loss: 0.14926606
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.050936297 ---Validation accuracy:--- 0.957 Validation Loss: 0.15206608
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.075204164 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16680697
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07475205 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16774301
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.16015624 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18091515
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.040344495 ---Validation accuracy:--- 0.9502 Validation Loss: 0.1645636
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15214755 ---Validation accuracy:--- 0.9528 Validation Loss: 0.1656732
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08791048 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16109239
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.13957325 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16062154
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.05281213 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15498945
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.036152802 ---Validation accuracy:--- 0.953 Validation Loss: 0.16065307
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13333838 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1681045
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.083908595 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17413671
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11322329 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19166934
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12753305 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15913509
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.22206442 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16352017
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10367424 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15972523
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02992018 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16210537
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.034596786 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15136819
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.082238294 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1622464
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1181699 ---Validation accuracy:--- 0.955 Validation Loss: 0.1606131
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.062202994 ---Validation accuracy:--- 0.953 Validation Loss: 0.1613218
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.046868768 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16557755
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.078479856 ---Validation accuracy:--- 0.956 Validation Loss: 0.15647717
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.044520177 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15678631
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.080228366 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15709148
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.15205316 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16287239
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08247133 ---Validation accuracy:--- 0.9564 Validation Loss: 0.14917466
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.057875656 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17127776
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.024153281 ---Validation accuracy:--- 0.9514 Validation Loss: 0.1713835
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06497774 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20352833
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13002901 ---Validation accuracy:--- 0.953 Validation Loss: 0.17342494
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06285954 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15766539
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08680777 ---Validation accuracy:--- 0.955 Validation Loss: 0.15692487
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03863494 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18601646
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.044772264 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17163447
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10074458 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17459942
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.10101663 ---Validation accuracy:--- 0.9456 Validation Loss: 0.17779997
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.04799121 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15292908
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.053169034 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15249562
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06312632 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1537085
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.14126803 ---Validation accuracy:--- 0.9514 Validation Loss: 0.18261203
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06023591 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15439278
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.047197055 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16182747
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.036089826 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17064866
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.030229963 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1691991
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.077603005 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17076379
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.060002718 ---Validation accuracy:--- 0.953 Validation Loss: 0.15439548
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.038703218 ---Validation accuracy:--- 0.9558 Validation Loss: 0.14891133
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.113190286 ---Validation accuracy:--- 0.9548 Validation Loss: 0.156547
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13604088 ---Validation accuracy:--- 0.9486 Validation Loss: 0.16689421
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10516143 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16519004
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09363001 ---Validation accuracy:--- 0.9482 Validation Loss: 0.16733205
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1023037 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16414224
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.061243743 ---Validation accuracy:--- 0.95 Validation Loss: 0.1690977
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.058411226 ---Validation accuracy:--- 0.95 Validation Loss: 0.16981672
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.051226076 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1606201
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.050321933 ---Validation accuracy:--- 0.9496 Validation Loss: 0.170739
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15281397 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17669332
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11951747 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16375835
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.073501445 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16388597
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10844623 ---Validation accuracy:--- 0.9404 Validation Loss: 0.19313836
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13844472 ---Validation accuracy:--- 0.943 Validation Loss: 0.18897557
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09873264 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15961966
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04516877 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15856917
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05606716 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15575069
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.061254855 ---Validation accuracy:--- 0.954 Validation Loss: 0.15619302
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12627727 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17054346
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1001201 ---Validation accuracy:--- 0.953 Validation Loss: 0.16422576
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08964048 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18762857
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.061262254 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15826502
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06847651 ---Validation accuracy:--- 0.9558 Validation Loss: 0.1491445
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.18186146 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22165595
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.06653461 ---Validation accuracy:--- 0.944 Validation Loss: 0.17895944
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.065016955 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1848232
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09635926 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14817767
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06306633 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15418544
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.034432244 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17067522
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.058042236 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1603321
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.036117338 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16108486
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.077425405 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20903735
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08911309 ---Validation accuracy:--- 0.952 Validation Loss: 0.17064442
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.115408756 ---Validation accuracy:--- 0.953 Validation Loss: 0.16033378
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.09870522 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19287558
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07652963 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17066298
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.046086874 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16610855
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09850995 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17833968
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07232182 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17119384
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.12345256 ---Validation accuracy:--- 0.94 Validation Loss: 0.20110323
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10538724 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15585148
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.1613999 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18652445
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07791283 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15868928
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.084094524 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16180749
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.037199304 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16754624
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03796795 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16510789
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08780406 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15931581
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.068357944 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16559839
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11560573 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16904967
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.066569254 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18193059
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.039220177 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16398773
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05617113 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16622546
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04556148 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17059739
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08346882 ---Validation accuracy:--- 0.944 Validation Loss: 0.19864057
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11777258 ---Validation accuracy:--- 0.948 Validation Loss: 0.18544409
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.090172246 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1573141
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12551962 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15627138
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04843748 ---Validation accuracy:--- 0.955 Validation Loss: 0.15385668
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.025136547 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14912482
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.050407074 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15863557
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04243852 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15812078
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.15128583 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21633081
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.055111643 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17206939
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.042979706 ---Validation accuracy:--- 0.95 Validation Loss: 0.15927884
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.041625787 ---Validation accuracy:--- 0.953 Validation Loss: 0.15658809
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08611072 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16233282
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0834577 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1697946
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.07732934 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15472136
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.083392546 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16650103
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06689053 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16390519
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07548098 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16769636
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05722141 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1604754
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08800633 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15764087
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06427091 ---Validation accuracy:--- 0.956 Validation Loss: 0.15983686
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10718128 ---Validation accuracy:--- 0.948 Validation Loss: 0.18144743
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.017283488 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16412866
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08820916 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17408386
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.12115843 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17774066
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.04563712 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15714101
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.045429602 ---Validation accuracy:--- 0.9384 Validation Loss: 0.20624043
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.088714816 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17832586
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.089482285 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16882688
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.089612715 ---Validation accuracy:--- 0.95 Validation Loss: 0.17501889
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12573986 ---Validation accuracy:--- 0.9444 Validation Loss: 0.2034589
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.062088475 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2498648
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.026035286 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17247431
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.18683009 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17671801
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.043142885 ---Validation accuracy:--- 0.946 Validation Loss: 0.18442577
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08067915 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19355798
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.06545394 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17575434
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14909592 ---Validation accuracy:--- 0.95 Validation Loss: 0.17169258
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14622366 ---Validation accuracy:--- 0.941 Validation Loss: 0.2010795
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.048823565 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17463201
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.037845373 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1661624
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12463055 ---Validation accuracy:--- 0.951 Validation Loss: 0.16863155
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.034208547 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19347757
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15324788 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16065697
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08568056 ---Validation accuracy:--- 0.946 Validation Loss: 0.18283631
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07752409 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16681394
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.054856047 ---Validation accuracy:--- 0.954 Validation Loss: 0.15699853
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.025212994 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16141337
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07439464 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16926545
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08136979 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17686304
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06212783 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19135389
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16149645 ---Validation accuracy:--- 0.9282 Validation Loss: 0.24413757
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09472094 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16020827
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07319608 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15606214
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.051701583 ---Validation accuracy:--- 0.955 Validation Loss: 0.16190508
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.18165173 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18302578
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.044609338 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16791953
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.023147296 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16540554
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15140018 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17272949
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.048122782 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16755031
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06627188 ---Validation accuracy:--- 0.9498 Validation Loss: 0.1750634
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.12564059 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19521491
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.087472 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16416375
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.05342991 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16181207
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.071562886 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15954648
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08896398 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16389436
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08258586 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18531449
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.092618905 ---Validation accuracy:--- 0.945 Validation Loss: 0.19168729
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19065453 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2781461
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.0898831 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21417117
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.062070142 ---Validation accuracy:--- 0.942 Validation Loss: 0.19138043
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.062191237 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18518661
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03254098 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17340973
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.17216899 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19801725
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09421232 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16677646
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.021276288 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15804219
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09760222 ---Validation accuracy:--- 0.954 Validation Loss: 0.16197106
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08913046 ---Validation accuracy:--- 0.954 Validation Loss: 0.16212642
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09073509 ---Validation accuracy:--- 0.9568 Validation Loss: 0.16007346
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07741095 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15502253
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1377707 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15622066
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07173192 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14729488
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.08898954 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15926768
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.118012495 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14831945
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06603824 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15263204
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.049672488 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14803685
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12964372 ---Validation accuracy:--- 0.957 Validation Loss: 0.15070352
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07470478 ---Validation accuracy:--- 0.953 Validation Loss: 0.16375466
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09363873 ---Validation accuracy:--- 0.957 Validation Loss: 0.15220083
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10554433 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15996657
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.079759814 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15609603
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15412256 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15480463
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08993363 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15386963
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07507324 ---Validation accuracy:--- 0.9548 Validation Loss: 0.1563709
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03444965 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16510999
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11962719 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16105182
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08390165 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16587663
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.054047078 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15464853
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.030826136 ---Validation accuracy:--- 0.954 Validation Loss: 0.15955797
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06457141 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16342625
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.075189546 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17826389
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.045814604 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15936567
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10564026 ---Validation accuracy:--- 0.952 Validation Loss: 0.16241635
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.065183185 ---Validation accuracy:--- 0.952 Validation Loss: 0.16060391
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08306551 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15853423
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10836466 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16975434
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06687666 ---Validation accuracy:--- 0.9566 Validation Loss: 0.16033037
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07815954 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16268833
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.031923458 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15993203
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12878844 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1933698
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06040106 ---Validation accuracy:--- 0.949 Validation Loss: 0.18146583
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.1430168 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18439883
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.22375582 ---Validation accuracy:--- 0.952 Validation Loss: 0.16740876
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.037535354 ---Validation accuracy:--- 0.9412 Validation Loss: 0.19213599
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.042321693 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17594872
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06797905 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20656557
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.061309196 ---Validation accuracy:--- 0.95 Validation Loss: 0.17125131
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06856066 ---Validation accuracy:--- 0.951 Validation Loss: 0.16344082
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07007405 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15870853
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13158418 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1594614
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.059051458 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16915148
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11860766 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16282873
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.102904074 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17068559
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.051586658 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16319826
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07291348 ---Validation accuracy:--- 0.954 Validation Loss: 0.15674856
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.050147485 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15674087
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07447543 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16598032
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04921264 ---Validation accuracy:--- 0.952 Validation Loss: 0.16614906
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.039349902 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15299988
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.042126723 ---Validation accuracy:--- 0.953 Validation Loss: 0.16103756
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.081284866 ---Validation accuracy:--- 0.9472 Validation Loss: 0.1958871
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04226838 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16932751
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09335737 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15652162
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.120282434 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15933415
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.048115898 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1625004
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04941144 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16178933
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05930936 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16197653
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.1006926 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15096731
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.112633765 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16742048
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.19102749 ---Validation accuracy:--- 0.949 Validation Loss: 0.16721618
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.025227573 ---Validation accuracy:--- 0.9476 Validation Loss: 0.16733707
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.043026716 ---Validation accuracy:--- 0.9478 Validation Loss: 0.16711487
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11516942 ---Validation accuracy:--- 0.949 Validation Loss: 0.17446685
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03808446 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16240783
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.037552148 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16075507
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03925414 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15424775
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11743541 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16136822
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08156399 ---Validation accuracy:--- 0.949 Validation Loss: 0.1709182
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.045022808 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17026572
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06415382 ---Validation accuracy:--- 0.953 Validation Loss: 0.16267891
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.11121375 ---Validation accuracy:--- 0.944 Validation Loss: 0.17761673
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08954146 ---Validation accuracy:--- 0.9512 Validation Loss: 0.15904395
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03848759 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17404331
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.072528966 ---Validation accuracy:--- 0.941 Validation Loss: 0.19713216
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.053441677 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17999773
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.075334996 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19576238
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14955619 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16514292
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07780882 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16135639
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.034978583 ---Validation accuracy:--- 0.9464 Validation Loss: 0.17959376
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.06862956 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16804151
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.054947104 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17400552
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04596555 ---Validation accuracy:--- 0.949 Validation Loss: 0.17012218
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.079022676 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15469885
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10788521 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16515402
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.09288209 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16048074
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.063180074 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16634186
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05804319 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16245173
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.041895922 ---Validation accuracy:--- 0.951 Validation Loss: 0.16486242
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.090109274 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1750012
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.025214355 ---Validation accuracy:--- 0.953 Validation Loss: 0.1595197
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10484062 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1530218
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09593132 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1536383
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.091208726 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17100106
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06453668 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15899007
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04955946 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14780019
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04720701 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15947261
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.048148185 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17872527
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0830339 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15755276
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09948835 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1686676
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12310741 ---Validation accuracy:--- 0.951 Validation Loss: 0.16856186
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.102988355 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1604136
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08796507 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17520493
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05042027 ---Validation accuracy:--- 0.952 Validation Loss: 0.16420716
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0503797 ---Validation accuracy:--- 0.955 Validation Loss: 0.15523769
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.072954334 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16004863
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04560346 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15226595
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.026329782 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16861482
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03347566 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17159939
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.060681958 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16363637
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07504461 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16090594
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.035927005 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16055642
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08058567 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16566804
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07126665 ---Validation accuracy:--- 0.952 Validation Loss: 0.15872815
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.09945147 ---Validation accuracy:--- 0.945 Validation Loss: 0.18287155
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03281632 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17526196
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08071396 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15389845
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.054939438 ---Validation accuracy:--- 0.9564 Validation Loss: 0.1568462
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.12792419 ---Validation accuracy:--- 0.9268 Validation Loss: 0.23074317
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.038603276 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17849456
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.071943186 ---Validation accuracy:--- 0.9318 Validation Loss: 0.22582653
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03346378 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18095465
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.059155196 ---Validation accuracy:--- 0.953 Validation Loss: 0.16533941
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08976341 ---Validation accuracy:--- 0.9286 Validation Loss: 0.23164394
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.2157919 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23082042
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09271932 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17224568
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07215086 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16122375
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06539232 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17005496
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03905795 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15831661
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.09327671 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15542576
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04174302 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16039634
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0380496 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16318765
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07863743 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17945708
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.09564254 ---Validation accuracy:--- 0.932 Validation Loss: 0.21220873
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.10304373 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16762201
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09637481 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16011108
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.028501758 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16755602
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06492069 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16018005
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07058869 ---Validation accuracy:--- 0.9486 Validation Loss: 0.16921602
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12460701 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17336774
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.051028937 ---Validation accuracy:--- 0.9494 Validation Loss: 0.15835056
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.034142718 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1779815
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07756605 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16151391
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.060535844 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16205472
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.030771274 ---Validation accuracy:--- 0.956 Validation Loss: 0.15288223
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.10636273 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15904172
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.048627328 ---Validation accuracy:--- 0.947 Validation Loss: 0.17852731
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04092521 ---Validation accuracy:--- 0.947 Validation Loss: 0.18035129
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06286414 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18831901
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.039078213 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17037927
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.083185695 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1708265
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.057575587 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16654268
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07899011 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16138303
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03628306 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17669356
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.048949663 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16816738
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04501608 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16551286
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.19982228 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17746954
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07765119 ---Validation accuracy:--- 0.954 Validation Loss: 0.1622673
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04026258 ---Validation accuracy:--- 0.956 Validation Loss: 0.15964586
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.098865956 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16320893
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.08571032 ---Validation accuracy:--- 0.954 Validation Loss: 0.16040786
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06095418 ---Validation accuracy:--- 0.951 Validation Loss: 0.17110747
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08610309 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18999812
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.041784257 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18547922
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.021476926 ---Validation accuracy:--- 0.9482 Validation Loss: 0.16784368
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.052037038 ---Validation accuracy:--- 0.95 Validation Loss: 0.16066149
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020210434 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18159872
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05466015 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1741873
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02555225 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17197637
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08361948 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20059356
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.046864863 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16694929
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.049194675 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16002387
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.059301205 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17107248
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02684217 ---Validation accuracy:--- 0.953 Validation Loss: 0.16610345
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06058463 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25512904
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0820231 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16408066
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09647603 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18264739
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.096418746 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17572032
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13723181 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16528992
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.044354744 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1677159
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.098222256 ---Validation accuracy:--- 0.9506 Validation Loss: 0.15785679
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07922228 ---Validation accuracy:--- 0.9454 Validation Loss: 0.17887653
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.096237585 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16415448
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.06259739 ---Validation accuracy:--- 0.954 Validation Loss: 0.15103064
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08585139 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15366745
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.115806684 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1591488
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10904345 ---Validation accuracy:--- 0.952 Validation Loss: 0.16458
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.047421694 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15187015
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.047144648 ---Validation accuracy:--- 0.9548 Validation Loss: 0.14979702
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07650335 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16544428
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09614712 ---Validation accuracy:--- 0.951 Validation Loss: 0.16463983
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.050262164 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16575053
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17138281 ---Validation accuracy:--- 0.95 Validation Loss: 0.16321805
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04264539 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15436621
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08821733 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16404855
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05534109 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16301677
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.059915595 ---Validation accuracy:--- 0.9512 Validation Loss: 0.15054655
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04075902 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1572478
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.10327496 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15391664
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.029341934 ---Validation accuracy:--- 0.9566 Validation Loss: 0.14962754
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.032370634 ---Validation accuracy:--- 0.95 Validation Loss: 0.17002958
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03272812 ---Validation accuracy:--- 0.9472 Validation Loss: 0.1633584
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.048192672 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15129744
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06641162 ---Validation accuracy:--- 0.9476 Validation Loss: 0.16492683
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.11619856 ---Validation accuracy:--- 0.952 Validation Loss: 0.15712076
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07012244 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15023793
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.022902625 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15028918
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.038803793 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14580633
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.063642785 ---Validation accuracy:--- 0.9498 Validation Loss: 0.1531182
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.054329652 ---Validation accuracy:--- 0.9476 Validation Loss: 0.16801152
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12233765 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15494841
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04905684 ---Validation accuracy:--- 0.9526 Validation Loss: 0.166328
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0752497 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17847212
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.06123855 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17680828
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.091583446 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15330613
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.034929775 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15251145
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.066232994 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16729134
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10390558 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16052356
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06415555 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15616134
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08888945 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16027878
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.12108921 ---Validation accuracy:--- 0.9528 Validation Loss: 0.1635741
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.037126385 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20801547
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.0982465 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1659437
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.049218014 ---Validation accuracy:--- 0.9528 Validation Loss: 0.1633197
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.08837502 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17787841
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.024152944 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16329707
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.111901395 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15337172
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06447787 ---Validation accuracy:--- 0.9548 Validation Loss: 0.1522105
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06796903 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15952703
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.122728854 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15482122
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03529378 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15234555
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11539999 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16149239
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.061958596 ---Validation accuracy:--- 0.953 Validation Loss: 0.16527405
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14973395 ---Validation accuracy:--- 0.933 Validation Loss: 0.22639658
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.112087116 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1562738
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.053420115 ---Validation accuracy:--- 0.953 Validation Loss: 0.16142565
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08505757 ---Validation accuracy:--- 0.95 Validation Loss: 0.16900341
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07225092 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17308298
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03915461 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15266469
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06936909 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1571083
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020517979 ---Validation accuracy:--- 0.9548 Validation Loss: 0.155702
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.060183443 ---Validation accuracy:--- 0.9572 Validation Loss: 0.14777035
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.101565294 ---Validation accuracy:--- 0.955 Validation Loss: 0.15168954
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04559567 ---Validation accuracy:--- 0.9564 Validation Loss: 0.14901139
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16172522 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15732408
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08215452 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15488215
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07030056 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16207425
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.028257737 ---Validation accuracy:--- 0.953 Validation Loss: 0.15359822
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08115063 ---Validation accuracy:--- 0.958 Validation Loss: 0.14506426
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.053101324 ---Validation accuracy:--- 0.956 Validation Loss: 0.15514301
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08835003 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15831235
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05698943 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15403059
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04218003 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15953931
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.035761718 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16102529
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.027904067 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15936817
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.12939256 ---Validation accuracy:--- 0.9434 Validation Loss: 0.1813999
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.118149005 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1871761
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.060605735 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18386677
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.19767378 ---Validation accuracy:--- 0.9272 Validation Loss: 0.24451762
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.05716176 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17185742
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.059791222 ---Validation accuracy:--- 0.9548 Validation Loss: 0.1594553
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.097336456 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16717295
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.100003265 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15795596
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11651488 ---Validation accuracy:--- 0.9364 Validation Loss: 0.20824584
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.16558653 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18218867
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15814224 ---Validation accuracy:--- 0.931 Validation Loss: 0.22968642
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08449909 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18120773
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.043048922 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16673332
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.047937952 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15549685
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0973243 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16091849
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10496357 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19067307
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12438629 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16525266
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05296068 ---Validation accuracy:--- 0.952 Validation Loss: 0.16301262
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.055178024 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16090363
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08105264 ---Validation accuracy:--- 0.955 Validation Loss: 0.15813962
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15870446 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17811683
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09388212 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16222453
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08264579 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16786046
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.058799688 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16806343
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.1228479 ---Validation accuracy:--- 0.947 Validation Loss: 0.19380264
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.114198096 ---Validation accuracy:--- 0.958 Validation Loss: 0.15142824
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14584507 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17298906
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.052826457 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15728946
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.071757935 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16422512
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.051110707 ---Validation accuracy:--- 0.9548 Validation Loss: 0.1509912
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.112277225 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15254131
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08941861 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14742348
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020357896 ---Validation accuracy:--- 0.956 Validation Loss: 0.14557068
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.055209473 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14284644
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.16662951 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15539406
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.042042818 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14401565
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.040239867 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15949833
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.19499375 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19085352
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.09333025 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16595401
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0519471 ---Validation accuracy:--- 0.959 Validation Loss: 0.15173058
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.1065969 ---Validation accuracy:--- 0.9588 Validation Loss: 0.15079685
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.03967351 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15272541
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06180762 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15681082
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04309095 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16550127
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.061863776 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15412116
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.029053025 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16258511
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.058394756 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1781514
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.026952267 ---Validation accuracy:--- 0.957 Validation Loss: 0.16186881
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08464306 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16989419
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14002666 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20665
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08692541 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15894859
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.041049793 ---Validation accuracy:--- 0.956 Validation Loss: 0.15817918
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04781108 ---Validation accuracy:--- 0.9556 Validation Loss: 0.1618945
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07684562 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16704501
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06101023 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16260561
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.093595974 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17091347
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05653043 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16065338
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05559552 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1610839
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.053643845 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17494278
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12898155 ---Validation accuracy:--- 0.958 Validation Loss: 0.14823072
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.049587432 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16880769
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07470416 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17461881
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07027764 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16234861
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.036714982 ---Validation accuracy:--- 0.956 Validation Loss: 0.15296826
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.081951015 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15892336
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.063709676 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15445578
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.054689016 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16408934
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.015777249 ---Validation accuracy:--- 0.956 Validation Loss: 0.15144834
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.040169276 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15136467
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01763335 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14994639
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.056400463 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15221101
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.11426516 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17163748
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.08081629 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16594318
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10523347 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17228213
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08570386 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1640435
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018586315 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17959082
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.1013519 ---Validation accuracy:--- 0.954 Validation Loss: 0.15184382
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.036315173 ---Validation accuracy:--- 0.9558 Validation Loss: 0.1508513
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07005807 ---Validation accuracy:--- 0.955 Validation Loss: 0.15018657
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07681526 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1543568
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.027829155 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16132982
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03326362 ---Validation accuracy:--- 0.953 Validation Loss: 0.1701628
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.060222376 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16852674
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07774497 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16842541
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.061149612 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16643412
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13004561 ---Validation accuracy:--- 0.9544 Validation Loss: 0.14946264
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.025196414 ---Validation accuracy:--- 0.9452 Validation Loss: 0.17255148
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05433529 ---Validation accuracy:--- 0.95 Validation Loss: 0.16390738
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07281238 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1715597
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03821049 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16254292
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.10389048 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1569929
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03036829 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15902725
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.069372326 ---Validation accuracy:--- 0.954 Validation Loss: 0.1524282
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03545113 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16748796
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.054514244 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15441878
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06844749 ---Validation accuracy:--- 0.951 Validation Loss: 0.16351728
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08840933 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15894496
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02083806 ---Validation accuracy:--- 0.955 Validation Loss: 0.15773013
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06238104 ---Validation accuracy:--- 0.954 Validation Loss: 0.1589528
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08496977 ---Validation accuracy:--- 0.9556 Validation Loss: 0.1579345
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.054009076 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15142907
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02022354 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15421562
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04773141 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17299531
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06087353 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16811225
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.16450453 ---Validation accuracy:--- 0.954 Validation Loss: 0.1751758
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05485422 ---Validation accuracy:--- 0.9566 Validation Loss: 0.16147469
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05825574 ---Validation accuracy:--- 0.947 Validation Loss: 0.19113758
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.06804171 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17128515
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.060737923 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16401906
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.072139524 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16792153
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.124075614 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19935818
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15920839 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16773461
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.044974834 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17350917
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.056197 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15401293
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06638906 ---Validation accuracy:--- 0.9564 Validation Loss: 0.1566984
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06244748 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16171731
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.029829318 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17351614
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09284138 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15633368
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05622365 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16592853
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.066471055 ---Validation accuracy:--- 0.953 Validation Loss: 0.15943436
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.14206009 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17263012
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10108104 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1832471
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12255051 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17338566
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07283213 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18605104
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07891154 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17619063
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02207274 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16699058
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.040556267 ---Validation accuracy:--- 0.9478 Validation Loss: 0.16967075
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.068526156 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17290244
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.022714233 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16075812
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.029943325 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16514665
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.062522925 ---Validation accuracy:--- 0.9528 Validation Loss: 0.1668061
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10426337 ---Validation accuracy:--- 0.954 Validation Loss: 0.16349876
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.0991465 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16643141
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.074972115 ---Validation accuracy:--- 0.9564 Validation Loss: 0.1543264
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.12102365 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15374245
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.054648962 ---Validation accuracy:--- 0.9568 Validation Loss: 0.1535
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.045113422 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16896294
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03315726 ---Validation accuracy:--- 0.951 Validation Loss: 0.16733712
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0686518 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16538566
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.06730803 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1603537
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.024146218 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15205942
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.026572324 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14954735
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05933215 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14885613
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17554027 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1602458
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.21991993 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15712199
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14112967 ---Validation accuracy:--- 0.9582 Validation Loss: 0.16077916
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.025384448 ---Validation accuracy:--- 0.9592 Validation Loss: 0.15119004
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018227868 ---Validation accuracy:--- 0.9584 Validation Loss: 0.15136263
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.047335032 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1642364
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.061915427 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16901907
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05321596 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16775906
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0881707 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17631175
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.025674872 ---Validation accuracy:--- 0.95 Validation Loss: 0.17523089
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07391906 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18911128
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06754413 ---Validation accuracy:--- 0.9408 Validation Loss: 0.2214822
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.098406315 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17148352
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05047223 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16508159
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.029107755 ---Validation accuracy:--- 0.927 Validation Loss: 0.25322032
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08576847 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18811777
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.012027289 ---Validation accuracy:--- 0.9562 Validation Loss: 0.1580495
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.076701194 ---Validation accuracy:--- 0.9568 Validation Loss: 0.16395767
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06631041 ---Validation accuracy:--- 0.9562 Validation Loss: 0.16560024
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.023389682 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1812611
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08515177 ---Validation accuracy:--- 0.9542 Validation Loss: 0.17227452
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05351993 ---Validation accuracy:--- 0.95 Validation Loss: 0.18037623
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.074617475 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17784446
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.073053636 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18014239
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.048870355 ---Validation accuracy:--- 0.957 Validation Loss: 0.15630351
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06253238 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15912461
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.079821035 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15890905
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04535484 ---Validation accuracy:--- 0.9562 Validation Loss: 0.165237
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10040787 ---Validation accuracy:--- 0.955 Validation Loss: 0.16094048
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.094785206 ---Validation accuracy:--- 0.9538 Validation Loss: 0.17053497
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09994108 ---Validation accuracy:--- 0.956 Validation Loss: 0.1610625
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08869648 ---Validation accuracy:--- 0.9552 Validation Loss: 0.17233586
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.0860162 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1636105
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.06520162 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16277792
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04329627 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16286601
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08695293 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15091473
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08403637 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15682639
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.035395976 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15863444
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.036826372 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16971055
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.1199509 ---Validation accuracy:--- 0.941 Validation Loss: 0.19662972
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12132304 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17623676
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.13039303 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15532553
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.039966483 ---Validation accuracy:--- 0.954 Validation Loss: 0.15863095
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.037652694 ---Validation accuracy:--- 0.954 Validation Loss: 0.16563125
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06516101 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17147551
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.085225604 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16342473
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08527432 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1588762
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05678742 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15323564
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03463016 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15208574
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04480988 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15908393
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.038941924 ---Validation accuracy:--- 0.9486 Validation Loss: 0.19162412
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03183371 ---Validation accuracy:--- 0.953 Validation Loss: 0.18019444
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.051841278 ---Validation accuracy:--- 0.9548 Validation Loss: 0.1674594
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.055118438 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16763628
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.031730313 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16860282
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08726252 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15469064
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13776505 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16569513
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07607047 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15521355
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017039688 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1581197
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04997609 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1578574
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.056994364 ---Validation accuracy:--- 0.9528 Validation Loss: 0.1563349
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08518993 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1566689
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.033648647 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16099802
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02078906 ---Validation accuracy:--- 0.9574 Validation Loss: 0.1523486
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11986158 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16003732
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.043863207 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15765654
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0817913 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15716732
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.050115597 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16551387
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.054431427 ---Validation accuracy:--- 0.953 Validation Loss: 0.15620366
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03343182 ---Validation accuracy:--- 0.955 Validation Loss: 0.16787726
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10457265 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17886227
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.119301274 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17241697
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.047677446 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18334489
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.060667247 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17175208
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12109773 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18045571
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03157446 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20347106
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02222123 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18935378
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05292426 ---Validation accuracy:--- 0.9552 Validation Loss: 0.17090176
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0458138 ---Validation accuracy:--- 0.9514 Validation Loss: 0.1766008
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05947212 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15965396
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09680277 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16287255
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07367363 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15939529
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.048831597 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17131849
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.056680374 ---Validation accuracy:--- 0.9552 Validation Loss: 0.1656442
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.032792553 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16360159
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.046585817 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15734203
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.060549323 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15875632
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08702652 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16846912
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08244991 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21454306
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.11578451 ---Validation accuracy:--- 0.953 Validation Loss: 0.17741683
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13195479 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16904214
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.027396439 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14727685
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.041837282 ---Validation accuracy:--- 0.953 Validation Loss: 0.1727612
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.122112125 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18881929
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.029617794 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1604432
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06345341 ---Validation accuracy:--- 0.9564 Validation Loss: 0.155907
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11709073 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15997317
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.11756661 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16618082
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.015325682 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15975016
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07676243 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15210198
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.064702645 ---Validation accuracy:--- 0.954 Validation Loss: 0.16373771
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.033097044 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15568046
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.059281923 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16647178
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.22221176 ---Validation accuracy:--- 0.9444 Validation Loss: 0.21751794
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.30595174 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21707211
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.15310794 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17332542
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.14792274 ---Validation accuracy:--- 0.955 Validation Loss: 0.15542439
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.052444275 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15519324
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05000454 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1736308
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.0824085 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1918071
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12887323 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16534139
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12665865 ---Validation accuracy:--- 0.951 Validation Loss: 0.17646433
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08167976 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16305746
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.019262878 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1587906
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0707961 ---Validation accuracy:--- 0.953 Validation Loss: 0.16056284
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.044923116 ---Validation accuracy:--- 0.956 Validation Loss: 0.15733054
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.106314704 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17429388
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.06390168 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19812572
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.20215172 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19680543
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06783025 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16322441
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.17455235 ---Validation accuracy:--- 0.9208 Validation Loss: 0.28040895
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.113166235 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2628947
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.08068872 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18651047
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.28364044 ---Validation accuracy:--- 0.915 Validation Loss: 0.34475824
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10695188 ---Validation accuracy:--- 0.949 Validation Loss: 0.16643122
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.064354375 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17209697
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.20591831 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17489167
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08942998 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19227387
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.059392996 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16586868
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.061048843 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15777646
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0824743 ---Validation accuracy:--- 0.956 Validation Loss: 0.15844457
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.089917585 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18310598
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05433167 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17855859
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13315637 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16657539
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04352643 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16082102
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02464022 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1593704
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14466356 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17391106
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.027854253 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17280994
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.0777777 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18627723
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04749286 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16382173
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.16955654 ---Validation accuracy:--- 0.9484 Validation Loss: 0.16929485
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.035447285 ---Validation accuracy:--- 0.9516 Validation Loss: 0.166699
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.050663386 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15290001
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.047015637 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16381882
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.038052034 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16208683
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08606856 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17198078
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.15554595 ---Validation accuracy:--- 0.8946 Validation Loss: 0.34906825
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08385988 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17306441
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13690883 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16682564
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.19544934 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16066185
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.054108545 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15658404
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.13027027 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17990422
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.073224716 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18552817
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.024597617 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18731824
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05454624 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19812556
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03223668 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15757227
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07098494 ---Validation accuracy:--- 0.949 Validation Loss: 0.17590474
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08997479 ---Validation accuracy:--- 0.9382 Validation Loss: 0.20778945
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07798296 ---Validation accuracy:--- 0.944 Validation Loss: 0.19939306
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11201685 ---Validation accuracy:--- 0.95 Validation Loss: 0.17090245
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12984397 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20195451
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.1056192 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17274803
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08926151 ---Validation accuracy:--- 0.9512 Validation Loss: 0.1676989
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.16016068 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1660387
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04995798 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15995616
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.019771429 ---Validation accuracy:--- 0.9438 Validation Loss: 0.17606384
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.044676486 ---Validation accuracy:--- 0.952 Validation Loss: 0.15805651
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09705618 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16006568
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.026666574 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15610284
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.036261592 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17069949
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.072435886 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17723684
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.059821293 ---Validation accuracy:--- 0.956 Validation Loss: 0.15470916
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07906124 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1913398
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.019981725 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15846188
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.060153384 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14788286
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10418311 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20479578
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04698865 ---Validation accuracy:--- 0.955 Validation Loss: 0.16381097
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.052320816 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15523975
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06832016 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16338845
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.080502845 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16640154
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.04073341 ---Validation accuracy:--- 0.957 Validation Loss: 0.15390073
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.076422065 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15879656
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.15818816 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18814474
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.043447237 ---Validation accuracy:--- 0.951 Validation Loss: 0.17806144
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06307378 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16000222
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0566129 ---Validation accuracy:--- 0.9512 Validation Loss: 0.18289377
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.053295802 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18617481
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.1725606 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20116293
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.12287504 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19900425
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11612211 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19034897
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09785032 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17374057
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07003831 ---Validation accuracy:--- 0.951 Validation Loss: 0.17323828
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.045027796 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16423877
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10140443 ---Validation accuracy:--- 0.945 Validation Loss: 0.1794727
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11104053 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1717272
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06334544 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18953785
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05938663 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16443953
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.046460748 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1575045
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04383627 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16700208
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.15344715 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16625999
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.18804896 ---Validation accuracy:--- 0.949 Validation Loss: 0.18799351
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.057978436 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16026522
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11866188 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18567279
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.1087855 ---Validation accuracy:--- 0.9462 Validation Loss: 0.17101993
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.029586978 ---Validation accuracy:--- 0.951 Validation Loss: 0.16009888
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06111351 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16645266
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.104112685 ---Validation accuracy:--- 0.9394 Validation Loss: 0.20358573
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05152196 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17046091
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05418512 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17575487
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12777868 ---Validation accuracy:--- 0.95 Validation Loss: 0.16910443
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06042108 ---Validation accuracy:--- 0.9484 Validation Loss: 0.16788095
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03034655 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16964068
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13769145 ---Validation accuracy:--- 0.954 Validation Loss: 0.15712912
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.08424007 ---Validation accuracy:--- 0.9402 Validation Loss: 0.1967519
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07271889 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19425562
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.042547397 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16591848
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0920122 ---Validation accuracy:--- 0.9466 Validation Loss: 0.1787624
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.059269886 ---Validation accuracy:--- 0.9536 Validation Loss: 0.158489
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.049532324 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18008547
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08966033 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15314966
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.16213214 ---Validation accuracy:--- 0.95 Validation Loss: 0.17450814
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.061460923 ---Validation accuracy:--- 0.956 Validation Loss: 0.15672138
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0781599 ---Validation accuracy:--- 0.9534 Validation Loss: 0.17031404
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10095408 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1663317
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.058085248 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15719028
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03843832 ---Validation accuracy:--- 0.9562 Validation Loss: 0.1622879
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03884585 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16611612
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05275297 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1786172
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08983606 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1703993
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1885709 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19870819
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06852541 ---Validation accuracy:--- 0.9522 Validation Loss: 0.15681162
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14658323 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15714952
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10252417 ---Validation accuracy:--- 0.946 Validation Loss: 0.18200329
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.13338648 ---Validation accuracy:--- 0.9374 Validation Loss: 0.2083843
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.053442515 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16302432
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06913704 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15753238
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05221864 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15433921
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.077988654 ---Validation accuracy:--- 0.95 Validation Loss: 0.17809343
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.038541593 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1759595
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.061610688 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15602234
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.048450913 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15650733
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.0936723 ---Validation accuracy:--- 0.937 Validation Loss: 0.21319652
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03350333 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17422679
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06254589 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17401658
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.1642372 ---Validation accuracy:--- 0.9456 Validation Loss: 0.2012912
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.035125446 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16091962
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.17264943 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15637839
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.039578177 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15812516
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07453637 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16446027
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.106718846 ---Validation accuracy:--- 0.9516 Validation Loss: 0.18041043
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.051185288 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15852964
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.028371809 ---Validation accuracy:--- 0.9586 Validation Loss: 0.15306288
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03193932 ---Validation accuracy:--- 0.9584 Validation Loss: 0.15418842
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06862083 ---Validation accuracy:--- 0.956 Validation Loss: 0.16173092
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.078861915 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16073994
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03269203 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1653413
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.069396935 ---Validation accuracy:--- 0.958 Validation Loss: 0.15364024
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.035997555 ---Validation accuracy:--- 0.9584 Validation Loss: 0.1556346
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04677789 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17300928
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.076159805 ---Validation accuracy:--- 0.95 Validation Loss: 0.17609827
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.040638942 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16845627
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10538495 ---Validation accuracy:--- 0.9566 Validation Loss: 0.16012684
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04742489 ---Validation accuracy:--- 0.9558 Validation Loss: 0.16155049
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11921968 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17663516
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08002038 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15489301
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.056477815 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15720776
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08422987 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16755989
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03370792 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15517624
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.023711883 ---Validation accuracy:--- 0.9604 Validation Loss: 0.14670455
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.114158146 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15390663
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06589504 ---Validation accuracy:--- 0.9578 Validation Loss: 0.1476419
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08104158 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15496947
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.027617631 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15389834
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.040927798 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15062317
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.1679684 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18577518
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07538546 ---Validation accuracy:--- 0.9556 Validation Loss: 0.16139048
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08602588 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16574635
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07296433 ---Validation accuracy:--- 0.9556 Validation Loss: 0.16036136
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.18313019 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18323934
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.22911963 ---Validation accuracy:--- 0.914 Validation Loss: 0.32777175
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10525818 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20306678
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05708805 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16798384
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.030148815 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15895988
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06868058 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16621098
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.068063 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16077246
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04669743 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15991937
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.016726386 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17071581
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0753562 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17567548
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03428146 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17412917
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07690698 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16849098
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.05209056 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15475504
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.035720184 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1597121
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.052740995 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15415539
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.18234104 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18177412
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09839398 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1590552
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.052079998 ---Validation accuracy:--- 0.956 Validation Loss: 0.15318947
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09603559 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16748713
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021749435 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15427539
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08526873 ---Validation accuracy:--- 0.945 Validation Loss: 0.18750647
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0555361 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15576443
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.06976499 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15942281
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07864117 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15384963
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.043010555 ---Validation accuracy:--- 0.948 Validation Loss: 0.17567037
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.034488097 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18977143
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11631556 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15736148
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.062971056 ---Validation accuracy:--- 0.9556 Validation Loss: 0.16040097
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10100402 ---Validation accuracy:--- 0.9564 Validation Loss: 0.1538092
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.060911216 ---Validation accuracy:--- 0.951 Validation Loss: 0.175923
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.0756933 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15978637
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.060201336 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16985539
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.020196462 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16960686
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07783067 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16809186
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.114366814 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16002646
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06861741 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17388369
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06661254 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15785271
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.091459654 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16197108
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.0999613 ---Validation accuracy:--- 0.9546 Validation Loss: 0.17214662
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11796707 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16632083
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021539398 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14724727
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.069723755 ---Validation accuracy:--- 0.957 Validation Loss: 0.15369044
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11082144 ---Validation accuracy:--- 0.9568 Validation Loss: 0.1545487
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06796507 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17811911
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.047694806 ---Validation accuracy:--- 0.9546 Validation Loss: 0.17093965
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.043166894 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18043928
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13595545 ---Validation accuracy:--- 0.956 Validation Loss: 0.15625593
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.049871508 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14752752
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.05078525 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15948996
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05809833 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15380673
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.070186526 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15110047
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06940301 ---Validation accuracy:--- 0.956 Validation Loss: 0.15898272
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.029615913 ---Validation accuracy:--- 0.9606 Validation Loss: 0.1476843
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05277683 ---Validation accuracy:--- 0.96 Validation Loss: 0.14970219
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09717534 ---Validation accuracy:--- 0.9584 Validation Loss: 0.15207909
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11539262 ---Validation accuracy:--- 0.959 Validation Loss: 0.14889227
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06796307 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15600108
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08171913 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16108897
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14039756 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15444422
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08063667 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16935039
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07395205 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15035129
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.076988295 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14830047
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.031995777 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16701558
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02399603 ---Validation accuracy:--- 0.956 Validation Loss: 0.16307117
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04112458 ---Validation accuracy:--- 0.951 Validation Loss: 0.1696958
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03336569 ---Validation accuracy:--- 0.954 Validation Loss: 0.15742435
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12372539 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16211112
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.056999646 ---Validation accuracy:--- 0.957 Validation Loss: 0.16194753
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08888493 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20053537
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.040648356 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18024419
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09608819 ---Validation accuracy:--- 0.953 Validation Loss: 0.15828815
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.09017835 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15403353
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14225182 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1993132
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.046970986 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18168482
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.035511266 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16492593
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.114873 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16275977
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0533492 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15223198
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.14119963 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14771718
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12230131 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15869741
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.040513102 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14570513
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.064180166 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14447603
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07428122 ---Validation accuracy:--- 0.9616 Validation Loss: 0.14105596
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.065394804 ---Validation accuracy:--- 0.9616 Validation Loss: 0.14010671
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05976279 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14522493
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.052812375 ---Validation accuracy:--- 0.955 Validation Loss: 0.15624152
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.025726443 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14857472
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.060010158 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16509537
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.027291749 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15438233
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1275021 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17023627
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04519985 ---Validation accuracy:--- 0.9562 Validation Loss: 0.16052693
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.028599972 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15472989
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.117893666 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1880611
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.023199586 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16969424
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.032970313 ---Validation accuracy:--- 0.952 Validation Loss: 0.18247385
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07150356 ---Validation accuracy:--- 0.9074 Validation Loss: 0.36291212
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.28773147 ---Validation accuracy:--- 0.8972 Validation Loss: 0.484325
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.078367546 ---Validation accuracy:--- 0.942 Validation Loss: 0.20892261
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.041669946 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1880796
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.035717368 ---Validation accuracy:--- 0.943 Validation Loss: 0.20394795
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07965996 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17396353
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07923633 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18466754
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06391347 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17898607
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.030815434 ---Validation accuracy:--- 0.953 Validation Loss: 0.16754556
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03869283 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16557747
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.101716176 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16757421
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03231322 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16656975
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12728387 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16362599
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.058003735 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16280152
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08028882 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15356211
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.122012585 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18607607
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.035668105 ---Validation accuracy:--- 0.958 Validation Loss: 0.1505944
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.045778677 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16038091
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04006802 ---Validation accuracy:--- 0.955 Validation Loss: 0.1647442
Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.2093767 ---Validation accuracy:--- 0.9084 Validation Loss: 0.34138104
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.13759556 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17960356
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.031354133 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16676646
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04120575 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16526286
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.096738 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16535048
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.046571463 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15753809
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05925 ---Validation accuracy:--- 0.9564 Validation Loss: 0.1502819
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07279566 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16395254
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.049778387 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15534063
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.056383304 ---Validation accuracy:--- 0.955 Validation Loss: 0.1531729
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.012713535 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15692507
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03315406 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15753224
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.036007274 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15384492
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1160244 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16000178
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11927319 ---Validation accuracy:--- 0.958 Validation Loss: 0.15467608
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.107677005 ---Validation accuracy:--- 0.9566 Validation Loss: 0.16144659
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07671221 ---Validation accuracy:--- 0.9566 Validation Loss: 0.16583481
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.072544426 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19295573
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.025927056 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16883287
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.10559753 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15167634
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16134739 ---Validation accuracy:--- 0.925 Validation Loss: 0.25177613
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.066272765 ---Validation accuracy:--- 0.946 Validation Loss: 0.18882698
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.052463245 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17803569
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04715678 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1623301
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.041180097 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1606135
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.025423001 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1642762
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.071360484 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1850946
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07684009 ---Validation accuracy:--- 0.946 Validation Loss: 0.19592778
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.030466823 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1853958
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.24937208 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2159129
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06306167 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19999754
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07818633 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16111374
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11213463 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1655272
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.17848949 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17280085
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07694414 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18129262
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.04268941 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16499825
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.096177906 ---Validation accuracy:--- 0.941 Validation Loss: 0.19793218
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.052775517 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15406857
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06828893 ---Validation accuracy:--- 0.949 Validation Loss: 0.16501965
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.046701603 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15053508
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.09253928 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15199606
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07475335 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17466165
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.090922825 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16369866
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.061585158 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1701911
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09456311 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15088062
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04911453 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16633135
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13463107 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1722012
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.051028118 ---Validation accuracy:--- 0.953 Validation Loss: 0.16339034
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.065457605 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17219453
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10054695 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17491809
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03962209 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16182609
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.12560526 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15832165
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.072889544 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15433434
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.050570384 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14867
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.058369648 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15191066
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03788917 ---Validation accuracy:--- 0.957 Validation Loss: 0.15129033
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03615007 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15447062
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10455989 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1603376
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0756239 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19116871
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12083268 ---Validation accuracy:--- 0.9418 Validation Loss: 0.22257304
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06864431 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21210444
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07935891 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18298371
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.052208945 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17984208
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.028291369 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15340498
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07523893 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20872158
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10454989 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15394448
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09773053 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16101927
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06877689 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15006779
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06398449 ---Validation accuracy:--- 0.9472 Validation Loss: 0.1780949
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.031619955 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17702588
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09320352 ---Validation accuracy:--- 0.9578 Validation Loss: 0.1521035
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.043983188 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17226295
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.057238653 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15639922
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08595006 ---Validation accuracy:--- 0.949 Validation Loss: 0.17742714
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.036491193 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17903996
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08925257 ---Validation accuracy:--- 0.944 Validation Loss: 0.18941936
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08310303 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18854061
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0923551 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17811616
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.042359933 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16352151
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.08142747 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17066872
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.042204484 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17565657
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.060718518 ---Validation accuracy:--- 0.9498 Validation Loss: 0.1718275
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0417657 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1616124
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.092966445 ---Validation accuracy:--- 0.952 Validation Loss: 0.15733632
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.052872676 ---Validation accuracy:--- 0.948 Validation Loss: 0.17508507
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.21123095 ---Validation accuracy:--- 0.9398 Validation Loss: 0.19078454
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09927236 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15649036
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08243242 ---Validation accuracy:--- 0.954 Validation Loss: 0.16349936
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0660317 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16429213
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015852522 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15947627
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.027418654 ---Validation accuracy:--- 0.9562 Validation Loss: 0.16138436
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10010658 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17531218
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.049122058 ---Validation accuracy:--- 0.951 Validation Loss: 0.16587026
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10327543 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16474023
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03912987 ---Validation accuracy:--- 0.947 Validation Loss: 0.18480673
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.13330826 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18276273
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.049556896 ---Validation accuracy:--- 0.946 Validation Loss: 0.18302834
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.094089836 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21357168
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.045022763 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19579583
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.089731604 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17985462
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.050298676 ---Validation accuracy:--- 0.9532 Validation Loss: 0.17210752
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11855912 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18978472
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.026750682 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1652081
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05651536 ---Validation accuracy:--- 0.9536 Validation Loss: 0.17199142
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13031234 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17206453
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.058124337 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18696402
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.110933 ---Validation accuracy:--- 0.952 Validation Loss: 0.1707231
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0848729 ---Validation accuracy:--- 0.953 Validation Loss: 0.1644935
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06844677 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16135791
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.116817206 ---Validation accuracy:--- 0.953 Validation Loss: 0.16878524
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07611851 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16127448
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.057849206 ---Validation accuracy:--- 0.956 Validation Loss: 0.16067605
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021109318 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1566818
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015220064 ---Validation accuracy:--- 0.958 Validation Loss: 0.15268813
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02818831 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15087792
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14286074 ---Validation accuracy:--- 0.947 Validation Loss: 0.17568494
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06395623 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15991126
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.1720409 ---Validation accuracy:--- 0.9382 Validation Loss: 0.20897925
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.08736786 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17634268
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06480756 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15516739
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05611185 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17179348
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01551963 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15941893
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.076200485 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15755248
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06490528 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15060245
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06633873 ---Validation accuracy:--- 0.955 Validation Loss: 0.15984692
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05593081 ---Validation accuracy:--- 0.948 Validation Loss: 0.17036329
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05417305 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18465482
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07102477 ---Validation accuracy:--- 0.948 Validation Loss: 0.17287752
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.19150679 ---Validation accuracy:--- 0.955 Validation Loss: 0.1581909
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.045891687 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17518802
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04102255 ---Validation accuracy:--- 0.955 Validation Loss: 0.15794258
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.201735 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16399285
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03326701 ---Validation accuracy:--- 0.956 Validation Loss: 0.14920115
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.046645164 ---Validation accuracy:--- 0.958 Validation Loss: 0.14603214
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.06429328 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16745767
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07801187 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16338201
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08173827 ---Validation accuracy:--- 0.957 Validation Loss: 0.15111937
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06012412 ---Validation accuracy:--- 0.951 Validation Loss: 0.16857049
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.059092097 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1657913
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.083774135 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17202754
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14036587 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16165303
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0442776 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15650383
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06948981 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1558786
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.110226214 ---Validation accuracy:--- 0.9518 Validation Loss: 0.15676321
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.06065282 ---Validation accuracy:--- 0.9564 Validation Loss: 0.14529233
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.047721233 ---Validation accuracy:--- 0.9566 Validation Loss: 0.14583524
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08571315 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14938326
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02685169 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14955945
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.030756252 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15133926
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.054056503 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16637254
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.0855559 ---Validation accuracy:--- 0.95 Validation Loss: 0.16899101
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05796938 ---Validation accuracy:--- 0.9554 Validation Loss: 0.14887646
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.034579102 ---Validation accuracy:--- 0.9544 Validation Loss: 0.14390838
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.033979096 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15827739
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015731758 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16048956
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.041499224 ---Validation accuracy:--- 0.9564 Validation Loss: 0.14485253
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03500864 ---Validation accuracy:--- 0.955 Validation Loss: 0.14621244
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.025676627 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14700104
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05969713 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16617918
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07724189 ---Validation accuracy:--- 0.957 Validation Loss: 0.14665234
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.047070228 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15634868
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.056311898 ---Validation accuracy:--- 0.956 Validation Loss: 0.14978999
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.1643602 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16877535
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08867195 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18973581
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.093337476 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15607232
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.062883876 ---Validation accuracy:--- 0.956 Validation Loss: 0.15995768
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.027100641 ---Validation accuracy:--- 0.958 Validation Loss: 0.15006994
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.083649404 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15100859
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.034470424 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14665192
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.062225167 ---Validation accuracy:--- 0.95 Validation Loss: 0.17536806
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09980845 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18565388
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06370514 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17563698
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04911315 ---Validation accuracy:--- 0.9516 Validation Loss: 0.174583
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.023086771 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15794273
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.095110744 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16187792
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.08624932 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16357183
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08418273 ---Validation accuracy:--- 0.955 Validation Loss: 0.16009186
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.21177584 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16519456
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13865584 ---Validation accuracy:--- 0.9558 Validation Loss: 0.1591198
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.06129034 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15761606
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.084609985 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18156551
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.067713045 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17044897
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.054750185 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1631578
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.033350807 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17211264
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.028298097 ---Validation accuracy:--- 0.933 Validation Loss: 0.23672026
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.067801714 ---Validation accuracy:--- 0.9556 Validation Loss: 0.1591266
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13900928 ---Validation accuracy:--- 0.956 Validation Loss: 0.14696983
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015977275 ---Validation accuracy:--- 0.9564 Validation Loss: 0.14754978
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07325403 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14954612
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07214299 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16622125
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.108602285 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18438965
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.0830368 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1561878
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0813231 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16212507
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.039584246 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16031225
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.04631352 ---Validation accuracy:--- 0.951 Validation Loss: 0.17415205
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07754309 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16396764
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02236328 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15272808
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.08637074 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15689354
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04796335 ---Validation accuracy:--- 0.9572 Validation Loss: 0.1538897
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021792222 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15161528
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05187183 ---Validation accuracy:--- 0.9512 Validation Loss: 0.1666839
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.109032154 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16436501
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.18122415 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21357615
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.058283024 ---Validation accuracy:--- 0.957 Validation Loss: 0.15632732
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.078358606 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15719743
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.070790246 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15404671
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.035152778 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15618491
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.16127053 ---Validation accuracy:--- 0.955 Validation Loss: 0.15864375
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.079310976 ---Validation accuracy:--- 0.954 Validation Loss: 0.1628573
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07291847 ---Validation accuracy:--- 0.9538 Validation Loss: 0.160946
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.023820128 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16298158
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.042399 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17764717
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.105597936 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17570752
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.081875935 ---Validation accuracy:--- 0.949 Validation Loss: 0.1753363
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.0841436 ---Validation accuracy:--- 0.9522 Validation Loss: 0.1650466
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.111091614 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1638447
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08420092 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15679705
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.023601193 ---Validation accuracy:--- 0.9548 Validation Loss: 0.1665477
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10604626 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16507734
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04533422 ---Validation accuracy:--- 0.955 Validation Loss: 0.15794574
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06870611 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17829712
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04513799 ---Validation accuracy:--- 0.947 Validation Loss: 0.18601273
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.091536455 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17235106
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.051122293 ---Validation accuracy:--- 0.953 Validation Loss: 0.16953354
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.16677275 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18444943
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14495331 ---Validation accuracy:--- 0.9592 Validation Loss: 0.15405709
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.022744305 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15507892
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12773164 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16540512
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07836898 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19408476
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.11670767 ---Validation accuracy:--- 0.948 Validation Loss: 0.18155907
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.037417177 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16097583
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.025517898 ---Validation accuracy:--- 0.9556 Validation Loss: 0.16069677
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.031186547 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15487924
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.051369764 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16154881
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.023347769 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15309116
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.038672112 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15626006
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.035921603 ---Validation accuracy:--- 0.9528 Validation Loss: 0.1599253
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.058715515 ---Validation accuracy:--- 0.948 Validation Loss: 0.17835684
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.08600066 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22686772
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.051220924 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16244905
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.025349297 ---Validation accuracy:--- 0.956 Validation Loss: 0.16104634
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09110921 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15638317
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06079687 ---Validation accuracy:--- 0.959 Validation Loss: 0.14376856
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05773577 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15131058
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06465701 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17017165
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.027009191 ---Validation accuracy:--- 0.9566 Validation Loss: 0.14854842
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0661892 ---Validation accuracy:--- 0.955 Validation Loss: 0.15278971
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06835118 ---Validation accuracy:--- 0.958 Validation Loss: 0.1465699
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.097377814 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15227593
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.061004225 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16088185
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.030215308 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14879505
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06612324 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15269326
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.019959515 ---Validation accuracy:--- 0.957 Validation Loss: 0.14742428
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07213471 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15168323
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.050062343 ---Validation accuracy:--- 0.956 Validation Loss: 0.15133713
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09073418 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15501806
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.053727914 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16232869
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.064621896 ---Validation accuracy:--- 0.9416 Validation Loss: 0.18873137
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.028178114 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17781766
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05573642 ---Validation accuracy:--- 0.946 Validation Loss: 0.1783291
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0446171 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15910529
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09118792 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15655184
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.13693222 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15091784
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.024155963 ---Validation accuracy:--- 0.9572 Validation Loss: 0.14997607
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03858342 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15263663
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06508135 ---Validation accuracy:--- 0.955 Validation Loss: 0.15599208
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.116217196 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17772679
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.053774633 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17925574
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.025038395 ---Validation accuracy:--- 0.948 Validation Loss: 0.18846795
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13212942 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16928677
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014404356 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16621678
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.052334175 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17619288
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.024811514 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17512976
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.06383273 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20035577
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14621058 ---Validation accuracy:--- 0.957 Validation Loss: 0.15797137
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.061927337 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15967946
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.051476426 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16807364
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.084079 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18695238
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0384118 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17203844
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.061477233 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20531851
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14169128 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19667493
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12735386 ---Validation accuracy:--- 0.955 Validation Loss: 0.1628333
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.10520011 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17419688
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12038207 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15584768
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.116811685 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19580504
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04793669 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17584926
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.123883225 ---Validation accuracy:--- 0.9422 Validation Loss: 0.2062457
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.119368136 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21620297
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.053028442 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16751847
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.057237033 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1638823
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03498922 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15377851
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.039128724 ---Validation accuracy:--- 0.958 Validation Loss: 0.15252043
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04856672 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15375915
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.031690575 ---Validation accuracy:--- 0.9578 Validation Loss: 0.1485654
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13092542 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17756031
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.056334306 ---Validation accuracy:--- 0.952 Validation Loss: 0.17601885
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10207274 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16215047
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12839647 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15583031
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04581406 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15987222
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014645665 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14912313
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03782793 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14258143
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04724637 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1699057
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.089872934 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1863852
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.012674445 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1652117
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08340218 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1688137
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07254775 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16471271
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04544692 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19016682
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.065443166 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15404424
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06502228 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15466087
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.066877864 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16581486
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0497647 ---Validation accuracy:--- 0.9572 Validation Loss: 0.1497263
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.037847284 ---Validation accuracy:--- 0.957 Validation Loss: 0.15084514
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.039891146 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18193147
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.15712777 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17054182
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.15921642 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19545196
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.08510311 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15845175
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06520725 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16052756
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.14633062 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15296562
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08700785 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15895928
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.030782964 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16299328
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06103463 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18450701
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.032502554 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16141744
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12655641 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19182298
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.019427609 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15117078
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0371221 ---Validation accuracy:--- 0.955 Validation Loss: 0.15998158
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.068829656 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1541747
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.030914046 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16489285
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.072443075 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15660815
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.040266838 ---Validation accuracy:--- 0.9528 Validation Loss: 0.1619293
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.093199246 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15989617
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.053846143 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15933812
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.033604532 ---Validation accuracy:--- 0.957 Validation Loss: 0.15875572
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.069033295 ---Validation accuracy:--- 0.9574 Validation Loss: 0.1533149
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.058189813 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16791093
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.083146505 ---Validation accuracy:--- 0.9564 Validation Loss: 0.16018037
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06044961 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16058776
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06540415 ---Validation accuracy:--- 0.955 Validation Loss: 0.1571967
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10434288 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19274268
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.029612431 ---Validation accuracy:--- 0.946 Validation Loss: 0.17630617
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.026878 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16933537
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05751816 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16262925
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1486845 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21843784
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.055508744 ---Validation accuracy:--- 0.9548 Validation Loss: 0.1603853
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.108698 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14777131
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05205033 ---Validation accuracy:--- 0.9562 Validation Loss: 0.1475666
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.088153 ---Validation accuracy:--- 0.9518 Validation Loss: 0.15794277
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.08194163 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17300339
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.026921859 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16804907
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.025094613 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15416017
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.12445815 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21229057
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.04792179 ---Validation accuracy:--- 0.9562 Validation Loss: 0.1564759
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.079080306 ---Validation accuracy:--- 0.953 Validation Loss: 0.16765514
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.038620025 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15314372
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04702026 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16415265
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.051023472 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17836022
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14979425 ---Validation accuracy:--- 0.9404 Validation Loss: 0.2340822
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.017511182 ---Validation accuracy:--- 0.954 Validation Loss: 0.1769999
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.054924823 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19586246
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1335209 ---Validation accuracy:--- 0.9542 Validation Loss: 0.17332809
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.072173506 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16836429
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03319846 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1605169
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07656122 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17303972
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1402217 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19927976
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.11426494 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17781483
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.051623277 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15896738
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.036359835 ---Validation accuracy:--- 0.942 Validation Loss: 0.19618438
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.059818916 ---Validation accuracy:--- 0.938 Validation Loss: 0.2045035
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.029480295 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1604431
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0440425 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15801215
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06701085 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14920793
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.037761334 ---Validation accuracy:--- 0.954 Validation Loss: 0.16363929
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.020757966 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15191573
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0921665 ---Validation accuracy:--- 0.958 Validation Loss: 0.15639202
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06937387 ---Validation accuracy:--- 0.9584 Validation Loss: 0.15326819
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06390612 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17241423
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.024835028 ---Validation accuracy:--- 0.955 Validation Loss: 0.15790354
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.058568582 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18197815
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.030560968 ---Validation accuracy:--- 0.955 Validation Loss: 0.1643102
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.027395511 ---Validation accuracy:--- 0.957 Validation Loss: 0.15875065
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.09630224 ---Validation accuracy:--- 0.9584 Validation Loss: 0.15410303
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.08282657 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14983824
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.14220117 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18139444
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0761477 ---Validation accuracy:--- 0.9574 Validation Loss: 0.16798294
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12051319 ---Validation accuracy:--- 0.9416 Validation Loss: 0.19918896
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.043846823 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15043598
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09375909 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15430222
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09836908 ---Validation accuracy:--- 0.9498 Validation Loss: 0.1778836
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.048866224 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16064616
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08252566 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14636377
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0261931 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16156596
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07167278 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1586022
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.040303197 ---Validation accuracy:--- 0.956 Validation Loss: 0.14986621
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.026423737 ---Validation accuracy:--- 0.9528 Validation Loss: 0.166683
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.073811434 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15881301
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.036713876 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16873147
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.029501475 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16034296
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028831 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15648423
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.048087988 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16665821
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.08206228 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15563098
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.034262516 ---Validation accuracy:--- 0.955 Validation Loss: 0.1623823
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.015724447 ---Validation accuracy:--- 0.9564 Validation Loss: 0.16110314
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09567723 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15722989
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0202428 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15187022
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04223883 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17208275
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.17757767 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17299333
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07185579 ---Validation accuracy:--- 0.954 Validation Loss: 0.16995844
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.032437064 ---Validation accuracy:--- 0.9562 Validation Loss: 0.1622926
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07489697 ---Validation accuracy:--- 0.941 Validation Loss: 0.20042656
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10303671 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18330096
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.15805762 ---Validation accuracy:--- 0.947 Validation Loss: 0.18886988
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.084644645 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19229221
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.067610286 ---Validation accuracy:--- 0.946 Validation Loss: 0.19606698
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02708206 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1600307
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.09776496 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18705833
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02860938 ---Validation accuracy:--- 0.9556 Validation Loss: 0.16473056
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019920394 ---Validation accuracy:--- 0.951 Validation Loss: 0.1696382
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.052034635 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18524268
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.044710603 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15676296
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.03643714 ---Validation accuracy:--- 0.955 Validation Loss: 0.163979
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14837494 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17388636
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11708236 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15462309
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04666667 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17202464
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.039238483 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17211655
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.047631014 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16991785
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11027714 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20212322
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.057804573 ---Validation accuracy:--- 0.952 Validation Loss: 0.16843152
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.047126226 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15998587
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.039394498 ---Validation accuracy:--- 0.955 Validation Loss: 0.16429077
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05935358 ---Validation accuracy:--- 0.954 Validation Loss: 0.16455708
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.036703933 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14943774
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.06970054 ---Validation accuracy:--- 0.955 Validation Loss: 0.16036318
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028637528 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16077805
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.022195728 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1694323
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07300881 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1614446
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.020702668 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16644028
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.084101394 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1694083
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03405435 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16032633
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.036429707 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15216501
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10118093 ---Validation accuracy:--- 0.9572 Validation Loss: 0.1563891
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09578809 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14852203
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08861385 ---Validation accuracy:--- 0.9562 Validation Loss: 0.16024292
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.10079138 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16274014
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.074529976 ---Validation accuracy:--- 0.953 Validation Loss: 0.16437586
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07172367 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17173216
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06270888 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1619268
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.048000026 ---Validation accuracy:--- 0.956 Validation Loss: 0.16013235
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04391631 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1801202
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.046906866 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1915612
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019674912 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16453435
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.22051047 ---Validation accuracy:--- 0.951 Validation Loss: 0.17340554
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.052650806 ---Validation accuracy:--- 0.9528 Validation Loss: 0.1652531
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11658032 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16812138
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07611188 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18754292
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07213538 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16165893
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014214506 ---Validation accuracy:--- 0.9562 Validation Loss: 0.156067
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05461408 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16246706
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04377127 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15968424
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03800752 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15541127
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.072597586 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15766242
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.095289506 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17318255
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.090886936 ---Validation accuracy:--- 0.956 Validation Loss: 0.1547652
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.040837325 ---Validation accuracy:--- 0.956 Validation Loss: 0.15139544
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02605228 ---Validation accuracy:--- 0.957 Validation Loss: 0.15244997
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02998291 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16086704
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.058559503 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16087408
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07742239 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15825772
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09580469 ---Validation accuracy:--- 0.9406 Validation Loss: 0.19614305
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.082756996 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15034126
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0529321 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17065376
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.046926185 ---Validation accuracy:--- 0.9536 Validation Loss: 0.163104
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07807287 ---Validation accuracy:--- 0.955 Validation Loss: 0.15667024
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.026518386 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15835433
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.035507277 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17764026
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.079142034 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15429017
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09196989 ---Validation accuracy:--- 0.9522 Validation Loss: 0.15961568
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02299747 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15499942
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06499572 ---Validation accuracy:--- 0.955 Validation Loss: 0.1585568
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.082562454 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15761921
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.092739455 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15482658
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.049237747 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15834856
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.032168984 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15119511
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.044036444 ---Validation accuracy:--- 0.9552 Validation Loss: 0.1614411
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.05175234 ---Validation accuracy:--- 0.95 Validation Loss: 0.17658056
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.051729355 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15526412
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10386381 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15722947
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014257856 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16152957
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.086701505 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16076319
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.042049088 ---Validation accuracy:--- 0.955 Validation Loss: 0.15375833
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.055156175 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15481861
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.030972624 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15058616
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07765621 ---Validation accuracy:--- 0.951 Validation Loss: 0.17359571
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.050879825 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17375298
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.052392103 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1716712
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.08216564 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16762781
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03144686 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17203857
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.10183584 ---Validation accuracy:--- 0.95 Validation Loss: 0.17021362
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.039579142 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16787504
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.087968566 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15714957
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.031856995 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15711886
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09002243 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19337791
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.052913733 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15639344
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.018197143 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15844582
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0133117465 ---Validation accuracy:--- 0.953 Validation Loss: 0.15914606
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.038238607 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1715313
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08741995 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15971199
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12935147 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15603384
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.044231452 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15515906
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.04307103 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1600937
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07039544 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15919511
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.0953677 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17658076
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.09726875 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17505561
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04526326 ---Validation accuracy:--- 0.955 Validation Loss: 0.15755716
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07166978 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16677822
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.028211415 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16279088
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10347421 ---Validation accuracy:--- 0.956 Validation Loss: 0.16231239
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.023146724 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16294372
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.031963028 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1601085
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0679249 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15490973
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06406448 ---Validation accuracy:--- 0.9556 Validation Loss: 0.16347684
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028687602 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15557231
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05952382 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15874937
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.028651938 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15243566
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.038422216 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15830357
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.034454137 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16652906
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07847816 ---Validation accuracy:--- 0.9586 Validation Loss: 0.15228577
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10188628 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1627041
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.024189072 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15884921
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07285843 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16952376
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03647299 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18527003
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04222636 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15353155
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.065360926 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1815745
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013719816 ---Validation accuracy:--- 0.961 Validation Loss: 0.14802183
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12218332 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16206972
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028563056 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16198005
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14214446 ---Validation accuracy:--- 0.9142 Validation Loss: 0.33081207
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.098265484 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19563074
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.030908331 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16574782
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06908081 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15955341
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.115838565 ---Validation accuracy:--- 0.957 Validation Loss: 0.15629995
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.02977726 ---Validation accuracy:--- 0.959 Validation Loss: 0.15098242
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1169666 ---Validation accuracy:--- 0.9584 Validation Loss: 0.1559036
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.025991356 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16336697
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10288859 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15977551
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.036490105 ---Validation accuracy:--- 0.954 Validation Loss: 0.16694728
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08153633 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15430218
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.039218362 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15645337
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.026825516 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15696436
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.039205164 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15086927
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07756152 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18683872
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04692912 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19780606
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.072903655 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18988486
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016242702 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17694135
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.05502364 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17961946
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.032813154 ---Validation accuracy:--- 0.9366 Validation Loss: 0.24894543
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05956856 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1718695
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01525557 ---Validation accuracy:--- 0.9536 Validation Loss: 0.17860733
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07857647 ---Validation accuracy:--- 0.953 Validation Loss: 0.17744905
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08329289 ---Validation accuracy:--- 0.953 Validation Loss: 0.17602764
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.15112048 ---Validation accuracy:--- 0.9502 Validation Loss: 0.1976092
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.065291755 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18870184
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019133493 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18167199
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04913996 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19404651
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016942903 ---Validation accuracy:--- 0.9412 Validation Loss: 0.1969116
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.044200335 ---Validation accuracy:--- 0.954 Validation Loss: 0.16820003
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01431117 ---Validation accuracy:--- 0.9562 Validation Loss: 0.16776833
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.090055466 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16470093
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06875065 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19372372
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.04559534 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18292262
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05716901 ---Validation accuracy:--- 0.95 Validation Loss: 0.16817707
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007829336 ---Validation accuracy:--- 0.9514 Validation Loss: 0.1661816
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028935222 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19247825
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.19271126 ---Validation accuracy:--- 0.934 Validation Loss: 0.24123931
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.043330923 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17618103
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.048442997 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17282662
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.09249459 ---Validation accuracy:--- 0.951 Validation Loss: 0.17865446
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.036186673 ---Validation accuracy:--- 0.954 Validation Loss: 0.16972935
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.061700974 ---Validation accuracy:--- 0.9382 Validation Loss: 0.2104506
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.078152016 ---Validation accuracy:--- 0.954 Validation Loss: 0.17568702
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07943713 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18373853
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.1178566 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16937503
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04077121 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16337
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07793917 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16213264
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.031805467 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15796492
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13566346 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15523647
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.068202965 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16497226
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.062633045 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17587274
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.025999803 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20651865
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.055018324 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1736376
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.038064048 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16447559
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04332965 ---Validation accuracy:--- 0.947 Validation Loss: 0.19147761
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.03753036 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16878472
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08972833 ---Validation accuracy:--- 0.954 Validation Loss: 0.15951706
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10747757 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16517717
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.040692672 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16516826
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07675175 ---Validation accuracy:--- 0.95 Validation Loss: 0.16709973
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.058262926 ---Validation accuracy:--- 0.954 Validation Loss: 0.15816255
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.10708796 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1528124
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05539174 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16392682
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08634394 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16934393
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06688121 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15428878
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07204474 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15600441
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.041293785 ---Validation accuracy:--- 0.9572 Validation Loss: 0.1568776
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07016775 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17593774
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10148174 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16584128
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.050524376 ---Validation accuracy:--- 0.9522 Validation Loss: 0.1568329
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.024103394 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14909841
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05133816 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15047029
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.039452318 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15356226
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.063847266 ---Validation accuracy:--- 0.958 Validation Loss: 0.14789347
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04228342 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17393175
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.06999325 ---Validation accuracy:--- 0.956 Validation Loss: 0.15930164
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028360035 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16663714
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04171426 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18604828
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.048361193 ---Validation accuracy:--- 0.9464 Validation Loss: 0.17648791
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08027183 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16485958
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.039158747 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16670716
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08029263 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15577717
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1071399 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18041195
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.103931636 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15168655
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03307973 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15024923
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08999007 ---Validation accuracy:--- 0.949 Validation Loss: 0.18321063
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.033757675 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15493216
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.15469746 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22916055
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.17796059 ---Validation accuracy:--- 0.903 Validation Loss: 0.33949834
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.105021805 ---Validation accuracy:--- 0.936 Validation Loss: 0.236571
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.060786504 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18334335
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.13585277 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17674369
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06456297 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17295395
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.05207525 ---Validation accuracy:--- 0.9522 Validation Loss: 0.1664059
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03243878 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16730657
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.037614617 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15763791
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08786347 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17325547
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.049214758 ---Validation accuracy:--- 0.9428 Validation Loss: 0.1810628
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.038374174 ---Validation accuracy:--- 0.9532 Validation Loss: 0.17067312
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.060586315 ---Validation accuracy:--- 0.953 Validation Loss: 0.17400913
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.11882923 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17989206
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.080504894 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16823733
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.101725504 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15871578
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06689429 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16598773
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15323739 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17763801
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.040400237 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15476003
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10302343 ---Validation accuracy:--- 0.956 Validation Loss: 0.1573958
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09107276 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19792826
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07226191 ---Validation accuracy:--- 0.9558 Validation Loss: 0.16559875
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.083522536 ---Validation accuracy:--- 0.957 Validation Loss: 0.15985897
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04037544 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1651233
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.037433732 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15463248
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10634386 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15812054
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.034864545 ---Validation accuracy:--- 0.9572 Validation Loss: 0.14769667
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.050969765 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15060104
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06844179 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18351845
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.038405072 ---Validation accuracy:--- 0.954 Validation Loss: 0.16061683
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.04784168 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16463979
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.050726153 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15374908
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11754931 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14750573
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.044737067 ---Validation accuracy:--- 0.954 Validation Loss: 0.15702417
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.025783189 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15940088
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.015825689 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17065449
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.064648844 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17127821
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.031909347 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17067489
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.19129705 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15651427
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.0936098 ---Validation accuracy:--- 0.951 Validation Loss: 0.1668325
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.04457102 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15580922
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.025770338 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16066527
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.033491336 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16559714
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0902005 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15343213
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07529927 ---Validation accuracy:--- 0.952 Validation Loss: 0.16122892
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01898191 ---Validation accuracy:--- 0.948 Validation Loss: 0.18126214
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03286746 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15424308
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03458922 ---Validation accuracy:--- 0.9568 Validation Loss: 0.1519534
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0961348 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17687915
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09092703 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16669297
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05221569 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21374275
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.18276185 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21531714
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07134182 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1967649
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.06130252 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19326825
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07788943 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1767132
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.04112371 ---Validation accuracy:--- 0.951 Validation Loss: 0.17151614
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05232706 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17372477
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06448092 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15733784
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07060885 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15910845
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09201231 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17115138
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07058182 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19497244
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.032210365 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15544824
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.089252606 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17713298
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.072515324 ---Validation accuracy:--- 0.9564 Validation Loss: 0.16446452
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06651973 ---Validation accuracy:--- 0.9556 Validation Loss: 0.16043094
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.029481528 ---Validation accuracy:--- 0.9544 Validation Loss: 0.17348203
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0346642 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15392902
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04846861 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14963587
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.085149504 ---Validation accuracy:--- 0.956 Validation Loss: 0.15504739
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0317682 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15126763
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.100409396 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15351665
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06284382 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15820993
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.057353377 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16287237
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.031976767 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15940547
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06006665 ---Validation accuracy:--- 0.954 Validation Loss: 0.16260193
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.11010971 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20331149
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12703568 ---Validation accuracy:--- 0.955 Validation Loss: 0.16416004
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.045448586 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16972311
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.062242724 ---Validation accuracy:--- 0.957 Validation Loss: 0.15496853
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13649516 ---Validation accuracy:--- 0.956 Validation Loss: 0.15556909
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07897717 ---Validation accuracy:--- 0.9556 Validation Loss: 0.16384447
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08464269 ---Validation accuracy:--- 0.959 Validation Loss: 0.15080506
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12140006 ---Validation accuracy:--- 0.954 Validation Loss: 0.15824468
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.061624743 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15372129
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10101013 ---Validation accuracy:--- 0.9558 Validation Loss: 0.14254336
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12295994 ---Validation accuracy:--- 0.956 Validation Loss: 0.14658083
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.053053662 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15781313
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.054215837 ---Validation accuracy:--- 0.957 Validation Loss: 0.14726892
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.097187765 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15266033
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07189913 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15117505
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.043057054 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14900711
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014405405 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14988205
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.15294302 ---Validation accuracy:--- 0.956 Validation Loss: 0.14798957
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.025218861 ---Validation accuracy:--- 0.957 Validation Loss: 0.14856826
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.063081175 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15853584
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05935735 ---Validation accuracy:--- 0.96 Validation Loss: 0.14428306
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13428743 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15917344
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06024929 ---Validation accuracy:--- 0.955 Validation Loss: 0.15548176
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1329567 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15332139
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09591963 ---Validation accuracy:--- 0.9586 Validation Loss: 0.1534076
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.055975746 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16842838
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.077116236 ---Validation accuracy:--- 0.955 Validation Loss: 0.15431458
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.029559402 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15003
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08302917 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14619824
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13830435 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14947341
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07840189 ---Validation accuracy:--- 0.9564 Validation Loss: 0.1446783
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.048748065 ---Validation accuracy:--- 0.952 Validation Loss: 0.15665244
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016146218 ---Validation accuracy:--- 0.9568 Validation Loss: 0.1539536
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05379431 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16701557
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04814094 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15078631
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09225935 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18629003
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09409359 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17043887
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05708836 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16264164
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07921002 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1652894
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03402785 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19008741
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.027333615 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1651062
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.034744605 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15605377
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04774978 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16549316
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.071165845 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17863247
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.11164637 ---Validation accuracy:--- 0.954 Validation Loss: 0.16790609
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.23837343 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15883929
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12336244 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14939295
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.1960434 ---Validation accuracy:--- 0.9488 Validation Loss: 0.182706
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05318077 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16366836
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04925932 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15295258
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.070860066 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17744097
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05910775 ---Validation accuracy:--- 0.953 Validation Loss: 0.15567899
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.047082663 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17118472
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09265709 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15757027
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.039962187 ---Validation accuracy:--- 0.9558 Validation Loss: 0.14815894
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06007593 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15496746
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05415021 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16753884
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0194595 ---Validation accuracy:--- 0.9528 Validation Loss: 0.155894
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11094264 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15439427
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012832999 ---Validation accuracy:--- 0.953 Validation Loss: 0.16202538
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.0890353 ---Validation accuracy:--- 0.939 Validation Loss: 0.21354315
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.062177382 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14828809
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14730486 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19172646
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.24603896 ---Validation accuracy:--- 0.9202 Validation Loss: 0.25607145
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07159746 ---Validation accuracy:--- 0.9378 Validation Loss: 0.20372029
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.053224787 ---Validation accuracy:--- 0.9506 Validation Loss: 0.15579751
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1434222 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15155159
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.055149537 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14476544
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.075325325 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15557842
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.055642996 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15490623
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07003749 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15966822
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04220491 ---Validation accuracy:--- 0.958 Validation Loss: 0.1491572
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05095769 ---Validation accuracy:--- 0.9552 Validation Loss: 0.14865877
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.15465622 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17780545
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.06659808 ---Validation accuracy:--- 0.954 Validation Loss: 0.16509338
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.059204444 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18197632
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07509697 ---Validation accuracy:--- 0.952 Validation Loss: 0.16530149
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.12563685 ---Validation accuracy:--- 0.946 Validation Loss: 0.18505861
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04339372 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16757469
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.080855735 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1560921
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.050016187 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16230759
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05167895 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18851086
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0635862 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16516401
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07582746 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16146456
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.058000647 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15205881
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0343329 ---Validation accuracy:--- 0.9428 Validation Loss: 0.18763264
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09923485 ---Validation accuracy:--- 0.9568 Validation Loss: 0.1430385
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.041567434 ---Validation accuracy:--- 0.953 Validation Loss: 0.15939948
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.058804054 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16432206
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05582796 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17212966
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10830887 ---Validation accuracy:--- 0.951 Validation Loss: 0.17117022
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.020972073 ---Validation accuracy:--- 0.956 Validation Loss: 0.15000919
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06257582 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1696681
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.057037197 ---Validation accuracy:--- 0.9586 Validation Loss: 0.15142949
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.018112056 ---Validation accuracy:--- 0.9572 Validation Loss: 0.1499329
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05932007 ---Validation accuracy:--- 0.9562 Validation Loss: 0.1491394
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.065829955 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1659761
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.050268296 ---Validation accuracy:--- 0.9548 Validation Loss: 0.14816941
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.025666546 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1553923
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.14491005 ---Validation accuracy:--- 0.945 Validation Loss: 0.18667012
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02911701 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16884752
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.017826088 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15671647
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.033676494 ---Validation accuracy:--- 0.958 Validation Loss: 0.14996994
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05496827 ---Validation accuracy:--- 0.955 Validation Loss: 0.15303239
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.035248533 ---Validation accuracy:--- 0.954 Validation Loss: 0.1575679
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019301169 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14220211
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.14277507 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17999822
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13634916 ---Validation accuracy:--- 0.962 Validation Loss: 0.14421912
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04928781 ---Validation accuracy:--- 0.9608 Validation Loss: 0.15173447
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06061617 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15729359
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.073888205 ---Validation accuracy:--- 0.9572 Validation Loss: 0.16048254
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.026258988 ---Validation accuracy:--- 0.9566 Validation Loss: 0.16390882
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03965633 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15587626
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07466691 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15387742
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.084377095 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14943412
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.020206623 ---Validation accuracy:--- 0.9562 Validation Loss: 0.1481482
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06282983 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16486861
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016698698 ---Validation accuracy:--- 0.955 Validation Loss: 0.16009708
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.031651393 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15261881
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.058298368 ---Validation accuracy:--- 0.9594 Validation Loss: 0.15029292
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.11040264 ---Validation accuracy:--- 0.9588 Validation Loss: 0.14425649
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13705587 ---Validation accuracy:--- 0.959 Validation Loss: 0.1452047
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.062012836 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18028706
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.037609264 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15454099
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.030647626 ---Validation accuracy:--- 0.9572 Validation Loss: 0.1515723
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.030983582 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15191998
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07589874 ---Validation accuracy:--- 0.959 Validation Loss: 0.14759879
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.042511 ---Validation accuracy:--- 0.9448 Validation Loss: 0.1877912
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06568685 ---Validation accuracy:--- 0.9588 Validation Loss: 0.15067141
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.055939466 ---Validation accuracy:--- 0.96 Validation Loss: 0.14344738
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028845191 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14854844
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.031550016 ---Validation accuracy:--- 0.958 Validation Loss: 0.14631666
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.124939874 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15220173
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.023349963 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1633079
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07328348 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1701693
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.09230295 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17538376
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028831841 ---Validation accuracy:--- 0.9572 Validation Loss: 0.16024773
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.097767785 ---Validation accuracy:--- 0.9584 Validation Loss: 0.15537532
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.16171762 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20726186
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.025793321 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16987985
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.036944993 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17296739
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03444133 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16821063
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.028429484 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16015236
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07972404 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16763806
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05303998 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14652729
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10686177 ---Validation accuracy:--- 0.957 Validation Loss: 0.15157725
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0445527 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15003939
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.026382795 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13843817
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.074251354 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14330447
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.052531384 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14907478
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.056517195 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15033577
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016179143 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15128513
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014802099 ---Validation accuracy:--- 0.9558 Validation Loss: 0.14832984
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03659113 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15444511
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.033654384 ---Validation accuracy:--- 0.9584 Validation Loss: 0.1491154
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.048310366 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14834715
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.060799588 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16299246
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.055131923 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16235368
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02186077 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17778207
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.022978237 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14960133
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09709991 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16227098
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019266477 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15649197
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05442844 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16491118
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.050702047 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15338333
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07385503 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15095334
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.057046376 ---Validation accuracy:--- 0.9588 Validation Loss: 0.15104067
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.061873022 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17635207
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.061367154 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18777294
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028845396 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15634751
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04351144 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18056619
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12079228 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24546282
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.14837708 ---Validation accuracy:--- 0.927 Validation Loss: 0.2465898
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.055836383 ---Validation accuracy:--- 0.9568 Validation Loss: 0.1554165
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10895933 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25807396
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.09915045 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16107899
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.057953287 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15712385
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.032229446 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15101162
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10029499 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14750743
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04242764 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15929727
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.057963774 ---Validation accuracy:--- 0.959 Validation Loss: 0.15387112
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.0768353 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1640039
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04513644 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14716873
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.054657407 ---Validation accuracy:--- 0.958 Validation Loss: 0.1490335
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.046854686 ---Validation accuracy:--- 0.9588 Validation Loss: 0.1478574
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1489184 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15362382
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.0757313 ---Validation accuracy:--- 0.959 Validation Loss: 0.15131316
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.088594034 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16433038
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.049851246 ---Validation accuracy:--- 0.9608 Validation Loss: 0.14301768
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.031830672 ---Validation accuracy:--- 0.9602 Validation Loss: 0.14348738
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06518295 ---Validation accuracy:--- 0.9572 Validation Loss: 0.14841418
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.045658216 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15860797
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.16035351 ---Validation accuracy:--- 0.9606 Validation Loss: 0.14764054
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.053316996 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1658598
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03421657 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15720473
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07174299 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15265612
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.018910274 ---Validation accuracy:--- 0.957 Validation Loss: 0.15589875
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.14809288 ---Validation accuracy:--- 0.962 Validation Loss: 0.14415278
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09632118 ---Validation accuracy:--- 0.946 Validation Loss: 0.1828216
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04931024 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17036471
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.064422555 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1655909
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11322825 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16720876
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.053080034 ---Validation accuracy:--- 0.9562 Validation Loss: 0.16179629
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.079257615 ---Validation accuracy:--- 0.953 Validation Loss: 0.16377376
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.07833083 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1780283
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10843259 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16436772
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07159394 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14943099
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.09446798 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15896858
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06236735 ---Validation accuracy:--- 0.9566 Validation Loss: 0.16199942
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13831085 ---Validation accuracy:--- 0.948 Validation Loss: 0.18123181
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.046869192 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18908305
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09920496 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16109785
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.060984783 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16143738
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.020626307 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14979698
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.016303232 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15364374
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.13547733 ---Validation accuracy:--- 0.9562 Validation Loss: 0.1532778
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.034428414 ---Validation accuracy:--- 0.956 Validation Loss: 0.154378
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03643066 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14943142
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12709798 ---Validation accuracy:--- 0.958 Validation Loss: 0.15228395
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11239626 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14552027
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13109028 ---Validation accuracy:--- 0.9564 Validation Loss: 0.1502148
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07340853 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16494356
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.1000408 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16816898
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13588558 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22619873
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10784143 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17566422
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.046953715 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1561885
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.025224524 ---Validation accuracy:--- 0.9558 Validation Loss: 0.1512044
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.04833539 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14647616
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06740392 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15211193
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.054565832 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14977598
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02974723 ---Validation accuracy:--- 0.959 Validation Loss: 0.15149362
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.09759579 ---Validation accuracy:--- 0.958 Validation Loss: 0.1495305
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.035157274 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15703803
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.049908675 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15835014
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.040115666 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15823345
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.056202576 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16503273
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.030001698 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15994209
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04243649 ---Validation accuracy:--- 0.9562 Validation Loss: 0.1520756
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10108768 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16220653
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04657774 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15748245
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.02851316 ---Validation accuracy:--- 0.9608 Validation Loss: 0.1469238
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05111289 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14703548
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.072146274 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16764441
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.018482747 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14710173
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.058425847 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15400857
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08766189 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15099801
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023610432 ---Validation accuracy:--- 0.961 Validation Loss: 0.14671735
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.051889163 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16365613
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07146003 ---Validation accuracy:--- 0.9584 Validation Loss: 0.16045505
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06713137 ---Validation accuracy:--- 0.941 Validation Loss: 0.2176942
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06601779 ---Validation accuracy:--- 0.945 Validation Loss: 0.19249274
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.028365593 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17877957
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.045217175 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16900714
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.081754714 ---Validation accuracy:--- 0.937 Validation Loss: 0.21526171
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.12871583 ---Validation accuracy:--- 0.955 Validation Loss: 0.16391756
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04613537 ---Validation accuracy:--- 0.954 Validation Loss: 0.17283823
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06748748 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18670046
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.1593978 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21498159
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.056422137 ---Validation accuracy:--- 0.95 Validation Loss: 0.16951454
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.029778423 ---Validation accuracy:--- 0.9522 Validation Loss: 0.15677159
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.017952805 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15937063
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07670501 ---Validation accuracy:--- 0.955 Validation Loss: 0.15079023
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.09992805 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14315559
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11535109 ---Validation accuracy:--- 0.9536 Validation Loss: 0.17683166
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01748493 ---Validation accuracy:--- 0.954 Validation Loss: 0.170322
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.09400878 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18196689
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07267789 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16692239
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013668354 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16931413
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03856038 ---Validation accuracy:--- 0.9578 Validation Loss: 0.1605105
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10453639 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16993049
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08736778 ---Validation accuracy:--- 0.9558 Validation Loss: 0.1607191
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.061316527 ---Validation accuracy:--- 0.956 Validation Loss: 0.15915677
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.054084476 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15099439
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.10789261 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16263005
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05819019 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15481098
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06809444 ---Validation accuracy:--- 0.9576 Validation Loss: 0.16297202
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04951643 ---Validation accuracy:--- 0.9564 Validation Loss: 0.1575704
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09229368 ---Validation accuracy:--- 0.948 Validation Loss: 0.1816553
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.111562654 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16627339
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05495036 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17219579
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.13739002 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1798282
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.04985396 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16947672
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01913247 ---Validation accuracy:--- 0.953 Validation Loss: 0.16207305
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13944192 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16147529
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.054573298 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16176537
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02241065 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16049278
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08936321 ---Validation accuracy:--- 0.9584 Validation Loss: 0.15670267
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.042318203 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15560836
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.091315 ---Validation accuracy:--- 0.9588 Validation Loss: 0.1530829
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.049878076 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15512191
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04465728 ---Validation accuracy:--- 0.956 Validation Loss: 0.14416766
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.021011176 ---Validation accuracy:--- 0.9564 Validation Loss: 0.14558172
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09312786 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16149454
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.026960652 ---Validation accuracy:--- 0.9584 Validation Loss: 0.1441246
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07524629 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16067022
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08612688 ---Validation accuracy:--- 0.9508 Validation Loss: 0.15993541
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14703004 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1682267
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07725345 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15573686
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.042328022 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16899376
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.029497452 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15619294
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.094241984 ---Validation accuracy:--- 0.9578 Validation Loss: 0.16432817
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.053089455 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15099633
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01651876 ---Validation accuracy:--- 0.958 Validation Loss: 0.15478554
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.047066435 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15669598
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.16680568 ---Validation accuracy:--- 0.957 Validation Loss: 0.16381958
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0680271 ---Validation accuracy:--- 0.955 Validation Loss: 0.1616591
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.054769862 ---Validation accuracy:--- 0.955 Validation Loss: 0.15997726
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09931931 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17986594
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.028674856 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16537891
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06745908 ---Validation accuracy:--- 0.9554 Validation Loss: 0.17127076
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.034683276 ---Validation accuracy:--- 0.96 Validation Loss: 0.15273798
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.034315564 ---Validation accuracy:--- 0.9582 Validation Loss: 0.1539669
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.039650597 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15151198
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03130993 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15029612
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.13905294 ---Validation accuracy:--- 0.943 Validation Loss: 0.18411754
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08757353 ---Validation accuracy:--- 0.9576 Validation Loss: 0.16043979
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.032886654 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15430935
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.021418324 ---Validation accuracy:--- 0.955 Validation Loss: 0.16194057
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04090632 ---Validation accuracy:--- 0.9564 Validation Loss: 0.16001074
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09651136 ---Validation accuracy:--- 0.9604 Validation Loss: 0.14878151
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.089079015 ---Validation accuracy:--- 0.9604 Validation Loss: 0.14552534
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.027238764 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14542846
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06616457 ---Validation accuracy:--- 0.9584 Validation Loss: 0.1487112
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.045399047 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16441385
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12724228 ---Validation accuracy:--- 0.947 Validation Loss: 0.19915536
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.034094676 ---Validation accuracy:--- 0.952 Validation Loss: 0.17619047
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.037649866 ---Validation accuracy:--- 0.9486 Validation Loss: 0.19507831
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.062807605 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1760127
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.037919782 ---Validation accuracy:--- 0.951 Validation Loss: 0.1926658
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03883559 ---Validation accuracy:--- 0.953 Validation Loss: 0.17521101
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05247382 ---Validation accuracy:--- 0.9562 Validation Loss: 0.16920072
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.027740365 ---Validation accuracy:--- 0.9554 Validation Loss: 0.17471474
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.039159287 ---Validation accuracy:--- 0.9456 Validation Loss: 0.2146933
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08268239 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20852138
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.025392072 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17165795
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07287932 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19032036
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.021991517 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18276289
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07211633 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17591211
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.042857103 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1719117
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09295643 ---Validation accuracy:--- 0.947 Validation Loss: 0.20245428
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.082227476 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16824609
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03877271 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15632565
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03178441 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15627967
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.043875393 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15336226
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.105074584 ---Validation accuracy:--- 0.951 Validation Loss: 0.16630277
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05603931 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15819445
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.100667626 ---Validation accuracy:--- 0.9376 Validation Loss: 0.20513831
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.02446794 ---Validation accuracy:--- 0.959 Validation Loss: 0.14757338
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023217067 ---Validation accuracy:--- 0.9596 Validation Loss: 0.146034
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.030681577 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14542474
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.12712784 ---Validation accuracy:--- 0.947 Validation Loss: 0.19298105
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.049278326 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19749364
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11813115 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19289882
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.01847404 ---Validation accuracy:--- 0.953 Validation Loss: 0.15988557
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.053741578 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16654524
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.050381042 ---Validation accuracy:--- 0.949 Validation Loss: 0.17293546
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.16767237 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19782522
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.047051433 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17877574
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.028428042 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16564034
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01968138 ---Validation accuracy:--- 0.9596 Validation Loss: 0.15328343
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.063313775 ---Validation accuracy:--- 0.9576 Validation Loss: 0.1590833
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03529048 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15509935
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05655776 ---Validation accuracy:--- 0.958 Validation Loss: 0.14996664
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.16425847 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16909213
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.026477318 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1774254
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0473869 ---Validation accuracy:--- 0.952 Validation Loss: 0.16747259
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.039805852 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16204119
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.025935164 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15314056
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06721937 ---Validation accuracy:--- 0.9562 Validation Loss: 0.1585276
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0746103 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15330398
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.117937945 ---Validation accuracy:--- 0.9532 Validation Loss: 0.179089
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12440614 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18274802
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.021716438 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17841709
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.121258825 ---Validation accuracy:--- 0.9476 Validation Loss: 0.1721106
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.053731374 ---Validation accuracy:--- 0.955 Validation Loss: 0.15682007
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06420828 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16188164
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03866923 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15311228
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.035697207 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15397641
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.037221793 ---Validation accuracy:--- 0.958 Validation Loss: 0.1490785
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.020788353 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1667496
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08809229 ---Validation accuracy:--- 0.951 Validation Loss: 0.16694681
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05375798 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17378792
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.064612 ---Validation accuracy:--- 0.954 Validation Loss: 0.16315587
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07919491 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15185815
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07161059 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15071583
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10129166 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1676628
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06376299 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15318862
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05638557 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17628756
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01734177 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15991168
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08241473 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17823508
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06413565 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16529009
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06450666 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15626875
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07409971 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15887192
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.032978095 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16221412
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.056879506 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15474455
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1172766 ---Validation accuracy:--- 0.956 Validation Loss: 0.15549466
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07370803 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14865084
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08294154 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15626104
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.060285147 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15650176
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01411418 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15633276
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04077668 ---Validation accuracy:--- 0.9572 Validation Loss: 0.16028932
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0495101 ---Validation accuracy:--- 0.956 Validation Loss: 0.1579672
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.020927094 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16079834
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.018621512 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16591586
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015261383 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16919138
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.067526594 ---Validation accuracy:--- 0.949 Validation Loss: 0.17954282
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.026372515 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1619154
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.029448818 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16693647
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.058082245 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17848614
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07275766 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16173823
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.040640883 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16725652
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.063799895 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16031168
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.045437183 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18728535
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.021507073 ---Validation accuracy:--- 0.951 Validation Loss: 0.1632221
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.10047708 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17668352
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03187945 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19142935
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0740146 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19557004
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08093503 ---Validation accuracy:--- 0.947 Validation Loss: 0.18091957
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.039909825 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15713808
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.065990984 ---Validation accuracy:--- 0.95 Validation Loss: 0.1739655
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.11266617 ---Validation accuracy:--- 0.955 Validation Loss: 0.1568504
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03753014 ---Validation accuracy:--- 0.953 Validation Loss: 0.15941925
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08745625 ---Validation accuracy:--- 0.952 Validation Loss: 0.15880984
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.093823284 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16200253
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.047665853 ---Validation accuracy:--- 0.9564 Validation Loss: 0.1526523
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.078162536 ---Validation accuracy:--- 0.955 Validation Loss: 0.15353349
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05485763 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15436733
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08632349 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18652557
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.02672955 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17352676
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.041319262 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15137939
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0763663 ---Validation accuracy:--- 0.9528 Validation Loss: 0.1723783
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13759454 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16372827
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12357788 ---Validation accuracy:--- 0.9572 Validation Loss: 0.148867
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.036419716 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15509145
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.042720415 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16188312
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08284815 ---Validation accuracy:--- 0.958 Validation Loss: 0.15558504
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06848713 ---Validation accuracy:--- 0.956 Validation Loss: 0.15981357
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.037890997 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14787532
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08083343 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16185845
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02886928 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17471816
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.019892098 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15157959
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.031218486 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15666792
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.038454544 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15232718
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.11126488 ---Validation accuracy:--- 0.9592 Validation Loss: 0.1480727
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09791626 ---Validation accuracy:--- 0.9588 Validation Loss: 0.14827234
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.022706978 ---Validation accuracy:--- 0.956 Validation Loss: 0.15135191
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.052337147 ---Validation accuracy:--- 0.953 Validation Loss: 0.16365565
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06577363 ---Validation accuracy:--- 0.946 Validation Loss: 0.19352604
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08105754 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17943572
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.046420947 ---Validation accuracy:--- 0.95 Validation Loss: 0.17067124
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06455663 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15805577
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.13906108 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15700372
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02263082 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15473853
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05387557 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17936096
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.057742763 ---Validation accuracy:--- 0.95 Validation Loss: 0.17264527
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.033063572 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1670151
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07881392 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15844926
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.078613594 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1629813
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07152125 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16526555
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11782811 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19665502
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.069405474 ---Validation accuracy:--- 0.955 Validation Loss: 0.16066763
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.035108723 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17600597
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.080629975 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17300113
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.080632545 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16189265
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06105036 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16539983
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.038917616 ---Validation accuracy:--- 0.954 Validation Loss: 0.15940167
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03324629 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15992774
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.043708052 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16857514
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.0850587 ---Validation accuracy:--- 0.9586 Validation Loss: 0.15470722
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07299093 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15000182
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.119344756 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16342105
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08424766 ---Validation accuracy:--- 0.9534 Validation Loss: 0.169726
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07456375 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17164235
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.050069116 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17042798
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08057913 ---Validation accuracy:--- 0.951 Validation Loss: 0.17908502
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.021094138 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15555227
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.024576101 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14791931
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1301916 ---Validation accuracy:--- 0.941 Validation Loss: 0.19503884
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07644845 ---Validation accuracy:--- 0.951 Validation Loss: 0.16336496
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.038875442 ---Validation accuracy:--- 0.954 Validation Loss: 0.15639682
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.040836364 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15592995
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.09942375 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16713327
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.017065395 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15145375
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015140312 ---Validation accuracy:--- 0.958 Validation Loss: 0.15065485
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.028408904 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15622939
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06912105 ---Validation accuracy:--- 0.9512 Validation Loss: 0.15955967
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.042170815 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17348991
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.09711702 ---Validation accuracy:--- 0.9466 Validation Loss: 0.204723
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.048954476 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16774267
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08162543 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14816593
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.091056444 ---Validation accuracy:--- 0.958 Validation Loss: 0.14857483
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07694275 ---Validation accuracy:--- 0.9584 Validation Loss: 0.15046379
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.025582518 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14569484
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.13587447 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15273918
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04230579 ---Validation accuracy:--- 0.9566 Validation Loss: 0.1469167
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.076726034 ---Validation accuracy:--- 0.9574 Validation Loss: 0.1513653
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.045900512 ---Validation accuracy:--- 0.9584 Validation Loss: 0.1510305
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.099683724 ---Validation accuracy:--- 0.957 Validation Loss: 0.1524573
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013912201 ---Validation accuracy:--- 0.958 Validation Loss: 0.14769238
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.21242544 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18156062
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.13529405 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14977236
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.039392833 ---Validation accuracy:--- 0.9556 Validation Loss: 0.16006935
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13068892 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15276858
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05302462 ---Validation accuracy:--- 0.952 Validation Loss: 0.16698992
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06660022 ---Validation accuracy:--- 0.9602 Validation Loss: 0.14943677
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.0715985 ---Validation accuracy:--- 0.9586 Validation Loss: 0.15330723
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.095784724 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15389216
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.050756518 ---Validation accuracy:--- 0.9618 Validation Loss: 0.14070036
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.042399514 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20856856
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.056646686 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15394886
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08647431 ---Validation accuracy:--- 0.9602 Validation Loss: 0.14711143
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05988452 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17404895
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06277037 ---Validation accuracy:--- 0.9564 Validation Loss: 0.14991367
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.070483066 ---Validation accuracy:--- 0.959 Validation Loss: 0.14684986
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.042612515 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14706768
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.10701853 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20088212
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.07046501 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15359895
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.057536803 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15746021
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06633604 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15205446
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08552558 ---Validation accuracy:--- 0.9602 Validation Loss: 0.14345129
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06176896 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1537193
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.030298164 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17139053
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03419136 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14747529
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0792174 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17206888
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.08501711 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15159585
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06838145 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14569314
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07014604 ---Validation accuracy:--- 0.955 Validation Loss: 0.1556438
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.076461226 ---Validation accuracy:--- 0.9588 Validation Loss: 0.15250598
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02148146 ---Validation accuracy:--- 0.9588 Validation Loss: 0.14813337
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03327569 ---Validation accuracy:--- 0.9604 Validation Loss: 0.14186792
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06938317 ---Validation accuracy:--- 0.9616 Validation Loss: 0.14178173
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04786984 ---Validation accuracy:--- 0.9602 Validation Loss: 0.14772142
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.051230732 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16160992
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05207598 ---Validation accuracy:--- 0.9586 Validation Loss: 0.15106106
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.08695053 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15704307
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.016582634 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15442288
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04248061 ---Validation accuracy:--- 0.951 Validation Loss: 0.16453819
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07577633 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1581158
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.022339744 ---Validation accuracy:--- 0.9622 Validation Loss: 0.1407094
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.058040284 ---Validation accuracy:--- 0.9608 Validation Loss: 0.14083704
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.021821901 ---Validation accuracy:--- 0.9602 Validation Loss: 0.13833876
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.047440507 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15024765
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06428926 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14605817
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.014051072 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14655668
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.055641077 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15045945
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14554964 ---Validation accuracy:--- 0.956 Validation Loss: 0.15156174
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03939382 ---Validation accuracy:--- 0.9576 Validation Loss: 0.1513128
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.024654897 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14507547
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.034962617 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14892277
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.065660626 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15133892
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.053245667 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15925634
Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.18243143 ---Validation accuracy:--- 0.9376 Validation Loss: 0.20543474
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.032291163 ---Validation accuracy:--- 0.9488 Validation Loss: 0.16923302
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.037409175 ---Validation accuracy:--- 0.952 Validation Loss: 0.16484112
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05089397 ---Validation accuracy:--- 0.953 Validation Loss: 0.16196223
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.032592673 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1655558
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07384977 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15838446
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.061860204 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17019412
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.053370208 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16569306
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.12381468 ---Validation accuracy:--- 0.954 Validation Loss: 0.15880357
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07737053 ---Validation accuracy:--- 0.954 Validation Loss: 0.16641758
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.05426693 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16772392
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.024885464 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16073903
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.029833436 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16468044
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.042955384 ---Validation accuracy:--- 0.951 Validation Loss: 0.16688217
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06434659 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15581824
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07183996 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15448608
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.10306282 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15002483
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0345373 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15039213
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.14105491 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15466276
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.04622736 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15163815
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07394056 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14787813
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.02986479 ---Validation accuracy:--- 0.9572 Validation Loss: 0.1524864
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.018334957 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16799644
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.083836995 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16064003
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07342082 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15378237
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.025196766 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16840254
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06342148 ---Validation accuracy:--- 0.953 Validation Loss: 0.16182631
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.041067146 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17948519
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.075384155 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17277956
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.049047764 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15664768
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07783659 ---Validation accuracy:--- 0.953 Validation Loss: 0.17122312
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04566761 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17989784
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06741376 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15175422
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12475689 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18151517
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.022216534 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15854098
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.0713742 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15144737
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.039266296 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15169133
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.055511445 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15146135
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.06832749 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14996746
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.095054016 ---Validation accuracy:--- 0.957 Validation Loss: 0.1428879
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07713581 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14639145
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.045183696 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15021692
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.040881332 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15710962
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.068058975 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15586941
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.117237836 ---Validation accuracy:--- 0.953 Validation Loss: 0.1632786
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0777322 ---Validation accuracy:--- 0.953 Validation Loss: 0.15553679
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07288588 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15681902
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.069682315 ---Validation accuracy:--- 0.9548 Validation Loss: 0.1602594
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06189091 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16682784
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.024385972 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1533594
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.117339276 ---Validation accuracy:--- 0.9576 Validation Loss: 0.1554235
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.10565445 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18473904
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13737172 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16393393
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.058212075 ---Validation accuracy:--- 0.957 Validation Loss: 0.14794184
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07036227 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15784396
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08790037 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1566403
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.056378677 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15928535
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11586973 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18051393
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.114529826 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16171965
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.062195335 ---Validation accuracy:--- 0.957 Validation Loss: 0.14961003
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.030092072 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15058385
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03798467 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15259232
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.033695992 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14919397
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.057977933 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14715093
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04750867 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15213326
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04536259 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15884241
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08062711 ---Validation accuracy:--- 0.958 Validation Loss: 0.15141873
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.05489051 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15288803
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06375289 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16141115
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.065628484 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16046044
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.0767196 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19733852
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.07959532 ---Validation accuracy:--- 0.9566 Validation Loss: 0.16015087
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04055705 ---Validation accuracy:--- 0.9588 Validation Loss: 0.1487502
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.059027687 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15423578
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.017540151 ---Validation accuracy:--- 0.9566 Validation Loss: 0.14985363
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05216762 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15472569
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.019511623 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14778695
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.027884474 ---Validation accuracy:--- 0.96 Validation Loss: 0.15087907
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.041067705 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15514192
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.057425212 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15558209
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.115056865 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14785089
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.056650046 ---Validation accuracy:--- 0.955 Validation Loss: 0.160685
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023359256 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15078188
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.122900076 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15341109
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0367141 ---Validation accuracy:--- 0.956 Validation Loss: 0.15868816
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.031384543 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14381689
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0113822725 ---Validation accuracy:--- 0.9608 Validation Loss: 0.14514622
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07212604 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15331739
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09134119 ---Validation accuracy:--- 0.957 Validation Loss: 0.15037628
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.046539802 ---Validation accuracy:--- 0.9588 Validation Loss: 0.1465102
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.10017603 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14610922
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.030763388 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15228626
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08352209 ---Validation accuracy:--- 0.951 Validation Loss: 0.17131843
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0075581158 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14846891
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.053673342 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14216885
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.029749708 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14638935
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1177866 ---Validation accuracy:--- 0.9568 Validation Loss: 0.16007014
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.041413125 ---Validation accuracy:--- 0.9566 Validation Loss: 0.14546135
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08715435 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1583863
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0327361 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15535076
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.057784595 ---Validation accuracy:--- 0.9584 Validation Loss: 0.1496679
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05887538 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15646333
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.119806595 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17718874
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02743148 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16868894
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07554535 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17064153
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.081674576 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16147584
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.054949347 ---Validation accuracy:--- 0.9562 Validation Loss: 0.1540205
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0854259 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15443107
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.056131568 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15957591
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.115662105 ---Validation accuracy:--- 0.9566 Validation Loss: 0.16033223
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.080659 ---Validation accuracy:--- 0.9588 Validation Loss: 0.15285948
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.035558764 ---Validation accuracy:--- 0.9588 Validation Loss: 0.14979722
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.02988698 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14910473
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.073217094 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16482303
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06842571 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15738088
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.0713139 ---Validation accuracy:--- 0.954 Validation Loss: 0.16943754
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07554415 ---Validation accuracy:--- 0.955 Validation Loss: 0.16134925
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05301682 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15276124
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0657276 ---Validation accuracy:--- 0.96 Validation Loss: 0.14568447
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.075169325 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15161338
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.053659085 ---Validation accuracy:--- 0.9576 Validation Loss: 0.1491952
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03366501 ---Validation accuracy:--- 0.957 Validation Loss: 0.14730631
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07778358 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14665908
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0565801 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15526238
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.054700665 ---Validation accuracy:--- 0.9594 Validation Loss: 0.1516218
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.022983102 ---Validation accuracy:--- 0.958 Validation Loss: 0.15136792
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.097308815 ---Validation accuracy:--- 0.9544 Validation Loss: 0.161789
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.040425647 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16204469
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.025072167 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14957228
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.1242196 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20629306
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06383028 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15774202
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.044434328 ---Validation accuracy:--- 0.9564 Validation Loss: 0.1519546
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.058833603 ---Validation accuracy:--- 0.953 Validation Loss: 0.16935822
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.04376391 ---Validation accuracy:--- 0.94 Validation Loss: 0.21550432
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.034392674 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17748496
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03496286 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16303264
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.019019794 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17794515
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023831325 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17355457
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.036434636 ---Validation accuracy:--- 0.9568 Validation Loss: 0.1522733
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.17270495 ---Validation accuracy:--- 0.9572 Validation Loss: 0.14827253
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09936119 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15052374
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06565728 ---Validation accuracy:--- 0.955 Validation Loss: 0.15508375
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0327782 ---Validation accuracy:--- 0.9368 Validation Loss: 0.20471586
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05974788 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18419795
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07555488 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16345406
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.114032954 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15310909
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02902764 ---Validation accuracy:--- 0.952 Validation Loss: 0.15749615
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1242309 ---Validation accuracy:--- 0.932 Validation Loss: 0.22420198
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.05039193 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17266195
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.039168444 ---Validation accuracy:--- 0.949 Validation Loss: 0.17082444
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.050927028 ---Validation accuracy:--- 0.9528 Validation Loss: 0.1639122
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.032563232 ---Validation accuracy:--- 0.9502 Validation Loss: 0.15810749
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15460001 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14123271
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07810156 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14305416
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0526346 ---Validation accuracy:--- 0.9572 Validation Loss: 0.14335147
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.026364794 ---Validation accuracy:--- 0.9582 Validation Loss: 0.13962154
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.026415873 ---Validation accuracy:--- 0.9588 Validation Loss: 0.13712814
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08698803 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13611573
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08362963 ---Validation accuracy:--- 0.9604 Validation Loss: 0.13903886
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08940127 ---Validation accuracy:--- 0.9588 Validation Loss: 0.1454173
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13840435 ---Validation accuracy:--- 0.9592 Validation Loss: 0.13864177
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.067260034 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14753072
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.049032632 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15206577
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.091098 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17354137
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.057420965 ---Validation accuracy:--- 0.9326 Validation Loss: 0.22414428
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.07786438 ---Validation accuracy:--- 0.945 Validation Loss: 0.18315436
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.028476764 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15146133
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04801529 ---Validation accuracy:--- 0.957 Validation Loss: 0.14682236
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.032531604 ---Validation accuracy:--- 0.9564 Validation Loss: 0.14803526
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06417534 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15843962
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.061098374 ---Validation accuracy:--- 0.9552 Validation Loss: 0.1623727
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.057212982 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15011136
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.071994394 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1663122
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.049527254 ---Validation accuracy:--- 0.9584 Validation Loss: 0.1409662
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.042553157 ---Validation accuracy:--- 0.954 Validation Loss: 0.15808171
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.058377277 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15346436
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.044642936 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14499131
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02413893 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15751517
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1462207 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16283976
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.2075142 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19823593
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07989539 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18654893
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0300462 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15941228
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.030659685 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15612867
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.031237034 ---Validation accuracy:--- 0.9556 Validation Loss: 0.16109876
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03357106 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17150007
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05512938 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17185734
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03802879 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16029356
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.063414685 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15088743
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.017909564 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15524781
Wall time: 1min 48s

#Calculate averages
print("Average Training Accuracy:", np.mean(acc_train))
print("Average Training Loss:", np.mean(loss_train))
print("Average Validation Accuracy:", np.mean(acc_val))
print("Average Validation Loss:", np.mean(loss_val))      

Average Training Accuracy: 1.0
Average Training Loss: 0.017909564
Average Validation Accuracy: 0.9546
Average Validation Loss: 0.15524781

Model 3 (2 layers, 50 nodes per layer, learning rate = .5, epochs = 10, batch size = 100)

tf.reset_default_graph()

# Set hyperparameters
learning_rate = 0.5
n_epochs = 10
batch_size = 100

image_size = 784
num_classes = 10

n_inputs = image_size
n_hidden1 = 20
n_hidden2 = 20
n_outputs = num_classes

X = tf.placeholder(tf.float32, shape = (None, n_inputs), name = 'X')
y = tf.placeholder(tf.float32, shape = (None), name = 'Y')

#Specify classifying method
with tf.name_scope("dnn"): 
    hidden1 = tf.layers.dense(X, n_hidden1, name = "hidden1", activation = tf.nn.relu) 
    hidden2 = tf.layers.dense(hidden1, n_hidden2, name = "hidden2", activation = tf.nn.relu) 
    logits = tf.layers.dense(hidden2, n_outputs, name = "outputs")

#Specify method to compute loss
with tf.name_scope("loss"): 
    xentropy = tf.nn.softmax_cross_entropy_with_logits(labels = y, logits = logits) 
    loss = tf.reduce_mean(xentropy, name = "loss")

#Specify training method
with tf.name_scope("train"):
    optimizer = tf.train.GradientDescentOptimizer(learning_rate = learning_rate) 
    training_op = optimizer.minimize(loss)

#Specify evaluation method
labels = tf.argmax(y, -1)

with tf.name_scope("eval"):
    correct = tf.nn.in_top_k(logits, labels, 1) 
    accuracy = tf.reduce_mean(tf.cast(correct, tf.float32)) 

init = tf.global_variables_initializer() 

%%time
with tf.Session() as sess:
    init.run()
    for epoch in range(n_epochs): 
        for iteration in range( mnist.train.num_examples // batch_size): 
            X_batch, y_batch = mnist.train.next_batch(batch_size) 
            sess.run(training_op, feed_dict ={ X: X_batch, y : y_batch}) 
            acc_train = accuracy.eval(feed_dict ={ X: X_batch, y : y_batch}) 
            acc_val = accuracy.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels}) 
            loss_train = loss.eval(feed_dict = { X: X_batch, y : y_batch})
            loss_val = loss.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels}) 
            print("Epoch:", epoch, "---Training accuracy:---", acc_train, "Training Loss:",loss_train,"---Validation accuracy:---", acc_val, "Validation Loss:", loss_val)

Epoch: 0 ---Training accuracy:--- 0.19 Training Loss: 2.2265763 ---Validation accuracy:--- 0.1224 Validation Loss: 2.2618487
Epoch: 0 ---Training accuracy:--- 0.22 Training Loss: 2.0797074 ---Validation accuracy:--- 0.1144 Validation Loss: 2.1995797
Epoch: 0 ---Training accuracy:--- 0.2 Training Loss: 2.0754874 ---Validation accuracy:--- 0.1176 Validation Loss: 2.217519
Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 2.0705547 ---Validation accuracy:--- 0.2168 Validation Loss: 2.178334
Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.9379627 ---Validation accuracy:--- 0.2852 Validation Loss: 2.0200233
Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.8623488 ---Validation accuracy:--- 0.3998 Validation Loss: 1.9511642
Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.8690786 ---Validation accuracy:--- 0.3454 Validation Loss: 1.880064
Epoch: 0 ---Training accuracy:--- 0.36 Training Loss: 1.8266654 ---Validation accuracy:--- 0.3348 Validation Loss: 1.8460598
Epoch: 0 ---Training accuracy:--- 0.08 Training Loss: 2.5316296 ---Validation accuracy:--- 0.1048 Validation Loss: 2.565089
Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.9732339 ---Validation accuracy:--- 0.36 Validation Loss: 1.963683
Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.779397 ---Validation accuracy:--- 0.3818 Validation Loss: 1.825389
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.5084586 ---Validation accuracy:--- 0.5434 Validation Loss: 1.584879
Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.4331988 ---Validation accuracy:--- 0.5298 Validation Loss: 1.4526016
Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.7834332 ---Validation accuracy:--- 0.4202 Validation Loss: 1.8588074
Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 2.2164536 ---Validation accuracy:--- 0.2906 Validation Loss: 2.555642
Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 2.6342108 ---Validation accuracy:--- 0.1998 Validation Loss: 3.0254307
Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.1271157 ---Validation accuracy:--- 0.2296 Validation Loss: 2.1062968
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.998729 ---Validation accuracy:--- 0.2762 Validation Loss: 1.99405
Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 1.8695068 ---Validation accuracy:--- 0.2384 Validation Loss: 1.9190985
Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 1.8372911 ---Validation accuracy:--- 0.2912 Validation Loss: 1.8845304
Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 1.9024518 ---Validation accuracy:--- 0.2672 Validation Loss: 1.8597286
Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.8502942 ---Validation accuracy:--- 0.3106 Validation Loss: 1.8423071
Epoch: 0 ---Training accuracy:--- 0.47 Training Loss: 1.5662395 ---Validation accuracy:--- 0.4346 Validation Loss: 1.6578416
Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.4556785 ---Validation accuracy:--- 0.4012 Validation Loss: 1.5506268
Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.4067043 ---Validation accuracy:--- 0.3708 Validation Loss: 1.6620727
Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.8025247 ---Validation accuracy:--- 0.3726 Validation Loss: 1.8203391
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.691793 ---Validation accuracy:--- 0.3192 Validation Loss: 1.7016244
Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.5104556 ---Validation accuracy:--- 0.4454 Validation Loss: 1.5023527
Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 1.1828303 ---Validation accuracy:--- 0.5084 Validation Loss: 1.3532748
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.1473082 ---Validation accuracy:--- 0.5316 Validation Loss: 1.2642162
Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.2355624 ---Validation accuracy:--- 0.5618 Validation Loss: 1.2942442
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 1.0614152 ---Validation accuracy:--- 0.6124 Validation Loss: 1.2031305
Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.1977801 ---Validation accuracy:--- 0.4588 Validation Loss: 1.4186579
Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 2.1888618 ---Validation accuracy:--- 0.3622 Validation Loss: 2.2056587
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.7815006 ---Validation accuracy:--- 0.275 Validation Loss: 1.8995596
Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.7109467 ---Validation accuracy:--- 0.3856 Validation Loss: 1.787515
Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.438719 ---Validation accuracy:--- 0.5034 Validation Loss: 1.4347703
Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.2921051 ---Validation accuracy:--- 0.6496 Validation Loss: 1.2744601
Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 1.1880455 ---Validation accuracy:--- 0.5864 Validation Loss: 1.2445977
Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.2516462 ---Validation accuracy:--- 0.554 Validation Loss: 1.4222963
Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.6914853 ---Validation accuracy:--- 0.4622 Validation Loss: 1.8017174
Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.3141348 ---Validation accuracy:--- 0.5168 Validation Loss: 1.3787104
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 1.025794 ---Validation accuracy:--- 0.7082 Validation Loss: 1.0697651
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.80782807 ---Validation accuracy:--- 0.6964 Validation Loss: 0.9829919
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.762956 ---Validation accuracy:--- 0.7028 Validation Loss: 0.9220823
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.7325237 ---Validation accuracy:--- 0.7056 Validation Loss: 0.87983865
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.61708635 ---Validation accuracy:--- 0.665 Validation Loss: 0.95630276
Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 1.1526357 ---Validation accuracy:--- 0.6142 Validation Loss: 1.2952963
Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 1.1680201 ---Validation accuracy:--- 0.5862 Validation Loss: 1.2687885
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.8516612 ---Validation accuracy:--- 0.659 Validation Loss: 1.0045601
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.93766296 ---Validation accuracy:--- 0.6724 Validation Loss: 0.9999353
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.5970675 ---Validation accuracy:--- 0.7258 Validation Loss: 0.82288283
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.6973886 ---Validation accuracy:--- 0.7258 Validation Loss: 0.8222479
Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.776661 ---Validation accuracy:--- 0.7426 Validation Loss: 0.758904
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.7132677 ---Validation accuracy:--- 0.7482 Validation Loss: 0.76033735
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.7519356 ---Validation accuracy:--- 0.6856 Validation Loss: 0.8761702
Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.9441692 ---Validation accuracy:--- 0.661 Validation Loss: 1.0189096
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.89308274 ---Validation accuracy:--- 0.6768 Validation Loss: 1.0201104
Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.8198393 ---Validation accuracy:--- 0.7008 Validation Loss: 0.94751525
Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 1.0468049 ---Validation accuracy:--- 0.6772 Validation Loss: 1.0636619
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.85612017 ---Validation accuracy:--- 0.634 Validation Loss: 1.1943998
Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.5173383 ---Validation accuracy:--- 0.44 Validation Loss: 1.6381615
Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.1977202 ---Validation accuracy:--- 0.5346 Validation Loss: 1.2622819
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.7918849 ---Validation accuracy:--- 0.6968 Validation Loss: 0.9106873
Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.7008264 ---Validation accuracy:--- 0.6744 Validation Loss: 0.9519649
Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 0.82457155 ---Validation accuracy:--- 0.6398 Validation Loss: 1.0620455
Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.85634613 ---Validation accuracy:--- 0.6554 Validation Loss: 1.0213648
Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.6800914 ---Validation accuracy:--- 0.707 Validation Loss: 0.8235422
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.60076934 ---Validation accuracy:--- 0.7632 Validation Loss: 0.70489955
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.75195074 ---Validation accuracy:--- 0.7422 Validation Loss: 0.79426545
Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.8420682 ---Validation accuracy:--- 0.7518 Validation Loss: 0.7098406
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.6622583 ---Validation accuracy:--- 0.7744 Validation Loss: 0.69452196
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.45175812 ---Validation accuracy:--- 0.8046 Validation Loss: 0.6156665
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.47813284 ---Validation accuracy:--- 0.8026 Validation Loss: 0.61278397
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.41521075 ---Validation accuracy:--- 0.8152 Validation Loss: 0.5923588
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.662351 ---Validation accuracy:--- 0.7384 Validation Loss: 0.80276525
Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.5770656 ---Validation accuracy:--- 0.5486 Validation Loss: 1.7715566
Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.5892433 ---Validation accuracy:--- 0.6326 Validation Loss: 1.4721665
Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.3360906 ---Validation accuracy:--- 0.5252 Validation Loss: 1.5035095
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.0932196 ---Validation accuracy:--- 0.5676 Validation Loss: 1.1585307
Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.0817118 ---Validation accuracy:--- 0.587 Validation Loss: 1.0444382
Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 0.9288193 ---Validation accuracy:--- 0.5998 Validation Loss: 1.0208235
Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.8287189 ---Validation accuracy:--- 0.616 Validation Loss: 0.99216056
Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.93530154 ---Validation accuracy:--- 0.7578 Validation Loss: 0.8130992
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.7124819 ---Validation accuracy:--- 0.703 Validation Loss: 0.8206792
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.6723769 ---Validation accuracy:--- 0.7876 Validation Loss: 0.7275098
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.5651529 ---Validation accuracy:--- 0.6952 Validation Loss: 0.81000584
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.64161676 ---Validation accuracy:--- 0.7706 Validation Loss: 0.7088173
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.6073699 ---Validation accuracy:--- 0.7624 Validation Loss: 0.690604
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.53145975 ---Validation accuracy:--- 0.7466 Validation Loss: 0.7334575
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.49843252 ---Validation accuracy:--- 0.814 Validation Loss: 0.62341094
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.47382843 ---Validation accuracy:--- 0.8324 Validation Loss: 0.5993338
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.40476146 ---Validation accuracy:--- 0.8062 Validation Loss: 0.5989483
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.5406181 ---Validation accuracy:--- 0.7904 Validation Loss: 0.6710242
Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.6150317 ---Validation accuracy:--- 0.7072 Validation Loss: 0.772946
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.83109254 ---Validation accuracy:--- 0.656 Validation Loss: 0.89013106
Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.84204894 ---Validation accuracy:--- 0.685 Validation Loss: 0.82743084
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.56296015 ---Validation accuracy:--- 0.7914 Validation Loss: 0.63809013
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.46977094 ---Validation accuracy:--- 0.8426 Validation Loss: 0.5374836
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.35400796 ---Validation accuracy:--- 0.8368 Validation Loss: 0.5444623
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.39387906 ---Validation accuracy:--- 0.819 Validation Loss: 0.57649416
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.7043113 ---Validation accuracy:--- 0.7988 Validation Loss: 0.69594884
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.84718156 ---Validation accuracy:--- 0.6858 Validation Loss: 1.125882
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.65886927 ---Validation accuracy:--- 0.739 Validation Loss: 0.77673495
Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.52575904 ---Validation accuracy:--- 0.7286 Validation Loss: 0.77729625
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.5196419 ---Validation accuracy:--- 0.8094 Validation Loss: 0.6216533
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5328268 ---Validation accuracy:--- 0.8178 Validation Loss: 0.61327356
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.40844727 ---Validation accuracy:--- 0.8578 Validation Loss: 0.4953256
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2782106 ---Validation accuracy:--- 0.8638 Validation Loss: 0.46794122
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.44442123 ---Validation accuracy:--- 0.8294 Validation Loss: 0.54657614
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.60759157 ---Validation accuracy:--- 0.8352 Validation Loss: 0.5603223
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.37293556 ---Validation accuracy:--- 0.8602 Validation Loss: 0.48092684
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.33022937 ---Validation accuracy:--- 0.8602 Validation Loss: 0.46716622
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.30509576 ---Validation accuracy:--- 0.8582 Validation Loss: 0.46823585
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.26463127 ---Validation accuracy:--- 0.8284 Validation Loss: 0.5328983
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.43007213 ---Validation accuracy:--- 0.8368 Validation Loss: 0.50645745
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3582164 ---Validation accuracy:--- 0.8482 Validation Loss: 0.48213145
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5488635 ---Validation accuracy:--- 0.7962 Validation Loss: 0.6030555
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.45286658 ---Validation accuracy:--- 0.7916 Validation Loss: 0.6416013
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.43073186 ---Validation accuracy:--- 0.8078 Validation Loss: 0.5904888
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.62672865 ---Validation accuracy:--- 0.8536 Validation Loss: 0.5110656
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.36412156 ---Validation accuracy:--- 0.8586 Validation Loss: 0.48451465
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.37200937 ---Validation accuracy:--- 0.8656 Validation Loss: 0.46974513
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.52480376 ---Validation accuracy:--- 0.8538 Validation Loss: 0.50284207
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2665501 ---Validation accuracy:--- 0.8566 Validation Loss: 0.47266927
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.46909603 ---Validation accuracy:--- 0.837 Validation Loss: 0.51381296
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.29676715 ---Validation accuracy:--- 0.8062 Validation Loss: 0.60336274
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.59658706 ---Validation accuracy:--- 0.7894 Validation Loss: 0.6488703
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.43871468 ---Validation accuracy:--- 0.8554 Validation Loss: 0.48889047
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.4136686 ---Validation accuracy:--- 0.8672 Validation Loss: 0.47465068
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.27835405 ---Validation accuracy:--- 0.8644 Validation Loss: 0.4501183
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.24778694 ---Validation accuracy:--- 0.8628 Validation Loss: 0.46514037
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.38659626 ---Validation accuracy:--- 0.833 Validation Loss: 0.54838276
Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.5003393 ---Validation accuracy:--- 0.7528 Validation Loss: 0.78644055
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.6917958 ---Validation accuracy:--- 0.7726 Validation Loss: 0.73000646
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.6758616 ---Validation accuracy:--- 0.7622 Validation Loss: 0.72740865
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.647211 ---Validation accuracy:--- 0.7942 Validation Loss: 0.6922271
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.4501306 ---Validation accuracy:--- 0.8322 Validation Loss: 0.5426687
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.31556422 ---Validation accuracy:--- 0.833 Validation Loss: 0.509116
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.39584693 ---Validation accuracy:--- 0.8492 Validation Loss: 0.4834441
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.4247912 ---Validation accuracy:--- 0.8682 Validation Loss: 0.4452757
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2780185 ---Validation accuracy:--- 0.8866 Validation Loss: 0.40264368
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23899841 ---Validation accuracy:--- 0.865 Validation Loss: 0.45119834
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.31576234 ---Validation accuracy:--- 0.8612 Validation Loss: 0.46675858
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.32175824 ---Validation accuracy:--- 0.8868 Validation Loss: 0.40634656
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3700041 ---Validation accuracy:--- 0.873 Validation Loss: 0.42795604
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.3294995 ---Validation accuracy:--- 0.8774 Validation Loss: 0.42606923
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.31049547 ---Validation accuracy:--- 0.8714 Validation Loss: 0.4373479
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3388326 ---Validation accuracy:--- 0.8712 Validation Loss: 0.44117314
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.47605842 ---Validation accuracy:--- 0.876 Validation Loss: 0.42814785
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.35980824 ---Validation accuracy:--- 0.8578 Validation Loss: 0.47062245
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.3328078 ---Validation accuracy:--- 0.8646 Validation Loss: 0.45942426
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.43627027 ---Validation accuracy:--- 0.8044 Validation Loss: 0.6267078
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.83127123 ---Validation accuracy:--- 0.723 Validation Loss: 1.0726414
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.50272894 ---Validation accuracy:--- 0.8016 Validation Loss: 0.66270673
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.37054574 ---Validation accuracy:--- 0.8778 Validation Loss: 0.4496843
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.42520103 ---Validation accuracy:--- 0.8756 Validation Loss: 0.4351565
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.36565754 ---Validation accuracy:--- 0.8918 Validation Loss: 0.399949
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.41319412 ---Validation accuracy:--- 0.8636 Validation Loss: 0.45735908
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.4690029 ---Validation accuracy:--- 0.8582 Validation Loss: 0.46755219
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.44824088 ---Validation accuracy:--- 0.8784 Validation Loss: 0.42315644
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.27159223 ---Validation accuracy:--- 0.875 Validation Loss: 0.42493525
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.33698788 ---Validation accuracy:--- 0.8802 Validation Loss: 0.4233497
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.3067298 ---Validation accuracy:--- 0.8806 Validation Loss: 0.4270798
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3701638 ---Validation accuracy:--- 0.8708 Validation Loss: 0.4387475
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.23124184 ---Validation accuracy:--- 0.8894 Validation Loss: 0.39874282
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20038238 ---Validation accuracy:--- 0.8866 Validation Loss: 0.38495716
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.24374892 ---Validation accuracy:--- 0.8852 Validation Loss: 0.3943309
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19395912 ---Validation accuracy:--- 0.8678 Validation Loss: 0.45952755
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.33167323 ---Validation accuracy:--- 0.8282 Validation Loss: 0.517738
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.23355788 ---Validation accuracy:--- 0.8492 Validation Loss: 0.47531742
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.14538172 ---Validation accuracy:--- 0.8626 Validation Loss: 0.45706573
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.21003677 ---Validation accuracy:--- 0.8876 Validation Loss: 0.4034573
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.33447883 ---Validation accuracy:--- 0.8874 Validation Loss: 0.38422057
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.16086246 ---Validation accuracy:--- 0.8962 Validation Loss: 0.36289567
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.20107056 ---Validation accuracy:--- 0.8906 Validation Loss: 0.38007942
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.25938442 ---Validation accuracy:--- 0.8696 Validation Loss: 0.4323794
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.39338437 ---Validation accuracy:--- 0.8724 Validation Loss: 0.4351917
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.27346665 ---Validation accuracy:--- 0.842 Validation Loss: 0.51765597
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.4126928 ---Validation accuracy:--- 0.8246 Validation Loss: 0.53967804
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.36921704 ---Validation accuracy:--- 0.846 Validation Loss: 0.45999834
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.36675125 ---Validation accuracy:--- 0.8584 Validation Loss: 0.4506146
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.246078 ---Validation accuracy:--- 0.8828 Validation Loss: 0.39790598
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.31509426 ---Validation accuracy:--- 0.8764 Validation Loss: 0.42839637
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22206 ---Validation accuracy:--- 0.878 Validation Loss: 0.40942544
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.38140008 ---Validation accuracy:--- 0.872 Validation Loss: 0.41185167
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.30263585 ---Validation accuracy:--- 0.8886 Validation Loss: 0.38251704
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.32906082 ---Validation accuracy:--- 0.8876 Validation Loss: 0.39229906
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.20361038 ---Validation accuracy:--- 0.8746 Validation Loss: 0.42884317
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.17980602 ---Validation accuracy:--- 0.894 Validation Loss: 0.37339175
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.25815177 ---Validation accuracy:--- 0.8894 Validation Loss: 0.39144775
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.3706237 ---Validation accuracy:--- 0.8586 Validation Loss: 0.48047554
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.43703377 ---Validation accuracy:--- 0.8314 Validation Loss: 0.5294009
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.4445586 ---Validation accuracy:--- 0.855 Validation Loss: 0.49937567
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.42002574 ---Validation accuracy:--- 0.879 Validation Loss: 0.40588892
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.1470873 ---Validation accuracy:--- 0.8868 Validation Loss: 0.3796411
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.30771178 ---Validation accuracy:--- 0.8852 Validation Loss: 0.39507735
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.23408645 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34632334
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.15701121 ---Validation accuracy:--- 0.8972 Validation Loss: 0.34999362
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.33504578 ---Validation accuracy:--- 0.8834 Validation Loss: 0.39650843
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2558524 ---Validation accuracy:--- 0.8722 Validation Loss: 0.42720404
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.42943513 ---Validation accuracy:--- 0.852 Validation Loss: 0.49894044
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.32464516 ---Validation accuracy:--- 0.8576 Validation Loss: 0.46802804
Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.610623 ---Validation accuracy:--- 0.829 Validation Loss: 0.593472
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.36882073 ---Validation accuracy:--- 0.8372 Validation Loss: 0.5566243
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.4740123 ---Validation accuracy:--- 0.8398 Validation Loss: 0.516185
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.41461724 ---Validation accuracy:--- 0.865 Validation Loss: 0.449139
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.33263138 ---Validation accuracy:--- 0.8952 Validation Loss: 0.36558676
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.37234548 ---Validation accuracy:--- 0.8918 Validation Loss: 0.37369815
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.30378556 ---Validation accuracy:--- 0.8936 Validation Loss: 0.3604681
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2217408 ---Validation accuracy:--- 0.898 Validation Loss: 0.34149522
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2878476 ---Validation accuracy:--- 0.8916 Validation Loss: 0.36415613
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.18530425 ---Validation accuracy:--- 0.8944 Validation Loss: 0.3537697
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.20789939 ---Validation accuracy:--- 0.9022 Validation Loss: 0.34466767
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.25719175 ---Validation accuracy:--- 0.8976 Validation Loss: 0.35741404
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23691502 ---Validation accuracy:--- 0.9008 Validation Loss: 0.3405392
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.18554933 ---Validation accuracy:--- 0.901 Validation Loss: 0.34111515
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.19738792 ---Validation accuracy:--- 0.8912 Validation Loss: 0.3578488
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.17630933 ---Validation accuracy:--- 0.8872 Validation Loss: 0.3783852
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.13615064 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3481627
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.20957665 ---Validation accuracy:--- 0.8852 Validation Loss: 0.3701897
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.37600282 ---Validation accuracy:--- 0.8962 Validation Loss: 0.35306972
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.23165104 ---Validation accuracy:--- 0.9028 Validation Loss: 0.33459795
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.28117713 ---Validation accuracy:--- 0.898 Validation Loss: 0.35020903
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16918194 ---Validation accuracy:--- 0.8968 Validation Loss: 0.35345763
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.32179943 ---Validation accuracy:--- 0.8918 Validation Loss: 0.37461257
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.18066719 ---Validation accuracy:--- 0.9046 Validation Loss: 0.32490128
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.2113777 ---Validation accuracy:--- 0.9022 Validation Loss: 0.33501858
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19659737 ---Validation accuracy:--- 0.9042 Validation Loss: 0.3365113
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.35787597 ---Validation accuracy:--- 0.8918 Validation Loss: 0.37359104
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.24326988 ---Validation accuracy:--- 0.8976 Validation Loss: 0.3563293
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.12576185 ---Validation accuracy:--- 0.9018 Validation Loss: 0.34376895
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2769312 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33706367
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.29055512 ---Validation accuracy:--- 0.8734 Validation Loss: 0.38025582
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.15062279 ---Validation accuracy:--- 0.8994 Validation Loss: 0.34826517
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.22693223 ---Validation accuracy:--- 0.8976 Validation Loss: 0.36917597
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.30741823 ---Validation accuracy:--- 0.8946 Validation Loss: 0.36670297
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.21452874 ---Validation accuracy:--- 0.8932 Validation Loss: 0.35067493
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2672758 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3187582
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.35562506 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35171744
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.24097666 ---Validation accuracy:--- 0.896 Validation Loss: 0.35923758
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.40876317 ---Validation accuracy:--- 0.8568 Validation Loss: 0.4689842
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.352464 ---Validation accuracy:--- 0.8848 Validation Loss: 0.3712455
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.30775088 ---Validation accuracy:--- 0.904 Validation Loss: 0.3272151
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14241561 ---Validation accuracy:--- 0.906 Validation Loss: 0.32007748
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2451012 ---Validation accuracy:--- 0.9006 Validation Loss: 0.33480874
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2093959 ---Validation accuracy:--- 0.8936 Validation Loss: 0.34368446
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.30370444 ---Validation accuracy:--- 0.9084 Validation Loss: 0.31557855
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23292737 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32993388
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.31225505 ---Validation accuracy:--- 0.8892 Validation Loss: 0.3709837
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.18823506 ---Validation accuracy:--- 0.9034 Validation Loss: 0.33204702
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3532006 ---Validation accuracy:--- 0.8934 Validation Loss: 0.35049418
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14920162 ---Validation accuracy:--- 0.8972 Validation Loss: 0.3515137
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3293006 ---Validation accuracy:--- 0.8868 Validation Loss: 0.37098032
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.29124096 ---Validation accuracy:--- 0.903 Validation Loss: 0.335188
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.09628439 ---Validation accuracy:--- 0.8958 Validation Loss: 0.33452636
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.28606293 ---Validation accuracy:--- 0.8832 Validation Loss: 0.3670141
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.20171186 ---Validation accuracy:--- 0.9036 Validation Loss: 0.33697975
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2348359 ---Validation accuracy:--- 0.8912 Validation Loss: 0.3531605
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3260606 ---Validation accuracy:--- 0.8976 Validation Loss: 0.34860787
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2974697 ---Validation accuracy:--- 0.8938 Validation Loss: 0.3722466
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.26882812 ---Validation accuracy:--- 0.9008 Validation Loss: 0.33626205
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.29641974 ---Validation accuracy:--- 0.897 Validation Loss: 0.3547978
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.1408278 ---Validation accuracy:--- 0.9056 Validation Loss: 0.32841158
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.21371624 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32160464
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.224963 ---Validation accuracy:--- 0.8484 Validation Loss: 0.47035512
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.42056397 ---Validation accuracy:--- 0.8558 Validation Loss: 0.48279786
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.23443536 ---Validation accuracy:--- 0.9026 Validation Loss: 0.34837475
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.24748987 ---Validation accuracy:--- 0.8904 Validation Loss: 0.3863865
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.12837248 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33979073
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.20617576 ---Validation accuracy:--- 0.894 Validation Loss: 0.36996412
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.22805168 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33408383
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.17305428 ---Validation accuracy:--- 0.9148 Validation Loss: 0.3192261
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.26809123 ---Validation accuracy:--- 0.898 Validation Loss: 0.35497743
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3279107 ---Validation accuracy:--- 0.8796 Validation Loss: 0.38027152
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17789988 ---Validation accuracy:--- 0.8974 Validation Loss: 0.3730789
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.17896461 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3251698
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2174923 ---Validation accuracy:--- 0.9026 Validation Loss: 0.3456317
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.12399073 ---Validation accuracy:--- 0.8972 Validation Loss: 0.34397855
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.12140789 ---Validation accuracy:--- 0.9048 Validation Loss: 0.33859718
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.25279433 ---Validation accuracy:--- 0.9078 Validation Loss: 0.31271997
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.30105525 ---Validation accuracy:--- 0.9026 Validation Loss: 0.33451134
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.20798725 ---Validation accuracy:--- 0.899 Validation Loss: 0.35641742
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.25261632 ---Validation accuracy:--- 0.9146 Validation Loss: 0.30227274
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.1455297 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31238958
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.16615824 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32183412
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.06970014 ---Validation accuracy:--- 0.913 Validation Loss: 0.31148687
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14148116 ---Validation accuracy:--- 0.9134 Validation Loss: 0.3172257
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.11025702 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32980594
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2188742 ---Validation accuracy:--- 0.904 Validation Loss: 0.33440506
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1976199 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33652127
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22055687 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3352245
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2224704 ---Validation accuracy:--- 0.9078 Validation Loss: 0.31998417
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.5052692 ---Validation accuracy:--- 0.8468 Validation Loss: 0.5011666
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.18642011 ---Validation accuracy:--- 0.8496 Validation Loss: 0.47232413
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.30319458 ---Validation accuracy:--- 0.8528 Validation Loss: 0.50002956
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.27261254 ---Validation accuracy:--- 0.8642 Validation Loss: 0.4738127
Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.7802121 ---Validation accuracy:--- 0.7192 Validation Loss: 1.0807292
Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 2.2888403 ---Validation accuracy:--- 0.537 Validation Loss: 2.5057352
Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 1.2469066 ---Validation accuracy:--- 0.5698 Validation Loss: 1.5694212
Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.3751849 ---Validation accuracy:--- 0.558 Validation Loss: 1.3531129
Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.8975963 ---Validation accuracy:--- 0.64 Validation Loss: 1.014437
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.7636444 ---Validation accuracy:--- 0.6684 Validation Loss: 0.9174271
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.5654543 ---Validation accuracy:--- 0.7208 Validation Loss: 0.79231775
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.34414247 ---Validation accuracy:--- 0.7746 Validation Loss: 0.7066415
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.59875196 ---Validation accuracy:--- 0.8014 Validation Loss: 0.6143246
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.49999437 ---Validation accuracy:--- 0.8032 Validation Loss: 0.63844913
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.33386725 ---Validation accuracy:--- 0.829 Validation Loss: 0.5432389
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.33576608 ---Validation accuracy:--- 0.8432 Validation Loss: 0.5119307
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3339566 ---Validation accuracy:--- 0.8342 Validation Loss: 0.5244737
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.3191483 ---Validation accuracy:--- 0.8384 Validation Loss: 0.5347344
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.46702397 ---Validation accuracy:--- 0.8684 Validation Loss: 0.46698838
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.44657722 ---Validation accuracy:--- 0.8614 Validation Loss: 0.47218478
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.5314274 ---Validation accuracy:--- 0.859 Validation Loss: 0.503633
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.28940392 ---Validation accuracy:--- 0.8678 Validation Loss: 0.4656398
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.19959211 ---Validation accuracy:--- 0.8706 Validation Loss: 0.45457745
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.27893198 ---Validation accuracy:--- 0.8792 Validation Loss: 0.43002573
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.28409594 ---Validation accuracy:--- 0.88 Validation Loss: 0.4275381
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.34700027 ---Validation accuracy:--- 0.8634 Validation Loss: 0.48076162
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.32153317 ---Validation accuracy:--- 0.8578 Validation Loss: 0.52801085
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.52494866 ---Validation accuracy:--- 0.8082 Validation Loss: 0.6879221
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.36448342 ---Validation accuracy:--- 0.8726 Validation Loss: 0.46714208
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19750908 ---Validation accuracy:--- 0.8864 Validation Loss: 0.42695606
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.24190342 ---Validation accuracy:--- 0.8934 Validation Loss: 0.3967209
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.19978203 ---Validation accuracy:--- 0.8974 Validation Loss: 0.36833066
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2201104 ---Validation accuracy:--- 0.8698 Validation Loss: 0.45495582
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.4055986 ---Validation accuracy:--- 0.863 Validation Loss: 0.47856945
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.36246446 ---Validation accuracy:--- 0.9006 Validation Loss: 0.35898638
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.27224758 ---Validation accuracy:--- 0.8926 Validation Loss: 0.37872612
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.4337011 ---Validation accuracy:--- 0.8838 Validation Loss: 0.39153516
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3211568 ---Validation accuracy:--- 0.8984 Validation Loss: 0.36142978
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.25461346 ---Validation accuracy:--- 0.8876 Validation Loss: 0.3986701
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.35781068 ---Validation accuracy:--- 0.8474 Validation Loss: 0.4870335
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3074818 ---Validation accuracy:--- 0.886 Validation Loss: 0.41913998
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23546551 ---Validation accuracy:--- 0.8688 Validation Loss: 0.41635004
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.27335948 ---Validation accuracy:--- 0.9074 Validation Loss: 0.3420156
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23210235 ---Validation accuracy:--- 0.9022 Validation Loss: 0.36392254
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.25511345 ---Validation accuracy:--- 0.9034 Validation Loss: 0.34494224
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.21897213 ---Validation accuracy:--- 0.9084 Validation Loss: 0.32181934
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3374999 ---Validation accuracy:--- 0.9002 Validation Loss: 0.36721295
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22686844 ---Validation accuracy:--- 0.8906 Validation Loss: 0.39268473
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.13996641 ---Validation accuracy:--- 0.8982 Validation Loss: 0.3537928
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.19596197 ---Validation accuracy:--- 0.8866 Validation Loss: 0.37505296
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.21457379 ---Validation accuracy:--- 0.8848 Validation Loss: 0.38588876
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12144282 ---Validation accuracy:--- 0.9062 Validation Loss: 0.32225975
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.29662067 ---Validation accuracy:--- 0.8912 Validation Loss: 0.37910676
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.62615985 ---Validation accuracy:--- 0.79 Validation Loss: 0.71939206
Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.86529464 ---Validation accuracy:--- 0.7988 Validation Loss: 0.6669753
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.42786056 ---Validation accuracy:--- 0.8374 Validation Loss: 0.5145617
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3375523 ---Validation accuracy:--- 0.8858 Validation Loss: 0.4128759
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2519364 ---Validation accuracy:--- 0.876 Validation Loss: 0.43054244
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.46179476 ---Validation accuracy:--- 0.8874 Validation Loss: 0.38356423
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20769386 ---Validation accuracy:--- 0.9096 Validation Loss: 0.33767784
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.29613483 ---Validation accuracy:--- 0.903 Validation Loss: 0.34766254
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15840253 ---Validation accuracy:--- 0.8998 Validation Loss: 0.34556055
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.19343276 ---Validation accuracy:--- 0.9002 Validation Loss: 0.35399964
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.1770894 ---Validation accuracy:--- 0.9044 Validation Loss: 0.33341554
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.25632957 ---Validation accuracy:--- 0.9004 Validation Loss: 0.33880246
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.1753986 ---Validation accuracy:--- 0.9046 Validation Loss: 0.33246544
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.21859832 ---Validation accuracy:--- 0.8974 Validation Loss: 0.35062653
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.24154153 ---Validation accuracy:--- 0.8978 Validation Loss: 0.34730253
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.34384647 ---Validation accuracy:--- 0.9 Validation Loss: 0.34599277
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15591776 ---Validation accuracy:--- 0.903 Validation Loss: 0.33283412
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.26218823 ---Validation accuracy:--- 0.912 Validation Loss: 0.3151067
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.20420292 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32369685
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.29914784 ---Validation accuracy:--- 0.8854 Validation Loss: 0.39627662
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.16652548 ---Validation accuracy:--- 0.904 Validation Loss: 0.32952765
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.13119635 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31033936
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2791938 ---Validation accuracy:--- 0.9052 Validation Loss: 0.3276511
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1801421 ---Validation accuracy:--- 0.9074 Validation Loss: 0.31840593
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3239916 ---Validation accuracy:--- 0.888 Validation Loss: 0.37217477
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.18607078 ---Validation accuracy:--- 0.9006 Validation Loss: 0.35035646
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.14993925 ---Validation accuracy:--- 0.9008 Validation Loss: 0.3381735
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3025966 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35224053
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.27221927 ---Validation accuracy:--- 0.9024 Validation Loss: 0.34751838
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.18847865 ---Validation accuracy:--- 0.9068 Validation Loss: 0.32456902
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.16853885 ---Validation accuracy:--- 0.9152 Validation Loss: 0.3028064
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.22187082 ---Validation accuracy:--- 0.9138 Validation Loss: 0.30571264
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2536789 ---Validation accuracy:--- 0.9098 Validation Loss: 0.30836317
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.12482901 ---Validation accuracy:--- 0.9022 Validation Loss: 0.333095
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23451805 ---Validation accuracy:--- 0.908 Validation Loss: 0.3279055
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14656562 ---Validation accuracy:--- 0.9146 Validation Loss: 0.29540548
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.31957874 ---Validation accuracy:--- 0.9102 Validation Loss: 0.30400902
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.123735674 ---Validation accuracy:--- 0.9102 Validation Loss: 0.31132773
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.18215874 ---Validation accuracy:--- 0.9068 Validation Loss: 0.32555902
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.41375062 ---Validation accuracy:--- 0.8734 Validation Loss: 0.42153305
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.40792397 ---Validation accuracy:--- 0.8868 Validation Loss: 0.39732882
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17286028 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3083687
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.18884772 ---Validation accuracy:--- 0.905 Validation Loss: 0.32351422
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.25252727 ---Validation accuracy:--- 0.9112 Validation Loss: 0.30744442
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.3260209 ---Validation accuracy:--- 0.9118 Validation Loss: 0.32170728
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.4561728 ---Validation accuracy:--- 0.8896 Validation Loss: 0.35626087
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20357494 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31280956
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17846698 ---Validation accuracy:--- 0.9144 Validation Loss: 0.3081752
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.15593779 ---Validation accuracy:--- 0.9178 Validation Loss: 0.28871226
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.11024321 ---Validation accuracy:--- 0.917 Validation Loss: 0.2879825
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.22937328 ---Validation accuracy:--- 0.9134 Validation Loss: 0.30948794
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.17627855 ---Validation accuracy:--- 0.913 Validation Loss: 0.3055684
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.20949772 ---Validation accuracy:--- 0.9046 Validation Loss: 0.34368718
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15176085 ---Validation accuracy:--- 0.9112 Validation Loss: 0.30725297
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.235401 ---Validation accuracy:--- 0.9044 Validation Loss: 0.3202097
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.42434397 ---Validation accuracy:--- 0.8978 Validation Loss: 0.34004593
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19306219 ---Validation accuracy:--- 0.908 Validation Loss: 0.31378594
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1651565 ---Validation accuracy:--- 0.9162 Validation Loss: 0.3023456
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.20944971 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3242626
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17113096 ---Validation accuracy:--- 0.9112 Validation Loss: 0.31250912
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.197803 ---Validation accuracy:--- 0.9172 Validation Loss: 0.3016063
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23843895 ---Validation accuracy:--- 0.9014 Validation Loss: 0.3372005
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.245517 ---Validation accuracy:--- 0.9066 Validation Loss: 0.31496415
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2144614 ---Validation accuracy:--- 0.9126 Validation Loss: 0.30214316
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14657874 ---Validation accuracy:--- 0.9172 Validation Loss: 0.29534468
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3034219 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30378962
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.27451032 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3139297
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2367746 ---Validation accuracy:--- 0.9084 Validation Loss: 0.31830958
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2226685 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3052293
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19234386 ---Validation accuracy:--- 0.9214 Validation Loss: 0.28432605
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1855666 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3148567
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.30343398 ---Validation accuracy:--- 0.8938 Validation Loss: 0.34897515
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.24569348 ---Validation accuracy:--- 0.876 Validation Loss: 0.40582472
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.30379808 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30040172
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2071008 ---Validation accuracy:--- 0.9164 Validation Loss: 0.29539785
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.13774568 ---Validation accuracy:--- 0.9194 Validation Loss: 0.2841198
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.16667575 ---Validation accuracy:--- 0.9024 Validation Loss: 0.33090284
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.23646396 ---Validation accuracy:--- 0.9148 Validation Loss: 0.30559796
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.22999299 ---Validation accuracy:--- 0.9204 Validation Loss: 0.28907496
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14893527 ---Validation accuracy:--- 0.9128 Validation Loss: 0.30933088
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.24886177 ---Validation accuracy:--- 0.9136 Validation Loss: 0.30173662
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.27614748 ---Validation accuracy:--- 0.9076 Validation Loss: 0.31049493
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23360643 ---Validation accuracy:--- 0.9066 Validation Loss: 0.31131813
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.21941295 ---Validation accuracy:--- 0.913 Validation Loss: 0.2900908
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.13409871 ---Validation accuracy:--- 0.9186 Validation Loss: 0.28370315
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16529848 ---Validation accuracy:--- 0.9188 Validation Loss: 0.28264767
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16274232 ---Validation accuracy:--- 0.911 Validation Loss: 0.3124354
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.32390502 ---Validation accuracy:--- 0.9152 Validation Loss: 0.29246655
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.18290317 ---Validation accuracy:--- 0.9186 Validation Loss: 0.27996656
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.13004309 ---Validation accuracy:--- 0.9176 Validation Loss: 0.2873077
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.18298925 ---Validation accuracy:--- 0.9054 Validation Loss: 0.32639137
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2625965 ---Validation accuracy:--- 0.9136 Validation Loss: 0.29963034
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.21128738 ---Validation accuracy:--- 0.9166 Validation Loss: 0.29839912
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14162022 ---Validation accuracy:--- 0.9014 Validation Loss: 0.34317556
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.26511338 ---Validation accuracy:--- 0.8796 Validation Loss: 0.3930412
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.10617648 ---Validation accuracy:--- 0.918 Validation Loss: 0.29417196
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.21785952 ---Validation accuracy:--- 0.897 Validation Loss: 0.34646904
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.18868889 ---Validation accuracy:--- 0.9032 Validation Loss: 0.32339618
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.39680153 ---Validation accuracy:--- 0.866 Validation Loss: 0.44823903
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2323246 ---Validation accuracy:--- 0.8982 Validation Loss: 0.3418622
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.3755722 ---Validation accuracy:--- 0.87 Validation Loss: 0.43500122
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.28825283 ---Validation accuracy:--- 0.8902 Validation Loss: 0.36503014
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.10083521 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3102518
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.12086201 ---Validation accuracy:--- 0.915 Validation Loss: 0.29398394
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.21855342 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3074166
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.11279035 ---Validation accuracy:--- 0.9144 Validation Loss: 0.30731243
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.10870358 ---Validation accuracy:--- 0.9198 Validation Loss: 0.28638828
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.13542722 ---Validation accuracy:--- 0.9128 Validation Loss: 0.30554724
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.18638504 ---Validation accuracy:--- 0.9072 Validation Loss: 0.31305882
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.20467451 ---Validation accuracy:--- 0.9128 Validation Loss: 0.30085242
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.30059922 ---Validation accuracy:--- 0.8996 Validation Loss: 0.35204813
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16400181 ---Validation accuracy:--- 0.9144 Validation Loss: 0.29418558
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.23462002 ---Validation accuracy:--- 0.8988 Validation Loss: 0.34906006
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.38812995 ---Validation accuracy:--- 0.9036 Validation Loss: 0.3256031
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.15346064 ---Validation accuracy:--- 0.9114 Validation Loss: 0.31636244
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.13915871 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2831977
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.24193092 ---Validation accuracy:--- 0.9148 Validation Loss: 0.30200702
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.1966281 ---Validation accuracy:--- 0.9034 Validation Loss: 0.31524116
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.1200646 ---Validation accuracy:--- 0.9142 Validation Loss: 0.29894528
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11679329 ---Validation accuracy:--- 0.909 Validation Loss: 0.30714145
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1575539 ---Validation accuracy:--- 0.921 Validation Loss: 0.27150327
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.09898338 ---Validation accuracy:--- 0.9118 Validation Loss: 0.30108374
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22710823 ---Validation accuracy:--- 0.9156 Validation Loss: 0.29620454
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2198816 ---Validation accuracy:--- 0.9192 Validation Loss: 0.28422508
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.28950053 ---Validation accuracy:--- 0.922 Validation Loss: 0.2740831
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15110505 ---Validation accuracy:--- 0.9214 Validation Loss: 0.27809936
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19035433 ---Validation accuracy:--- 0.9186 Validation Loss: 0.27600184
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.15042163 ---Validation accuracy:--- 0.9154 Validation Loss: 0.29565543
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.37297735 ---Validation accuracy:--- 0.9124 Validation Loss: 0.29676098
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.21960393 ---Validation accuracy:--- 0.9166 Validation Loss: 0.29738238
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19069713 ---Validation accuracy:--- 0.9176 Validation Loss: 0.28017858
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.15354571 ---Validation accuracy:--- 0.9178 Validation Loss: 0.2798455
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.22033158 ---Validation accuracy:--- 0.9138 Validation Loss: 0.30212256
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.10011982 ---Validation accuracy:--- 0.9204 Validation Loss: 0.27710903
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.21936055 ---Validation accuracy:--- 0.9144 Validation Loss: 0.29846132
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.32292923 ---Validation accuracy:--- 0.9208 Validation Loss: 0.27465215
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.1315502 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28034738
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23149033 ---Validation accuracy:--- 0.9198 Validation Loss: 0.27308
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19223821 ---Validation accuracy:--- 0.9226 Validation Loss: 0.26499745
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15262793 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2780397
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17092781 ---Validation accuracy:--- 0.9224 Validation Loss: 0.26828277
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19811574 ---Validation accuracy:--- 0.9144 Validation Loss: 0.29642367
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2058382 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3121693
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.14642332 ---Validation accuracy:--- 0.9206 Validation Loss: 0.27572653
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.13613634 ---Validation accuracy:--- 0.9194 Validation Loss: 0.27746734
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.26106617 ---Validation accuracy:--- 0.906 Validation Loss: 0.3168507
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23613836 ---Validation accuracy:--- 0.9058 Validation Loss: 0.32385093
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.18703957 ---Validation accuracy:--- 0.9196 Validation Loss: 0.27566957
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.18619812 ---Validation accuracy:--- 0.9166 Validation Loss: 0.28340268
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.29355267 ---Validation accuracy:--- 0.9184 Validation Loss: 0.28098732
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.21205719 ---Validation accuracy:--- 0.9174 Validation Loss: 0.2789842
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.24478771 ---Validation accuracy:--- 0.9022 Validation Loss: 0.3107661
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14788976 ---Validation accuracy:--- 0.9152 Validation Loss: 0.2888765
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.29193425 ---Validation accuracy:--- 0.9012 Validation Loss: 0.34044677
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12676772 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2750768
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.21594557 ---Validation accuracy:--- 0.9214 Validation Loss: 0.26727554
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.17182267 ---Validation accuracy:--- 0.9268 Validation Loss: 0.26238716
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1719138 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2771649
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.13283911 ---Validation accuracy:--- 0.9076 Validation Loss: 0.31302077
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14118768 ---Validation accuracy:--- 0.9176 Validation Loss: 0.28609964
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.099327296 ---Validation accuracy:--- 0.913 Validation Loss: 0.2936695
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.1434534 ---Validation accuracy:--- 0.924 Validation Loss: 0.26313627
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12578475 ---Validation accuracy:--- 0.9228 Validation Loss: 0.26197177
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2138415 ---Validation accuracy:--- 0.9088 Validation Loss: 0.3096997
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.18753468 ---Validation accuracy:--- 0.9222 Validation Loss: 0.27011138
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14190486 ---Validation accuracy:--- 0.9168 Validation Loss: 0.28773317
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.11320099 ---Validation accuracy:--- 0.9156 Validation Loss: 0.27913585
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17350428 ---Validation accuracy:--- 0.927 Validation Loss: 0.2554562
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.22203995 ---Validation accuracy:--- 0.923 Validation Loss: 0.27036294
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.12800469 ---Validation accuracy:--- 0.9244 Validation Loss: 0.26599193
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15601592 ---Validation accuracy:--- 0.9218 Validation Loss: 0.27464882
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2026115 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28203824
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.39079648 ---Validation accuracy:--- 0.9102 Validation Loss: 0.30593985
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.12072138 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31160778
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.2564545 ---Validation accuracy:--- 0.874 Validation Loss: 0.41871932
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.19183224 ---Validation accuracy:--- 0.893 Validation Loss: 0.3469254
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.28047138 ---Validation accuracy:--- 0.8974 Validation Loss: 0.33768624
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23500206 ---Validation accuracy:--- 0.9198 Validation Loss: 0.27632496
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.20575781 ---Validation accuracy:--- 0.921 Validation Loss: 0.27172932
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.26641503 ---Validation accuracy:--- 0.9122 Validation Loss: 0.2903597
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22391483 ---Validation accuracy:--- 0.9144 Validation Loss: 0.29447082
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.18707766 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2714116
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.14910805 ---Validation accuracy:--- 0.9242 Validation Loss: 0.27061397
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.16044158 ---Validation accuracy:--- 0.9218 Validation Loss: 0.2699897
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.1220067 ---Validation accuracy:--- 0.9194 Validation Loss: 0.2737169
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.17554012 ---Validation accuracy:--- 0.9118 Validation Loss: 0.2933287
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.06877724 ---Validation accuracy:--- 0.9172 Validation Loss: 0.28258237
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.16748345 ---Validation accuracy:--- 0.9252 Validation Loss: 0.26489046
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.1923003 ---Validation accuracy:--- 0.9202 Validation Loss: 0.26518935
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.16172335 ---Validation accuracy:--- 0.915 Validation Loss: 0.2873838
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1399411 ---Validation accuracy:--- 0.9212 Validation Loss: 0.26743314
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.06643408 ---Validation accuracy:--- 0.9142 Validation Loss: 0.28216505
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.34265596 ---Validation accuracy:--- 0.9214 Validation Loss: 0.2704559
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2592021 ---Validation accuracy:--- 0.9158 Validation Loss: 0.28763616
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.17462559 ---Validation accuracy:--- 0.912 Validation Loss: 0.31028703
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2055859 ---Validation accuracy:--- 0.9222 Validation Loss: 0.27440098
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.19515155 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25218287
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.2091691 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2754373
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.25138724 ---Validation accuracy:--- 0.9184 Validation Loss: 0.27417555
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.16965622 ---Validation accuracy:--- 0.9148 Validation Loss: 0.28579214
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.049563464 ---Validation accuracy:--- 0.927 Validation Loss: 0.2547649
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.10933673 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2638335
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11381523 ---Validation accuracy:--- 0.9246 Validation Loss: 0.26119232
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.18336414 ---Validation accuracy:--- 0.9254 Validation Loss: 0.25463682
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17465736 ---Validation accuracy:--- 0.9254 Validation Loss: 0.25431007
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15830953 ---Validation accuracy:--- 0.9186 Validation Loss: 0.28551129
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.111069314 ---Validation accuracy:--- 0.9184 Validation Loss: 0.27952066
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.102058865 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2587127
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.40034562 ---Validation accuracy:--- 0.88 Validation Loss: 0.38215455
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.33486682 ---Validation accuracy:--- 0.8812 Validation Loss: 0.39916685
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15008716 ---Validation accuracy:--- 0.9106 Validation Loss: 0.31468135
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1647198 ---Validation accuracy:--- 0.916 Validation Loss: 0.30291215
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2220226 ---Validation accuracy:--- 0.921 Validation Loss: 0.26822016
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14888382 ---Validation accuracy:--- 0.9206 Validation Loss: 0.26736912
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24115635 ---Validation accuracy:--- 0.9182 Validation Loss: 0.2677324
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14211816 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2626303
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2806981 ---Validation accuracy:--- 0.911 Validation Loss: 0.287584
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1539063 ---Validation accuracy:--- 0.9026 Validation Loss: 0.32195383
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1769239 ---Validation accuracy:--- 0.913 Validation Loss: 0.30109152
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16636892 ---Validation accuracy:--- 0.9138 Validation Loss: 0.2948389
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.28565034 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3055959
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2405845 ---Validation accuracy:--- 0.911 Validation Loss: 0.29744482
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.13383755 ---Validation accuracy:--- 0.9266 Validation Loss: 0.25419933
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.2047638 ---Validation accuracy:--- 0.9178 Validation Loss: 0.2743648
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16326419 ---Validation accuracy:--- 0.9214 Validation Loss: 0.27571377
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24898602 ---Validation accuracy:--- 0.92 Validation Loss: 0.2757867
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12382713 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2579394
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.17282447 ---Validation accuracy:--- 0.9218 Validation Loss: 0.2737719
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12464466 ---Validation accuracy:--- 0.9262 Validation Loss: 0.25942615
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.25403905 ---Validation accuracy:--- 0.9052 Validation Loss: 0.3010622
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23819898 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2805498
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.09981745 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29079127
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.26465863 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2744288
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10545496 ---Validation accuracy:--- 0.9236 Validation Loss: 0.27338806
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18842547 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32224318
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.29937524 ---Validation accuracy:--- 0.9216 Validation Loss: 0.2674055
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22926544 ---Validation accuracy:--- 0.9244 Validation Loss: 0.25643632
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.17384724 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2547364
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.18801956 ---Validation accuracy:--- 0.924 Validation Loss: 0.25683755
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.35146183 ---Validation accuracy:--- 0.9128 Validation Loss: 0.29633182
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.2622772 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3004749
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2444717 ---Validation accuracy:--- 0.9194 Validation Loss: 0.27578974
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16470051 ---Validation accuracy:--- 0.922 Validation Loss: 0.27627477
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17319618 ---Validation accuracy:--- 0.9278 Validation Loss: 0.25004005
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.12568676 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2511223
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.0968194 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2474706
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07566703 ---Validation accuracy:--- 0.9288 Validation Loss: 0.24743362
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10963226 ---Validation accuracy:--- 0.918 Validation Loss: 0.2783209
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.16837758 ---Validation accuracy:--- 0.9298 Validation Loss: 0.24315903
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.28347185 ---Validation accuracy:--- 0.924 Validation Loss: 0.26369703
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20527661 ---Validation accuracy:--- 0.9206 Validation Loss: 0.27500275
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08544275 ---Validation accuracy:--- 0.9178 Validation Loss: 0.28245524
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19746555 ---Validation accuracy:--- 0.9232 Validation Loss: 0.26241758
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16297673 ---Validation accuracy:--- 0.9146 Validation Loss: 0.29108483
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16331808 ---Validation accuracy:--- 0.9224 Validation Loss: 0.27282417
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18204564 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26139486
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18783581 ---Validation accuracy:--- 0.9164 Validation Loss: 0.2824979
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.09445043 ---Validation accuracy:--- 0.9254 Validation Loss: 0.25587326
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16191453 ---Validation accuracy:--- 0.9184 Validation Loss: 0.280863
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12829657 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29944283
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.28338873 ---Validation accuracy:--- 0.9124 Validation Loss: 0.29937983
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15419158 ---Validation accuracy:--- 0.9238 Validation Loss: 0.26220265
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17418402 ---Validation accuracy:--- 0.9224 Validation Loss: 0.25959164
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2574651 ---Validation accuracy:--- 0.9202 Validation Loss: 0.27652308
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16022553 ---Validation accuracy:--- 0.928 Validation Loss: 0.26712447
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.24848878 ---Validation accuracy:--- 0.926 Validation Loss: 0.26498947
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22430786 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26713103
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14522651 ---Validation accuracy:--- 0.9274 Validation Loss: 0.260193
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.099298514 ---Validation accuracy:--- 0.921 Validation Loss: 0.28202385
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.092857935 ---Validation accuracy:--- 0.9282 Validation Loss: 0.25537384
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12447302 ---Validation accuracy:--- 0.9164 Validation Loss: 0.2772636
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07296287 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2620628
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.20531914 ---Validation accuracy:--- 0.9218 Validation Loss: 0.27247575
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.25985676 ---Validation accuracy:--- 0.9216 Validation Loss: 0.27491653
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16657822 ---Validation accuracy:--- 0.9242 Validation Loss: 0.270002
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24081047 ---Validation accuracy:--- 0.9188 Validation Loss: 0.2852701
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13546778 ---Validation accuracy:--- 0.9208 Validation Loss: 0.27622578
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14134583 ---Validation accuracy:--- 0.926 Validation Loss: 0.25975138
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.26106933 ---Validation accuracy:--- 0.9164 Validation Loss: 0.27800333
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.23808369 ---Validation accuracy:--- 0.9022 Validation Loss: 0.31403884
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2747535 ---Validation accuracy:--- 0.8954 Validation Loss: 0.33658847
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14611341 ---Validation accuracy:--- 0.9254 Validation Loss: 0.25162563
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15573426 ---Validation accuracy:--- 0.922 Validation Loss: 0.26459333
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1377824 ---Validation accuracy:--- 0.919 Validation Loss: 0.27491078
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1731847 ---Validation accuracy:--- 0.9226 Validation Loss: 0.26644322
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.10532588 ---Validation accuracy:--- 0.9204 Validation Loss: 0.26415625
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.13765016 ---Validation accuracy:--- 0.923 Validation Loss: 0.25867417
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.19148631 ---Validation accuracy:--- 0.9204 Validation Loss: 0.26448548
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16765572 ---Validation accuracy:--- 0.9186 Validation Loss: 0.28273022
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14261247 ---Validation accuracy:--- 0.9142 Validation Loss: 0.28298777
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16424233 ---Validation accuracy:--- 0.9182 Validation Loss: 0.28322032
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.1896622 ---Validation accuracy:--- 0.9222 Validation Loss: 0.2695116
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.14812441 ---Validation accuracy:--- 0.916 Validation Loss: 0.28658387
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22340658 ---Validation accuracy:--- 0.9164 Validation Loss: 0.28728262
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.112317696 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25392526
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24918643 ---Validation accuracy:--- 0.9246 Validation Loss: 0.26470336
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.20210034 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29183885
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.08159882 ---Validation accuracy:--- 0.9266 Validation Loss: 0.25561038
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12578288 ---Validation accuracy:--- 0.9306 Validation Loss: 0.23910438
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1294961 ---Validation accuracy:--- 0.9216 Validation Loss: 0.2694858
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.078677915 ---Validation accuracy:--- 0.929 Validation Loss: 0.24698614
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.21010503 ---Validation accuracy:--- 0.922 Validation Loss: 0.2732937
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09169443 ---Validation accuracy:--- 0.9312 Validation Loss: 0.24657512
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16938674 ---Validation accuracy:--- 0.9282 Validation Loss: 0.25659186
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15377966 ---Validation accuracy:--- 0.9286 Validation Loss: 0.252875
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1584354 ---Validation accuracy:--- 0.912 Validation Loss: 0.29119024
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22093895 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2587294
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1621061 ---Validation accuracy:--- 0.9174 Validation Loss: 0.27404633
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08633478 ---Validation accuracy:--- 0.9154 Validation Loss: 0.28141642
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16108654 ---Validation accuracy:--- 0.9268 Validation Loss: 0.25892475
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.18182606 ---Validation accuracy:--- 0.9226 Validation Loss: 0.26783216
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2501678 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2576056
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1619358 ---Validation accuracy:--- 0.929 Validation Loss: 0.25138795
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08705475 ---Validation accuracy:--- 0.9334 Validation Loss: 0.2401752
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14788592 ---Validation accuracy:--- 0.9286 Validation Loss: 0.25177917
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.204956 ---Validation accuracy:--- 0.933 Validation Loss: 0.2482857
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08923183 ---Validation accuracy:--- 0.9302 Validation Loss: 0.24326016
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.08489118 ---Validation accuracy:--- 0.9264 Validation Loss: 0.25481758
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.22367854 ---Validation accuracy:--- 0.8944 Validation Loss: 0.3627546
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.23754905 ---Validation accuracy:--- 0.8896 Validation Loss: 0.3544175
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15382788 ---Validation accuracy:--- 0.9216 Validation Loss: 0.26931122
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07874835 ---Validation accuracy:--- 0.9202 Validation Loss: 0.26582396
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13887356 ---Validation accuracy:--- 0.9142 Validation Loss: 0.26808876
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.10410276 ---Validation accuracy:--- 0.9012 Validation Loss: 0.33139938
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18241942 ---Validation accuracy:--- 0.9236 Validation Loss: 0.26012558
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.24818687 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2650501
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.1010874 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2567812
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.06887733 ---Validation accuracy:--- 0.9286 Validation Loss: 0.24784854
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.20736898 ---Validation accuracy:--- 0.927 Validation Loss: 0.2618258
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2560952 ---Validation accuracy:--- 0.9222 Validation Loss: 0.26652524
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.18323767 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26544365
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19542073 ---Validation accuracy:--- 0.924 Validation Loss: 0.26790494
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22605744 ---Validation accuracy:--- 0.9242 Validation Loss: 0.26851305
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15056767 ---Validation accuracy:--- 0.9298 Validation Loss: 0.24366313
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14867574 ---Validation accuracy:--- 0.9244 Validation Loss: 0.27140728
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13905945 ---Validation accuracy:--- 0.8904 Validation Loss: 0.3530392
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.33988273 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2730547
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.27244464 ---Validation accuracy:--- 0.9178 Validation Loss: 0.26987135
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18313192 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2642634
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1959554 ---Validation accuracy:--- 0.9282 Validation Loss: 0.254841
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13230173 ---Validation accuracy:--- 0.9218 Validation Loss: 0.26297447
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15627854 ---Validation accuracy:--- 0.9282 Validation Loss: 0.25241968
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13382317 ---Validation accuracy:--- 0.929 Validation Loss: 0.24856927
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12049261 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2543416
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.1242594 ---Validation accuracy:--- 0.9298 Validation Loss: 0.258073
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0844406 ---Validation accuracy:--- 0.9318 Validation Loss: 0.23672129
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19089769 ---Validation accuracy:--- 0.926 Validation Loss: 0.2486565
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11817356 ---Validation accuracy:--- 0.932 Validation Loss: 0.2320762
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22329895 ---Validation accuracy:--- 0.9194 Validation Loss: 0.27162
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12734672 ---Validation accuracy:--- 0.9306 Validation Loss: 0.23725998
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14429453 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2393667
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2633548 ---Validation accuracy:--- 0.9292 Validation Loss: 0.23795146
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.110311605 ---Validation accuracy:--- 0.9246 Validation Loss: 0.26533902
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08083064 ---Validation accuracy:--- 0.922 Validation Loss: 0.25380933
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13622554 ---Validation accuracy:--- 0.9266 Validation Loss: 0.25252244
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13031544 ---Validation accuracy:--- 0.9262 Validation Loss: 0.25507477
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17849669 ---Validation accuracy:--- 0.9318 Validation Loss: 0.23942861
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.23304789 ---Validation accuracy:--- 0.92 Validation Loss: 0.27268687
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15902598 ---Validation accuracy:--- 0.9268 Validation Loss: 0.24783203
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.091612704 ---Validation accuracy:--- 0.9286 Validation Loss: 0.24044673
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1866572 ---Validation accuracy:--- 0.928 Validation Loss: 0.24556978
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.055291556 ---Validation accuracy:--- 0.9244 Validation Loss: 0.26084912
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.095942326 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23038615
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1164572 ---Validation accuracy:--- 0.9294 Validation Loss: 0.24276048
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18063697 ---Validation accuracy:--- 0.9276 Validation Loss: 0.256587
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14043058 ---Validation accuracy:--- 0.9238 Validation Loss: 0.26152086
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11248882 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23568466
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11284569 ---Validation accuracy:--- 0.92 Validation Loss: 0.2655847
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.09978962 ---Validation accuracy:--- 0.9238 Validation Loss: 0.25568107
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13788395 ---Validation accuracy:--- 0.927 Validation Loss: 0.25467286
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09541338 ---Validation accuracy:--- 0.9318 Validation Loss: 0.234054
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21051311 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2433965
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.091506764 ---Validation accuracy:--- 0.932 Validation Loss: 0.23796621
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12281953 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24138796
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.13305308 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2447065
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09196865 ---Validation accuracy:--- 0.9198 Validation Loss: 0.26815313
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22258668 ---Validation accuracy:--- 0.9268 Validation Loss: 0.24937925
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.33503982 ---Validation accuracy:--- 0.9188 Validation Loss: 0.2690758
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.28164357 ---Validation accuracy:--- 0.8912 Validation Loss: 0.34843072
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23685658 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3086031
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11987793 ---Validation accuracy:--- 0.9212 Validation Loss: 0.25729677
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.28607097 ---Validation accuracy:--- 0.9134 Validation Loss: 0.2750369
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06422261 ---Validation accuracy:--- 0.9254 Validation Loss: 0.24930938
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2314084 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2705641
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.10294332 ---Validation accuracy:--- 0.9254 Validation Loss: 0.25562522
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07566371 ---Validation accuracy:--- 0.9226 Validation Loss: 0.25692073
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12071255 ---Validation accuracy:--- 0.9256 Validation Loss: 0.24815811
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21374832 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3022425
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2667875 ---Validation accuracy:--- 0.9056 Validation Loss: 0.31321642
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.22669391 ---Validation accuracy:--- 0.8938 Validation Loss: 0.34749144
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.08866953 ---Validation accuracy:--- 0.9256 Validation Loss: 0.25808802
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.124655485 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24459058
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15755649 ---Validation accuracy:--- 0.921 Validation Loss: 0.2586271
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2819795 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2755066
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.15585761 ---Validation accuracy:--- 0.9252 Validation Loss: 0.25257307
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.15690783 ---Validation accuracy:--- 0.93 Validation Loss: 0.24624829
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11215805 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23586494
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.102542505 ---Validation accuracy:--- 0.9288 Validation Loss: 0.23691927
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13825874 ---Validation accuracy:--- 0.9274 Validation Loss: 0.23583247
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13485569 ---Validation accuracy:--- 0.9292 Validation Loss: 0.23537566
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19863899 ---Validation accuracy:--- 0.9252 Validation Loss: 0.25585282
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14402391 ---Validation accuracy:--- 0.908 Validation Loss: 0.29249644
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22590455 ---Validation accuracy:--- 0.9146 Validation Loss: 0.29207176
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.17853306 ---Validation accuracy:--- 0.926 Validation Loss: 0.25410384
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.10731608 ---Validation accuracy:--- 0.9294 Validation Loss: 0.23793331
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.21180958 ---Validation accuracy:--- 0.9264 Validation Loss: 0.25573036
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.111842975 ---Validation accuracy:--- 0.93 Validation Loss: 0.23034841
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1516083 ---Validation accuracy:--- 0.9306 Validation Loss: 0.23059942
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.20896362 ---Validation accuracy:--- 0.931 Validation Loss: 0.24179682
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11858413 ---Validation accuracy:--- 0.9168 Validation Loss: 0.268583
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15459737 ---Validation accuracy:--- 0.9282 Validation Loss: 0.24547005
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07210351 ---Validation accuracy:--- 0.929 Validation Loss: 0.23546885
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1748852 ---Validation accuracy:--- 0.923 Validation Loss: 0.25408584
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12083249 ---Validation accuracy:--- 0.9266 Validation Loss: 0.24427888
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.124860704 ---Validation accuracy:--- 0.926 Validation Loss: 0.24589111
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.20566566 ---Validation accuracy:--- 0.9258 Validation Loss: 0.24930291
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07191052 ---Validation accuracy:--- 0.9308 Validation Loss: 0.22924395
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14082886 ---Validation accuracy:--- 0.9208 Validation Loss: 0.26809853
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05700536 ---Validation accuracy:--- 0.9302 Validation Loss: 0.24028264
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1332897 ---Validation accuracy:--- 0.9274 Validation Loss: 0.24902907
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.216829 ---Validation accuracy:--- 0.9164 Validation Loss: 0.28128478
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16545223 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25453845
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08674564 ---Validation accuracy:--- 0.9312 Validation Loss: 0.23275551
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07626681 ---Validation accuracy:--- 0.9312 Validation Loss: 0.23133169
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.08100233 ---Validation accuracy:--- 0.931 Validation Loss: 0.22900926
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11660244 ---Validation accuracy:--- 0.9266 Validation Loss: 0.25222203
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17613044 ---Validation accuracy:--- 0.9254 Validation Loss: 0.25793907
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10778727 ---Validation accuracy:--- 0.9292 Validation Loss: 0.23667708
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.14332306 ---Validation accuracy:--- 0.9152 Validation Loss: 0.29154775
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.118163034 ---Validation accuracy:--- 0.9284 Validation Loss: 0.24764597
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10596169 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25068584
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.17538917 ---Validation accuracy:--- 0.9298 Validation Loss: 0.24836646
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18741868 ---Validation accuracy:--- 0.925 Validation Loss: 0.25854146
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11726222 ---Validation accuracy:--- 0.9234 Validation Loss: 0.26068062
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2971801 ---Validation accuracy:--- 0.9326 Validation Loss: 0.23635712
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24470712 ---Validation accuracy:--- 0.9044 Validation Loss: 0.32034227
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13399202 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26244482
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16546513 ---Validation accuracy:--- 0.907 Validation Loss: 0.31667206
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.08277431 ---Validation accuracy:--- 0.9256 Validation Loss: 0.25768957
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.060283758 ---Validation accuracy:--- 0.9256 Validation Loss: 0.25253558
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12061867 ---Validation accuracy:--- 0.9308 Validation Loss: 0.23929039
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10050558 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23549114
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.055474147 ---Validation accuracy:--- 0.9264 Validation Loss: 0.24794473
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.24207783 ---Validation accuracy:--- 0.9104 Validation Loss: 0.34745818
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.17472142 ---Validation accuracy:--- 0.9212 Validation Loss: 0.25727636
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21754035 ---Validation accuracy:--- 0.9216 Validation Loss: 0.26677474
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16325203 ---Validation accuracy:--- 0.9074 Validation Loss: 0.31412697
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.0978118 ---Validation accuracy:--- 0.926 Validation Loss: 0.24043906
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15911192 ---Validation accuracy:--- 0.926 Validation Loss: 0.24247192
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2161414 ---Validation accuracy:--- 0.9146 Validation Loss: 0.2932119
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08361281 ---Validation accuracy:--- 0.9288 Validation Loss: 0.23951355
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1015802 ---Validation accuracy:--- 0.926 Validation Loss: 0.25723222
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.1043242 ---Validation accuracy:--- 0.9278 Validation Loss: 0.25536507
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1380834 ---Validation accuracy:--- 0.897 Validation Loss: 0.34543416
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1510487 ---Validation accuracy:--- 0.9108 Validation Loss: 0.30598056
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14194721 ---Validation accuracy:--- 0.9134 Validation Loss: 0.2911442
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13292797 ---Validation accuracy:--- 0.928 Validation Loss: 0.24673301
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11414982 ---Validation accuracy:--- 0.9318 Validation Loss: 0.23951152
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.14927448 ---Validation accuracy:--- 0.9286 Validation Loss: 0.24149692
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07966926 ---Validation accuracy:--- 0.931 Validation Loss: 0.23527119
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21504444 ---Validation accuracy:--- 0.9156 Validation Loss: 0.2788978
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.117298946 ---Validation accuracy:--- 0.9326 Validation Loss: 0.2373043
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.21626134 ---Validation accuracy:--- 0.9152 Validation Loss: 0.29061142
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19610539 ---Validation accuracy:--- 0.9288 Validation Loss: 0.24197613
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14693388 ---Validation accuracy:--- 0.9288 Validation Loss: 0.24425665
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15151717 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23911785
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.250506 ---Validation accuracy:--- 0.9252 Validation Loss: 0.25234282
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12764916 ---Validation accuracy:--- 0.932 Validation Loss: 0.23888691
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17681864 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23947036
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.24674305 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2651162
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14479299 ---Validation accuracy:--- 0.9272 Validation Loss: 0.250663
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12084406 ---Validation accuracy:--- 0.9236 Validation Loss: 0.25600502
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14291611 ---Validation accuracy:--- 0.9182 Validation Loss: 0.2697312
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13501774 ---Validation accuracy:--- 0.9182 Validation Loss: 0.26757178
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19978525 ---Validation accuracy:--- 0.93 Validation Loss: 0.23271626
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14745001 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23803458
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.13581318 ---Validation accuracy:--- 0.9284 Validation Loss: 0.23590948
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.15242411 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2448647
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11039854 ---Validation accuracy:--- 0.9302 Validation Loss: 0.23790433
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.14998628 ---Validation accuracy:--- 0.9274 Validation Loss: 0.24755056
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.10442503 ---Validation accuracy:--- 0.9314 Validation Loss: 0.23202957
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.20353517 ---Validation accuracy:--- 0.9274 Validation Loss: 0.24954234
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.093130834 ---Validation accuracy:--- 0.9296 Validation Loss: 0.23727988
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13718134 ---Validation accuracy:--- 0.9284 Validation Loss: 0.24497974
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.14370237 ---Validation accuracy:--- 0.9302 Validation Loss: 0.23842217
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15297073 ---Validation accuracy:--- 0.9136 Validation Loss: 0.28051227
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.116363294 ---Validation accuracy:--- 0.9298 Validation Loss: 0.23232543
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.044003338 ---Validation accuracy:--- 0.927 Validation Loss: 0.23604617
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12386728 ---Validation accuracy:--- 0.9232 Validation Loss: 0.25519776
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.101116866 ---Validation accuracy:--- 0.9292 Validation Loss: 0.23761567
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11245997 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2723687
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15625733 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3320064
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14591298 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2446149
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0758618 ---Validation accuracy:--- 0.927 Validation Loss: 0.25769895
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.21196945 ---Validation accuracy:--- 0.929 Validation Loss: 0.24560963
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.12308112 ---Validation accuracy:--- 0.9298 Validation Loss: 0.24272572
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.15177463 ---Validation accuracy:--- 0.9278 Validation Loss: 0.24498428
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13220616 ---Validation accuracy:--- 0.93 Validation Loss: 0.2426957
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08655433 ---Validation accuracy:--- 0.9324 Validation Loss: 0.23225777
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.05922937 ---Validation accuracy:--- 0.9286 Validation Loss: 0.24607305
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14298841 ---Validation accuracy:--- 0.918 Validation Loss: 0.28696826
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.0749572 ---Validation accuracy:--- 0.9184 Validation Loss: 0.2826523
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.32617292 ---Validation accuracy:--- 0.9256 Validation Loss: 0.25583887
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19636059 ---Validation accuracy:--- 0.9142 Validation Loss: 0.284508
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.21636291 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24178438
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16833286 ---Validation accuracy:--- 0.934 Validation Loss: 0.22899511
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.122733586 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22674167
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11067946 ---Validation accuracy:--- 0.9216 Validation Loss: 0.25640982
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15263905 ---Validation accuracy:--- 0.933 Validation Loss: 0.2259605
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13072172 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22377451
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09942915 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22430274
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10337755 ---Validation accuracy:--- 0.9246 Validation Loss: 0.24909273
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2538951 ---Validation accuracy:--- 0.9124 Validation Loss: 0.2939298
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16351734 ---Validation accuracy:--- 0.9206 Validation Loss: 0.25322628
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12681769 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24523711
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1140433 ---Validation accuracy:--- 0.9314 Validation Loss: 0.23864551
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14554167 ---Validation accuracy:--- 0.919 Validation Loss: 0.25887758
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.07347103 ---Validation accuracy:--- 0.9294 Validation Loss: 0.24909575
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.08907345 ---Validation accuracy:--- 0.9336 Validation Loss: 0.22797622
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16358742 ---Validation accuracy:--- 0.9298 Validation Loss: 0.24077278
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1239217 ---Validation accuracy:--- 0.9294 Validation Loss: 0.23567197
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.22885188 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3022214
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1661859 ---Validation accuracy:--- 0.93 Validation Loss: 0.24464574
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16547327 ---Validation accuracy:--- 0.9262 Validation Loss: 0.24038057
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19764844 ---Validation accuracy:--- 0.9064 Validation Loss: 0.3277447
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.13359751 ---Validation accuracy:--- 0.9292 Validation Loss: 0.24343386
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.25000322 ---Validation accuracy:--- 0.933 Validation Loss: 0.23495483
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23126076 ---Validation accuracy:--- 0.9288 Validation Loss: 0.23837869
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1600446 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2447354
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12582727 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2659477
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.32885057 ---Validation accuracy:--- 0.9214 Validation Loss: 0.26123175
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.101866625 ---Validation accuracy:--- 0.9244 Validation Loss: 0.2562767
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10864977 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24183463
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.16159469 ---Validation accuracy:--- 0.926 Validation Loss: 0.2564581
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12665434 ---Validation accuracy:--- 0.931 Validation Loss: 0.23442222
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.134178 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2500309
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10292765 ---Validation accuracy:--- 0.9282 Validation Loss: 0.24924558
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16200589 ---Validation accuracy:--- 0.9276 Validation Loss: 0.24140662
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.15417714 ---Validation accuracy:--- 0.9314 Validation Loss: 0.24111548
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19742426 ---Validation accuracy:--- 0.9262 Validation Loss: 0.25847888
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18362747 ---Validation accuracy:--- 0.932 Validation Loss: 0.2377146
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10481174 ---Validation accuracy:--- 0.93 Validation Loss: 0.24261418
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0561532 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23286988
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.20940697 ---Validation accuracy:--- 0.9326 Validation Loss: 0.22931768
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12048913 ---Validation accuracy:--- 0.9194 Validation Loss: 0.26252618
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.201439 ---Validation accuracy:--- 0.9276 Validation Loss: 0.23849988
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.076252766 ---Validation accuracy:--- 0.9322 Validation Loss: 0.22529441
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19598393 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2425895
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.17561013 ---Validation accuracy:--- 0.9222 Validation Loss: 0.2587027
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13845628 ---Validation accuracy:--- 0.9172 Validation Loss: 0.2732485
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11475212 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2315529
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1530241 ---Validation accuracy:--- 0.9306 Validation Loss: 0.23297574
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16015881 ---Validation accuracy:--- 0.9232 Validation Loss: 0.25615403
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24597813 ---Validation accuracy:--- 0.9276 Validation Loss: 0.23886846
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18126023 ---Validation accuracy:--- 0.9202 Validation Loss: 0.27048653
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22674593 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2240489
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12210764 ---Validation accuracy:--- 0.9284 Validation Loss: 0.23311602
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1487815 ---Validation accuracy:--- 0.934 Validation Loss: 0.2237291
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.09064391 ---Validation accuracy:--- 0.9302 Validation Loss: 0.23140596
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11247982 ---Validation accuracy:--- 0.93 Validation Loss: 0.2364079
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11162396 ---Validation accuracy:--- 0.93 Validation Loss: 0.23891045
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.07432285 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23729585
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16235258 ---Validation accuracy:--- 0.9164 Validation Loss: 0.28012118
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14520524 ---Validation accuracy:--- 0.9192 Validation Loss: 0.2715771
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.20394878 ---Validation accuracy:--- 0.926 Validation Loss: 0.25571993
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16476105 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2549509
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08559585 ---Validation accuracy:--- 0.9304 Validation Loss: 0.24176817
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16904306 ---Validation accuracy:--- 0.9244 Validation Loss: 0.26174718
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.035932433 ---Validation accuracy:--- 0.9324 Validation Loss: 0.232131
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.06809589 ---Validation accuracy:--- 0.9182 Validation Loss: 0.28035885
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12702729 ---Validation accuracy:--- 0.9302 Validation Loss: 0.24733977
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14977132 ---Validation accuracy:--- 0.9332 Validation Loss: 0.22836258
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12451414 ---Validation accuracy:--- 0.933 Validation Loss: 0.23134634
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.058192827 ---Validation accuracy:--- 0.928 Validation Loss: 0.24416827
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2321101 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30152345
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11832998 ---Validation accuracy:--- 0.93 Validation Loss: 0.23952256
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.113288015 ---Validation accuracy:--- 0.9244 Validation Loss: 0.25039527
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1599668 ---Validation accuracy:--- 0.9104 Validation Loss: 0.30555588
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.13499542 ---Validation accuracy:--- 0.9198 Validation Loss: 0.27004832
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15875877 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23845732
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.13221201 ---Validation accuracy:--- 0.9294 Validation Loss: 0.24327473
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.14691769 ---Validation accuracy:--- 0.9304 Validation Loss: 0.24480976
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1473486 ---Validation accuracy:--- 0.93 Validation Loss: 0.24752475
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18042322 ---Validation accuracy:--- 0.9262 Validation Loss: 0.25529522
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.27678305 ---Validation accuracy:--- 0.934 Validation Loss: 0.23746006
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10470362 ---Validation accuracy:--- 0.9194 Validation Loss: 0.2679021
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16468464 ---Validation accuracy:--- 0.9266 Validation Loss: 0.25053555
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.115244694 ---Validation accuracy:--- 0.92 Validation Loss: 0.28624114
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15027171 ---Validation accuracy:--- 0.9262 Validation Loss: 0.24820627
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18193537 ---Validation accuracy:--- 0.9178 Validation Loss: 0.2714621
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16010576 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2537284
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12627386 ---Validation accuracy:--- 0.9216 Validation Loss: 0.26203844
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1441694 ---Validation accuracy:--- 0.9284 Validation Loss: 0.24557944
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1331357 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2367356
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16834645 ---Validation accuracy:--- 0.9286 Validation Loss: 0.24720308
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17443071 ---Validation accuracy:--- 0.9244 Validation Loss: 0.25579002
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19205579 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2403897
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14094734 ---Validation accuracy:--- 0.9262 Validation Loss: 0.25413978
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.2165097 ---Validation accuracy:--- 0.9324 Validation Loss: 0.23253189
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10330282 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23110813
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.23320241 ---Validation accuracy:--- 0.9256 Validation Loss: 0.25460312
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07837056 ---Validation accuracy:--- 0.9208 Validation Loss: 0.27421823
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.109479286 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23110515
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14934655 ---Validation accuracy:--- 0.9316 Validation Loss: 0.23534767
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16480349 ---Validation accuracy:--- 0.929 Validation Loss: 0.24484265
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18337493 ---Validation accuracy:--- 0.933 Validation Loss: 0.23672222
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1552599 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24159963
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06339649 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23683313
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16946752 ---Validation accuracy:--- 0.915 Validation Loss: 0.28977278
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09943849 ---Validation accuracy:--- 0.9304 Validation Loss: 0.24180059
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1802877 ---Validation accuracy:--- 0.9112 Validation Loss: 0.29970592
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.22874418 ---Validation accuracy:--- 0.9026 Validation Loss: 0.36387473
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.08147329 ---Validation accuracy:--- 0.901 Validation Loss: 0.34476793
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12225304 ---Validation accuracy:--- 0.9224 Validation Loss: 0.26534852
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10251208 ---Validation accuracy:--- 0.9262 Validation Loss: 0.25339916
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20896058 ---Validation accuracy:--- 0.9316 Validation Loss: 0.23191401
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12554865 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22680485
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.06383318 ---Validation accuracy:--- 0.9324 Validation Loss: 0.23507862
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.254438 ---Validation accuracy:--- 0.927 Validation Loss: 0.24471441
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11571428 ---Validation accuracy:--- 0.9326 Validation Loss: 0.23178552
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.24970445 ---Validation accuracy:--- 0.924 Validation Loss: 0.2673134
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11831133 ---Validation accuracy:--- 0.9352 Validation Loss: 0.2342876
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12417786 ---Validation accuracy:--- 0.9338 Validation Loss: 0.23432176
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14893639 ---Validation accuracy:--- 0.929 Validation Loss: 0.250425
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10195303 ---Validation accuracy:--- 0.9302 Validation Loss: 0.23438159
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.06271028 ---Validation accuracy:--- 0.9334 Validation Loss: 0.22683896
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19651152 ---Validation accuracy:--- 0.9298 Validation Loss: 0.23270261
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13780397 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23893493
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.16358133 ---Validation accuracy:--- 0.9278 Validation Loss: 0.24030566
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.10956203 ---Validation accuracy:--- 0.928 Validation Loss: 0.23838213
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08116006 ---Validation accuracy:--- 0.9314 Validation Loss: 0.23325025
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.094911195 ---Validation accuracy:--- 0.9328 Validation Loss: 0.22637466
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18345079 ---Validation accuracy:--- 0.9252 Validation Loss: 0.24106696
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12809224 ---Validation accuracy:--- 0.9142 Validation Loss: 0.28626388
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17689878 ---Validation accuracy:--- 0.9304 Validation Loss: 0.22881536
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11298813 ---Validation accuracy:--- 0.9292 Validation Loss: 0.22895381
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13794863 ---Validation accuracy:--- 0.9258 Validation Loss: 0.24418767
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06996669 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2353095
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16929056 ---Validation accuracy:--- 0.9302 Validation Loss: 0.24318016
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.098930284 ---Validation accuracy:--- 0.9302 Validation Loss: 0.23611987
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.11352066 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23576006
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.056355592 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22800884
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16967762 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22651699
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.19152656 ---Validation accuracy:--- 0.933 Validation Loss: 0.22608478
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.082659505 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2484551
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16631933 ---Validation accuracy:--- 0.916 Validation Loss: 0.27890903
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1120783 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24111165
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.096882895 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23351157
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08421141 ---Validation accuracy:--- 0.9306 Validation Loss: 0.23679942
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13019426 ---Validation accuracy:--- 0.9312 Validation Loss: 0.23890159
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.17570686 ---Validation accuracy:--- 0.9352 Validation Loss: 0.21908589
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09346377 ---Validation accuracy:--- 0.9334 Validation Loss: 0.2248732
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.22829361 ---Validation accuracy:--- 0.9216 Validation Loss: 0.26413205
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14849958 ---Validation accuracy:--- 0.9174 Validation Loss: 0.27960503
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19982906 ---Validation accuracy:--- 0.9348 Validation Loss: 0.21475786
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08040956 ---Validation accuracy:--- 0.9334 Validation Loss: 0.2297122
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.099889085 ---Validation accuracy:--- 0.9306 Validation Loss: 0.22888628
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12030508 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23520264
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25771213 ---Validation accuracy:--- 0.927 Validation Loss: 0.25185034
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.09967594 ---Validation accuracy:--- 0.936 Validation Loss: 0.21982017
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09419693 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22377396
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06657511 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21293212
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1184349 ---Validation accuracy:--- 0.9282 Validation Loss: 0.24076779
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09353964 ---Validation accuracy:--- 0.9358 Validation Loss: 0.21652623
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1574818 ---Validation accuracy:--- 0.9314 Validation Loss: 0.22408657
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.12793045 ---Validation accuracy:--- 0.93 Validation Loss: 0.23729879
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.30804002 ---Validation accuracy:--- 0.9242 Validation Loss: 0.26256746
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15692483 ---Validation accuracy:--- 0.9 Validation Loss: 0.3144344
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13185298 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23376969
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19985867 ---Validation accuracy:--- 0.9282 Validation Loss: 0.23690349
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19960347 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22013022
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.18492447 ---Validation accuracy:--- 0.9346 Validation Loss: 0.21858057
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12767307 ---Validation accuracy:--- 0.9312 Validation Loss: 0.22726394
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.11393969 ---Validation accuracy:--- 0.927 Validation Loss: 0.2441784
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09021319 ---Validation accuracy:--- 0.9324 Validation Loss: 0.22477412
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15817034 ---Validation accuracy:--- 0.9158 Validation Loss: 0.28139287
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.15853834 ---Validation accuracy:--- 0.929 Validation Loss: 0.23577216
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10795272 ---Validation accuracy:--- 0.9284 Validation Loss: 0.24966137
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.07880021 ---Validation accuracy:--- 0.9306 Validation Loss: 0.23678115
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13770418 ---Validation accuracy:--- 0.9304 Validation Loss: 0.24251814
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16404457 ---Validation accuracy:--- 0.9288 Validation Loss: 0.23766309
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15470295 ---Validation accuracy:--- 0.9252 Validation Loss: 0.25027558
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07775722 ---Validation accuracy:--- 0.9278 Validation Loss: 0.23784941
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18879575 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2250097
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17193316 ---Validation accuracy:--- 0.9214 Validation Loss: 0.26425803
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.057415266 ---Validation accuracy:--- 0.9262 Validation Loss: 0.25008515
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10369552 ---Validation accuracy:--- 0.9314 Validation Loss: 0.22582969
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16581425 ---Validation accuracy:--- 0.9356 Validation Loss: 0.21568145
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.12687215 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21810235
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14139643 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22750048
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08731359 ---Validation accuracy:--- 0.9326 Validation Loss: 0.22979698
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17735094 ---Validation accuracy:--- 0.9372 Validation Loss: 0.22503084
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.08003788 ---Validation accuracy:--- 0.935 Validation Loss: 0.22848926
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.23045498 ---Validation accuracy:--- 0.9314 Validation Loss: 0.24275938
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.08080987 ---Validation accuracy:--- 0.9332 Validation Loss: 0.22329858
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07259286 ---Validation accuracy:--- 0.9328 Validation Loss: 0.22642648
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.18799466 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23355362
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.09388185 ---Validation accuracy:--- 0.936 Validation Loss: 0.22629671
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.15499426 ---Validation accuracy:--- 0.9294 Validation Loss: 0.25650412
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.06037898 ---Validation accuracy:--- 0.9294 Validation Loss: 0.24473852
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17130318 ---Validation accuracy:--- 0.926 Validation Loss: 0.2633436
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16387798 ---Validation accuracy:--- 0.9298 Validation Loss: 0.23594615
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07388028 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2231938
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.053889256 ---Validation accuracy:--- 0.9332 Validation Loss: 0.22790249
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13119785 ---Validation accuracy:--- 0.936 Validation Loss: 0.2255002
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17570503 ---Validation accuracy:--- 0.9228 Validation Loss: 0.26787445
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08620331 ---Validation accuracy:--- 0.93 Validation Loss: 0.24893503
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16970596 ---Validation accuracy:--- 0.929 Validation Loss: 0.23496875
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15709643 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22028853
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09966669 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21421
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1169361 ---Validation accuracy:--- 0.9278 Validation Loss: 0.23958503
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16812181 ---Validation accuracy:--- 0.925 Validation Loss: 0.25480518
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16610028 ---Validation accuracy:--- 0.9246 Validation Loss: 0.25263146
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.092152975 ---Validation accuracy:--- 0.9324 Validation Loss: 0.22920427
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.1752499 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2325088
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14248328 ---Validation accuracy:--- 0.9316 Validation Loss: 0.23151948
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16517977 ---Validation accuracy:--- 0.9048 Validation Loss: 0.30901948
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.4482141 ---Validation accuracy:--- 0.896 Validation Loss: 0.34023392
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.15522291 ---Validation accuracy:--- 0.931 Validation Loss: 0.2286951
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22102684 ---Validation accuracy:--- 0.9224 Validation Loss: 0.2653619
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.34146094 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2464229
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12071193 ---Validation accuracy:--- 0.9292 Validation Loss: 0.22525088
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.093585566 ---Validation accuracy:--- 0.9308 Validation Loss: 0.23682481
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07184091 ---Validation accuracy:--- 0.9314 Validation Loss: 0.22645053
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.112320766 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24158257
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14023742 ---Validation accuracy:--- 0.9162 Validation Loss: 0.27349657
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.072400644 ---Validation accuracy:--- 0.9312 Validation Loss: 0.22653903
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1498591 ---Validation accuracy:--- 0.9308 Validation Loss: 0.23262797
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08361901 ---Validation accuracy:--- 0.9328 Validation Loss: 0.22942251
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14042635 ---Validation accuracy:--- 0.918 Validation Loss: 0.2681526
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.49844903 ---Validation accuracy:--- 0.832 Validation Loss: 0.69411325
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15924284 ---Validation accuracy:--- 0.9258 Validation Loss: 0.2471707
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.30844092 ---Validation accuracy:--- 0.9272 Validation Loss: 0.25606385
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.115851805 ---Validation accuracy:--- 0.9232 Validation Loss: 0.24641831
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14636876 ---Validation accuracy:--- 0.9314 Validation Loss: 0.23309961
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12178449 ---Validation accuracy:--- 0.9296 Validation Loss: 0.23918606
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.100806266 ---Validation accuracy:--- 0.9308 Validation Loss: 0.23318681
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19079602 ---Validation accuracy:--- 0.935 Validation Loss: 0.22243726
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15034576 ---Validation accuracy:--- 0.9226 Validation Loss: 0.26449466
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17841831 ---Validation accuracy:--- 0.92 Validation Loss: 0.26028907
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1501888 ---Validation accuracy:--- 0.9324 Validation Loss: 0.23417339
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18817379 ---Validation accuracy:--- 0.936 Validation Loss: 0.2147394
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.061109 ---Validation accuracy:--- 0.9374 Validation Loss: 0.2103465
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.1074266 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22107051
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21574806 ---Validation accuracy:--- 0.923 Validation Loss: 0.25672352
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.17500225 ---Validation accuracy:--- 0.935 Validation Loss: 0.226462
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07406402 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2211988
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.109854385 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22011797
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07647 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2411616
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09738717 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2302295
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.057860184 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21097364
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08863312 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20470591
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07229859 ---Validation accuracy:--- 0.9352 Validation Loss: 0.21531662
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.116432525 ---Validation accuracy:--- 0.9354 Validation Loss: 0.2192018
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11090784 ---Validation accuracy:--- 0.937 Validation Loss: 0.2246142
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08446313 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20865479
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08350782 ---Validation accuracy:--- 0.9362 Validation Loss: 0.21947879
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06439478 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21654765
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.075382255 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21589263
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0920797 ---Validation accuracy:--- 0.9284 Validation Loss: 0.24204727
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10472205 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20726292
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.050513674 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20134252
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16092396 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24138609
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09850819 ---Validation accuracy:--- 0.9342 Validation Loss: 0.22144024
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.074660994 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23508902
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11128675 ---Validation accuracy:--- 0.9356 Validation Loss: 0.22302456
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16852733 ---Validation accuracy:--- 0.923 Validation Loss: 0.25249153
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.2534731 ---Validation accuracy:--- 0.9084 Validation Loss: 0.30089462
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2083675 ---Validation accuracy:--- 0.9324 Validation Loss: 0.23712146
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.12725611 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20883682
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16038921 ---Validation accuracy:--- 0.9422 Validation Loss: 0.2104771
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11560705 ---Validation accuracy:--- 0.936 Validation Loss: 0.22491272
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0664429 ---Validation accuracy:--- 0.9346 Validation Loss: 0.2237597
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0725672 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21033648
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.3154914 ---Validation accuracy:--- 0.92 Validation Loss: 0.28027242
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14588644 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2256283
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15001187 ---Validation accuracy:--- 0.9374 Validation Loss: 0.2177539
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.116754636 ---Validation accuracy:--- 0.9334 Validation Loss: 0.2312939
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12911196 ---Validation accuracy:--- 0.9212 Validation Loss: 0.26861715
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16936341 ---Validation accuracy:--- 0.9374 Validation Loss: 0.2220288
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11913193 ---Validation accuracy:--- 0.9298 Validation Loss: 0.24006504
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06737543 ---Validation accuracy:--- 0.9316 Validation Loss: 0.23126914
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.104627095 ---Validation accuracy:--- 0.9352 Validation Loss: 0.21970947
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14136738 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21151634
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.061406065 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21752998
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.0970911 ---Validation accuracy:--- 0.934 Validation Loss: 0.22905944
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.104362376 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22128193
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06785187 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20959966
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.1901889 ---Validation accuracy:--- 0.9214 Validation Loss: 0.26651955
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13781276 ---Validation accuracy:--- 0.9182 Validation Loss: 0.26030058
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14029224 ---Validation accuracy:--- 0.9124 Validation Loss: 0.299289
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.045042377 ---Validation accuracy:--- 0.9326 Validation Loss: 0.23623757
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14426436 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23196763
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13741212 ---Validation accuracy:--- 0.9256 Validation Loss: 0.25649896
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18516532 ---Validation accuracy:--- 0.9228 Validation Loss: 0.24387525
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.20238645 ---Validation accuracy:--- 0.9034 Validation Loss: 0.33967036
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14863333 ---Validation accuracy:--- 0.918 Validation Loss: 0.27662072
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21892549 ---Validation accuracy:--- 0.9202 Validation Loss: 0.28290772
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08827743 ---Validation accuracy:--- 0.93 Validation Loss: 0.25490972
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09273511 ---Validation accuracy:--- 0.9404 Validation Loss: 0.2165096
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17093575 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23095313
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.055498816 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22376612
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.044676956 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21254712
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08076353 ---Validation accuracy:--- 0.934 Validation Loss: 0.23571274
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15197566 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2601546
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15354028 ---Validation accuracy:--- 0.929 Validation Loss: 0.24317679
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.099201605 ---Validation accuracy:--- 0.925 Validation Loss: 0.26766518
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09027205 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22102001
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15907511 ---Validation accuracy:--- 0.937 Validation Loss: 0.21965152
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16701168 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21293826
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11067411 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20958413
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.124489725 ---Validation accuracy:--- 0.938 Validation Loss: 0.22501282
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.096591815 ---Validation accuracy:--- 0.9246 Validation Loss: 0.26343536
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.24847408 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23781355
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14510195 ---Validation accuracy:--- 0.9392 Validation Loss: 0.2231177
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15979858 ---Validation accuracy:--- 0.9362 Validation Loss: 0.21864028
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.057712242 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22421402
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16055645 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22064294
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.14194554 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22070293
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19505516 ---Validation accuracy:--- 0.9322 Validation Loss: 0.22564991
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11309357 ---Validation accuracy:--- 0.94 Validation Loss: 0.22117779
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.041255616 ---Validation accuracy:--- 0.941 Validation Loss: 0.21474986
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09806936 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21734548
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11337438 ---Validation accuracy:--- 0.9378 Validation Loss: 0.2136217
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.26136485 ---Validation accuracy:--- 0.938 Validation Loss: 0.21690066
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13377693 ---Validation accuracy:--- 0.9286 Validation Loss: 0.24382278
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2004662 ---Validation accuracy:--- 0.9326 Validation Loss: 0.21990107
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12642425 ---Validation accuracy:--- 0.938 Validation Loss: 0.21967278
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07592418 ---Validation accuracy:--- 0.936 Validation Loss: 0.21569496
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1946046 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24030991
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09605677 ---Validation accuracy:--- 0.936 Validation Loss: 0.2144033
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1436249 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21586472
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09496563 ---Validation accuracy:--- 0.9312 Validation Loss: 0.23677322
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14562827 ---Validation accuracy:--- 0.9336 Validation Loss: 0.22293279
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15536617 ---Validation accuracy:--- 0.9272 Validation Loss: 0.23911977
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1134536 ---Validation accuracy:--- 0.9294 Validation Loss: 0.24111484
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09247133 ---Validation accuracy:--- 0.9292 Validation Loss: 0.23098078
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.107790776 ---Validation accuracy:--- 0.9386 Validation Loss: 0.20653877
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.105622634 ---Validation accuracy:--- 0.9336 Validation Loss: 0.21716629
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12624602 ---Validation accuracy:--- 0.9366 Validation Loss: 0.21479368
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.102875814 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22718401
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.074932806 ---Validation accuracy:--- 0.9314 Validation Loss: 0.23760909
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.1710464 ---Validation accuracy:--- 0.8944 Validation Loss: 0.34935454
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.21739723 ---Validation accuracy:--- 0.929 Validation Loss: 0.2516367
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05901608 ---Validation accuracy:--- 0.9288 Validation Loss: 0.24679072
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15244287 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21386985
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13861609 ---Validation accuracy:--- 0.9212 Validation Loss: 0.25713056
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1313167 ---Validation accuracy:--- 0.93 Validation Loss: 0.236519
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11229335 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23995307
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.14877395 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24234849
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13350444 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23367934
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0865374 ---Validation accuracy:--- 0.9338 Validation Loss: 0.23501758
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.075847395 ---Validation accuracy:--- 0.9324 Validation Loss: 0.23693675
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.12334266 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2469729
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2366713 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23559517
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.058491457 ---Validation accuracy:--- 0.933 Validation Loss: 0.24007127
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.113698 ---Validation accuracy:--- 0.9088 Validation Loss: 0.3196336
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12612036 ---Validation accuracy:--- 0.9232 Validation Loss: 0.26634493
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17204544 ---Validation accuracy:--- 0.93 Validation Loss: 0.24056567
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1514925 ---Validation accuracy:--- 0.9308 Validation Loss: 0.22816636
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.21108636 ---Validation accuracy:--- 0.9212 Validation Loss: 0.27377635
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.23007275 ---Validation accuracy:--- 0.909 Validation Loss: 0.30034626
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2223508 ---Validation accuracy:--- 0.932 Validation Loss: 0.23101775
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15343353 ---Validation accuracy:--- 0.9238 Validation Loss: 0.24530756
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12551212 ---Validation accuracy:--- 0.9304 Validation Loss: 0.244089
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12041372 ---Validation accuracy:--- 0.9316 Validation Loss: 0.22210237
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07336394 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21540417
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20254454 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22016431
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17046444 ---Validation accuracy:--- 0.9394 Validation Loss: 0.2073624
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0975251 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20756757
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.073219635 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20676196
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14564309 ---Validation accuracy:--- 0.9222 Validation Loss: 0.27330416
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15011625 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21980125
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.18337393 ---Validation accuracy:--- 0.927 Validation Loss: 0.26399556
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.113349445 ---Validation accuracy:--- 0.93 Validation Loss: 0.2343866
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.2324617 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23362705
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.11879526 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22310893
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.057526056 ---Validation accuracy:--- 0.936 Validation Loss: 0.2167905
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1199511 ---Validation accuracy:--- 0.933 Validation Loss: 0.22693609
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1545489 ---Validation accuracy:--- 0.9404 Validation Loss: 0.2128852
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11187847 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2525329
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22304276 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2538775
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12651812 ---Validation accuracy:--- 0.936 Validation Loss: 0.22806115
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08546014 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22074164
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12994307 ---Validation accuracy:--- 0.932 Validation Loss: 0.23413628
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.092049226 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23198242
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.06305573 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23661055
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.13931614 ---Validation accuracy:--- 0.934 Validation Loss: 0.2324624
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.16827683 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21586694
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14261691 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23620771
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.089386135 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22290593
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07006871 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22332412
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.2073201 ---Validation accuracy:--- 0.9308 Validation Loss: 0.2326067
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12621891 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21598166
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21978928 ---Validation accuracy:--- 0.934 Validation Loss: 0.2236138
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.08921433 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23069416
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14448637 ---Validation accuracy:--- 0.9144 Validation Loss: 0.2751536
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.21090008 ---Validation accuracy:--- 0.9336 Validation Loss: 0.22628848
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.120471954 ---Validation accuracy:--- 0.9246 Validation Loss: 0.25723428
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1583299 ---Validation accuracy:--- 0.9302 Validation Loss: 0.24520583
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14191058 ---Validation accuracy:--- 0.9242 Validation Loss: 0.25348267
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.078576654 ---Validation accuracy:--- 0.9364 Validation Loss: 0.2133661
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.02923932 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22074671
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.100325234 ---Validation accuracy:--- 0.9378 Validation Loss: 0.2138658
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11386528 ---Validation accuracy:--- 0.9322 Validation Loss: 0.238044
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13580991 ---Validation accuracy:--- 0.9314 Validation Loss: 0.23484182
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.27204606 ---Validation accuracy:--- 0.9258 Validation Loss: 0.25842002
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12428628 ---Validation accuracy:--- 0.932 Validation Loss: 0.23860414
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07209811 ---Validation accuracy:--- 0.936 Validation Loss: 0.21515203
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13370347 ---Validation accuracy:--- 0.9366 Validation Loss: 0.21637559
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10791632 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21520801
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.048222456 ---Validation accuracy:--- 0.9272 Validation Loss: 0.25940597
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.128766 ---Validation accuracy:--- 0.9332 Validation Loss: 0.21550389
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.074859984 ---Validation accuracy:--- 0.929 Validation Loss: 0.23066653
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18030576 ---Validation accuracy:--- 0.932 Validation Loss: 0.23748708
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17860703 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2446062
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06607543 ---Validation accuracy:--- 0.9308 Validation Loss: 0.22556177
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2558391 ---Validation accuracy:--- 0.9212 Validation Loss: 0.25968537
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.053701233 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22749516
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.119391136 ---Validation accuracy:--- 0.9178 Validation Loss: 0.25588608
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14413385 ---Validation accuracy:--- 0.931 Validation Loss: 0.22902554
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10004731 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21296123
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08191112 ---Validation accuracy:--- 0.9348 Validation Loss: 0.21970625
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.039950885 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21007563
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.087244704 ---Validation accuracy:--- 0.9382 Validation Loss: 0.2080043
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14170499 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21375483
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25738266 ---Validation accuracy:--- 0.9136 Validation Loss: 0.2770105
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.091812804 ---Validation accuracy:--- 0.9332 Validation Loss: 0.22040196
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.075480446 ---Validation accuracy:--- 0.938 Validation Loss: 0.21006912
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12909932 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21277493
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.059617843 ---Validation accuracy:--- 0.9382 Validation Loss: 0.20898345
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1252296 ---Validation accuracy:--- 0.9336 Validation Loss: 0.22837846
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12663049 ---Validation accuracy:--- 0.9356 Validation Loss: 0.21585591
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22880805 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24280371
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1335643 ---Validation accuracy:--- 0.9138 Validation Loss: 0.26639453
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11014969 ---Validation accuracy:--- 0.938 Validation Loss: 0.2083916
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08809024 ---Validation accuracy:--- 0.9394 Validation Loss: 0.20419909
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20028825 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20946547
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17830315 ---Validation accuracy:--- 0.9276 Validation Loss: 0.24130945
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.19125146 ---Validation accuracy:--- 0.9298 Validation Loss: 0.24299024
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14178509 ---Validation accuracy:--- 0.9278 Validation Loss: 0.246202
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14795652 ---Validation accuracy:--- 0.9284 Validation Loss: 0.23827276
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15737186 ---Validation accuracy:--- 0.933 Validation Loss: 0.23697083
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.07948774 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21900561
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1387238 ---Validation accuracy:--- 0.931 Validation Loss: 0.22376113
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21748883 ---Validation accuracy:--- 0.922 Validation Loss: 0.2596121
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14738259 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2441713
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11443567 ---Validation accuracy:--- 0.9346 Validation Loss: 0.22267671
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.046682816 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22407
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08115179 ---Validation accuracy:--- 0.9358 Validation Loss: 0.21439812
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.18570429 ---Validation accuracy:--- 0.9336 Validation Loss: 0.22055869
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06971102 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21272285
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14077014 ---Validation accuracy:--- 0.928 Validation Loss: 0.23597886
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.031824693 ---Validation accuracy:--- 0.9314 Validation Loss: 0.22175147
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17276882 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21145637
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06324965 ---Validation accuracy:--- 0.938 Validation Loss: 0.20391992
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17606178 ---Validation accuracy:--- 0.9308 Validation Loss: 0.23696004
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.24306744 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21124986
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11039431 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20479937
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07833585 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21290718
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06561505 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22042148
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11378077 ---Validation accuracy:--- 0.937 Validation Loss: 0.22004355
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09945211 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20757705
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.09210315 ---Validation accuracy:--- 0.9352 Validation Loss: 0.21833412
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09300083 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21662915
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13519977 ---Validation accuracy:--- 0.9336 Validation Loss: 0.23007715
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07447908 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21151987
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1630643 ---Validation accuracy:--- 0.9188 Validation Loss: 0.27053136
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16086407 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21168928
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.15859762 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21712267
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08961252 ---Validation accuracy:--- 0.934 Validation Loss: 0.22782412
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06447892 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22942778
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.059986647 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23225579
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14532736 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21837178
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08929961 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21333374
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10545485 ---Validation accuracy:--- 0.9356 Validation Loss: 0.21419002
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.220775 ---Validation accuracy:--- 0.9326 Validation Loss: 0.23127688
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.10553999 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20701072
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.10552109 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22239712
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17667778 ---Validation accuracy:--- 0.9288 Validation Loss: 0.23339151
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10115566 ---Validation accuracy:--- 0.9332 Validation Loss: 0.22246072
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12646244 ---Validation accuracy:--- 0.9282 Validation Loss: 0.24673936
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10658684 ---Validation accuracy:--- 0.936 Validation Loss: 0.21708667
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08799205 ---Validation accuracy:--- 0.9292 Validation Loss: 0.23773737
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14782976 ---Validation accuracy:--- 0.9348 Validation Loss: 0.2183106
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.111740224 ---Validation accuracy:--- 0.9266 Validation Loss: 0.25709683
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08870305 ---Validation accuracy:--- 0.938 Validation Loss: 0.21138984
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08854027 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2261509
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.23455824 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22312915
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.108276695 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21116684
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14242907 ---Validation accuracy:--- 0.9328 Validation Loss: 0.22365904
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07800304 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21660928
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09086511 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22179458
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.055021156 ---Validation accuracy:--- 0.936 Validation Loss: 0.21648066
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.19983555 ---Validation accuracy:--- 0.9342 Validation Loss: 0.22272217
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15089253 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2221062
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.082631394 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22099353
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.0975144 ---Validation accuracy:--- 0.9358 Validation Loss: 0.21611445
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09021142 ---Validation accuracy:--- 0.9338 Validation Loss: 0.2280107
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.1770192 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2588333
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.3024475 ---Validation accuracy:--- 0.9278 Validation Loss: 0.24481197
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.115018845 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23260784
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.09725399 ---Validation accuracy:--- 0.931 Validation Loss: 0.22856133
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13646406 ---Validation accuracy:--- 0.9386 Validation Loss: 0.2123355
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.16927037 ---Validation accuracy:--- 0.937 Validation Loss: 0.21434924
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07360831 ---Validation accuracy:--- 0.9364 Validation Loss: 0.2233991
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09222855 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21609454
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.092899255 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22089301
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.042656656 ---Validation accuracy:--- 0.9396 Validation Loss: 0.2116324
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13578764 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22653565
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.052032605 ---Validation accuracy:--- 0.9388 Validation Loss: 0.2104729
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07910759 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20685054
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.038650602 ---Validation accuracy:--- 0.941 Validation Loss: 0.20410739
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12605415 ---Validation accuracy:--- 0.9346 Validation Loss: 0.22503445
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14363079 ---Validation accuracy:--- 0.938 Validation Loss: 0.21415552
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07065831 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22277558
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07735136 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19904764
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13526642 ---Validation accuracy:--- 0.943 Validation Loss: 0.19933411
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.082376964 ---Validation accuracy:--- 0.941 Validation Loss: 0.2023681
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.136009 ---Validation accuracy:--- 0.928 Validation Loss: 0.24380188
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06943819 ---Validation accuracy:--- 0.9316 Validation Loss: 0.21608706
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1505574 ---Validation accuracy:--- 0.9176 Validation Loss: 0.26595455
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10803923 ---Validation accuracy:--- 0.9354 Validation Loss: 0.21646345
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.096216686 ---Validation accuracy:--- 0.9338 Validation Loss: 0.23608652
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13073796 ---Validation accuracy:--- 0.9194 Validation Loss: 0.27692255
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.14935666 ---Validation accuracy:--- 0.9328 Validation Loss: 0.22872996
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15150493 ---Validation accuracy:--- 0.933 Validation Loss: 0.21080752
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06991477 ---Validation accuracy:--- 0.9378 Validation Loss: 0.20669863
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.111152686 ---Validation accuracy:--- 0.9358 Validation Loss: 0.21287559
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.104518235 ---Validation accuracy:--- 0.9378 Validation Loss: 0.2056019
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09751542 ---Validation accuracy:--- 0.941 Validation Loss: 0.20746706
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10202635 ---Validation accuracy:--- 0.9414 Validation Loss: 0.19992356
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13573681 ---Validation accuracy:--- 0.9338 Validation Loss: 0.23511533
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12492915 ---Validation accuracy:--- 0.9334 Validation Loss: 0.21678089
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.089045025 ---Validation accuracy:--- 0.9352 Validation Loss: 0.2151666
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11947231 ---Validation accuracy:--- 0.9388 Validation Loss: 0.2110938
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12006584 ---Validation accuracy:--- 0.9188 Validation Loss: 0.28451523
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15807484 ---Validation accuracy:--- 0.937 Validation Loss: 0.21599947
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06386885 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2282628
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.107203245 ---Validation accuracy:--- 0.9308 Validation Loss: 0.22803555
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17017071 ---Validation accuracy:--- 0.9358 Validation Loss: 0.2088664
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.09097793 ---Validation accuracy:--- 0.9356 Validation Loss: 0.21148306
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14223039 ---Validation accuracy:--- 0.933 Validation Loss: 0.2209348
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09693565 ---Validation accuracy:--- 0.9366 Validation Loss: 0.21101673
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16474749 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22624575
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0789295 ---Validation accuracy:--- 0.938 Validation Loss: 0.21104556
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.06998615 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2341604
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23371948 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19667493
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13712473 ---Validation accuracy:--- 0.9402 Validation Loss: 0.19684282
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07548171 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20265225
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10607751 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19964305
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13766435 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20929357
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10841968 ---Validation accuracy:--- 0.938 Validation Loss: 0.22022559
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.061442018 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20167346
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14348324 ---Validation accuracy:--- 0.9334 Validation Loss: 0.22913358
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08755751 ---Validation accuracy:--- 0.9336 Validation Loss: 0.22647007
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.11293903 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21807192
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08113119 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20551716
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.032414038 ---Validation accuracy:--- 0.939 Validation Loss: 0.21088447
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09991764 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20281297
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08500902 ---Validation accuracy:--- 0.9396 Validation Loss: 0.20707683
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13345462 ---Validation accuracy:--- 0.9378 Validation Loss: 0.20532568
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14485994 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2022126
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13781121 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24043182
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.04118125 ---Validation accuracy:--- 0.936 Validation Loss: 0.21149111
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15682933 ---Validation accuracy:--- 0.9326 Validation Loss: 0.22634609
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13214532 ---Validation accuracy:--- 0.9386 Validation Loss: 0.2061433
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.087183535 ---Validation accuracy:--- 0.9386 Validation Loss: 0.20756431
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07214273 ---Validation accuracy:--- 0.9404 Validation Loss: 0.2081479
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.113179095 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21430327
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12381235 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22634317
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.056789972 ---Validation accuracy:--- 0.9352 Validation Loss: 0.2407241
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12411438 ---Validation accuracy:--- 0.937 Validation Loss: 0.22056133
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.10835161 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21322654
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.069437414 ---Validation accuracy:--- 0.9338 Validation Loss: 0.2420546
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.25032625 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21698965
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12790191 ---Validation accuracy:--- 0.936 Validation Loss: 0.22078574
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09463355 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20711699
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11283551 ---Validation accuracy:--- 0.9356 Validation Loss: 0.22548692
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0325021 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21690811
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.13147362 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2233064
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08713503 ---Validation accuracy:--- 0.9376 Validation Loss: 0.2119042
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.09647251 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21200481
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08185911 ---Validation accuracy:--- 0.938 Validation Loss: 0.22004482
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.22059019 ---Validation accuracy:--- 0.9248 Validation Loss: 0.25166696
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06984195 ---Validation accuracy:--- 0.9366 Validation Loss: 0.21697678
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.054779053 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22279541
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.12136414 ---Validation accuracy:--- 0.9302 Validation Loss: 0.24383147
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.067618005 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23112217
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09736654 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21183321
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08385795 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20491788
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.1620493 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20662019
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13621478 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20246187
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06998709 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20717998
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15595877 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23052314
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.11620004 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21558364
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11498474 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19457512
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07405887 ---Validation accuracy:--- 0.9396 Validation Loss: 0.206125
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07116737 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20641907
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11375123 ---Validation accuracy:--- 0.935 Validation Loss: 0.21667288
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.084563404 ---Validation accuracy:--- 0.9376 Validation Loss: 0.2127586
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08234008 ---Validation accuracy:--- 0.9438 Validation Loss: 0.1951131
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16567555 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20904243
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1324014 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20284452
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07953418 ---Validation accuracy:--- 0.9266 Validation Loss: 0.25416392
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14770003 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21119712
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.07379518 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21276373
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07349811 ---Validation accuracy:--- 0.944 Validation Loss: 0.1949034
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08251806 ---Validation accuracy:--- 0.9372 Validation Loss: 0.2109294
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.054384395 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20556284
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.13125683 ---Validation accuracy:--- 0.9362 Validation Loss: 0.2230188
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06724919 ---Validation accuracy:--- 0.943 Validation Loss: 0.20086245
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14754726 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21348327
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17622852 ---Validation accuracy:--- 0.9366 Validation Loss: 0.21363525
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19695602 ---Validation accuracy:--- 0.9336 Validation Loss: 0.22839268
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14835235 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24252605
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10573677 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22493818
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06813442 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2088791
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.07912982 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19305895
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.0923282 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19802907
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14332458 ---Validation accuracy:--- 0.939 Validation Loss: 0.20695771
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06534852 ---Validation accuracy:--- 0.9278 Validation Loss: 0.24726857
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.23946866 ---Validation accuracy:--- 0.9294 Validation Loss: 0.23604555
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07794039 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21257414
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.095870264 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21530752
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12269092 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21701382
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15649667 ---Validation accuracy:--- 0.9268 Validation Loss: 0.24350564
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13798979 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20146716
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.194007 ---Validation accuracy:--- 0.9384 Validation Loss: 0.20666926
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.076373585 ---Validation accuracy:--- 0.933 Validation Loss: 0.231052
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15955499 ---Validation accuracy:--- 0.94 Validation Loss: 0.20782498
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.117604144 ---Validation accuracy:--- 0.941 Validation Loss: 0.20238471
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09339255 ---Validation accuracy:--- 0.94 Validation Loss: 0.20370115
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.23952682 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20527373
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.073305644 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23423213
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1579701 ---Validation accuracy:--- 0.941 Validation Loss: 0.19810991
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.108173825 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19617127
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.06583818 ---Validation accuracy:--- 0.9362 Validation Loss: 0.21179257
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.089866444 ---Validation accuracy:--- 0.936 Validation Loss: 0.21404126
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.18945403 ---Validation accuracy:--- 0.9222 Validation Loss: 0.27342427
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.45289528 ---Validation accuracy:--- 0.8688 Validation Loss: 0.43065542
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1550098 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21282463
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06270929 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19695553
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12707764 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20223084
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07620531 ---Validation accuracy:--- 0.943 Validation Loss: 0.19664842
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13678159 ---Validation accuracy:--- 0.9394 Validation Loss: 0.20177476
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07024372 ---Validation accuracy:--- 0.9436 Validation Loss: 0.1996936
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14493936 ---Validation accuracy:--- 0.9416 Validation Loss: 0.1991246
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.20082921 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20137078
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1742652 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19413331
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.115942195 ---Validation accuracy:--- 0.9258 Validation Loss: 0.25707746
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15478702 ---Validation accuracy:--- 0.9428 Validation Loss: 0.1992614
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09361546 ---Validation accuracy:--- 0.9438 Validation Loss: 0.1955966
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08528171 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20797355
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.2256571 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19853994
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08608522 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2017703
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.13941088 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2068857
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.103316 ---Validation accuracy:--- 0.939 Validation Loss: 0.20949282
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.0794193 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20287742
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13408127 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20579512
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.082308844 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20016226
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.096433096 ---Validation accuracy:--- 0.942 Validation Loss: 0.1957136
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.15790804 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2288598
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11763903 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21446182
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1522407 ---Validation accuracy:--- 0.9382 Validation Loss: 0.20779686
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10359211 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20096369
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08386655 ---Validation accuracy:--- 0.942 Validation Loss: 0.20265527
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.11389311 ---Validation accuracy:--- 0.9312 Validation Loss: 0.23733638
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.13420787 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2532758
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13501532 ---Validation accuracy:--- 0.885 Validation Loss: 0.3716982
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.063405864 ---Validation accuracy:--- 0.9358 Validation Loss: 0.2183956
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16271582 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21519041
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.089525335 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22504205
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15644711 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22586438
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20725602 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21848574
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11283293 ---Validation accuracy:--- 0.9396 Validation Loss: 0.20643291
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07834467 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23187815
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.123717725 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21713227
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09615948 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21270996
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13899818 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22418438
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.0885355 ---Validation accuracy:--- 0.9284 Validation Loss: 0.24174854
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.16729403 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19743142
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.14119351 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19866979
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.075510405 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20560254
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17649159 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21047984
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.029219769 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19899502
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.088822156 ---Validation accuracy:--- 0.9384 Validation Loss: 0.20698325
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11495695 ---Validation accuracy:--- 0.931 Validation Loss: 0.2442942
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.104889624 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24400869
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.12942739 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22624911
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.10841724 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20643325
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13304515 ---Validation accuracy:--- 0.9302 Validation Loss: 0.23937465
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13115552 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21126997
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0400239 ---Validation accuracy:--- 0.938 Validation Loss: 0.2104315
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.091533765 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21572766
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.099633075 ---Validation accuracy:--- 0.943 Validation Loss: 0.200544
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10414691 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19842874
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.063834764 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19267641
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22763796 ---Validation accuracy:--- 0.931 Validation Loss: 0.24539536
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.118173085 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2139125
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13797335 ---Validation accuracy:--- 0.9434 Validation Loss: 0.2050793
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.071384266 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19177702
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.041256577 ---Validation accuracy:--- 0.947 Validation Loss: 0.19039313
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11931735 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19561796
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05811478 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19301435
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.12526478 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22010374
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.101287544 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20650005
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.080395795 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21484739
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.047428228 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20593618
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1305491 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20916182
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08654291 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20418236
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08304119 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20110212
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20207989 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2583145
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.083234236 ---Validation accuracy:--- 0.939 Validation Loss: 0.20590909
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.03488994 ---Validation accuracy:--- 0.94 Validation Loss: 0.20813452
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08973145 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21037346
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.034787476 ---Validation accuracy:--- 0.935 Validation Loss: 0.22239506
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13876162 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20910396
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.05722436 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21040444
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18628228 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23550162
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.10937262 ---Validation accuracy:--- 0.937 Validation Loss: 0.2265252
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.22586794 ---Validation accuracy:--- 0.925 Validation Loss: 0.2729065
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10893035 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20388089
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.055294428 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20477551
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.042194128 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20599209
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08182281 ---Validation accuracy:--- 0.9344 Validation Loss: 0.2197565
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.07372751 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22238871
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09561613 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22743025
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18514904 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21069312
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23140118 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21934938
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.07632505 ---Validation accuracy:--- 0.9318 Validation Loss: 0.22965327
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08241554 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20362587
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15155402 ---Validation accuracy:--- 0.9416 Validation Loss: 0.203191
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17887802 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2554596
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.080921575 ---Validation accuracy:--- 0.942 Validation Loss: 0.21197759
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14744507 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21411778
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.14352831 ---Validation accuracy:--- 0.939 Validation Loss: 0.22054216
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07302067 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19874638
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09679262 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20586263
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.061476424 ---Validation accuracy:--- 0.945 Validation Loss: 0.20003012
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.22812863 ---Validation accuracy:--- 0.9236 Validation Loss: 0.26333246
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.07624891 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20381047
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14852872 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22067046
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0786075 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20285401
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09495619 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21650422
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12294762 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19856538
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.026694978 ---Validation accuracy:--- 0.9434 Validation Loss: 0.205122
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13997513 ---Validation accuracy:--- 0.9438 Validation Loss: 0.2056728
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07413795 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20790575
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11952352 ---Validation accuracy:--- 0.938 Validation Loss: 0.21395776
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.063886456 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21933503
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10141965 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20667624
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0675351 ---Validation accuracy:--- 0.943 Validation Loss: 0.2008878
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.0780578 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20073986
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.17891178 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20470041
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.026091395 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1936238
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10156063 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22428484
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.19876145 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26055545
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.120099574 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20372267
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13626857 ---Validation accuracy:--- 0.9354 Validation Loss: 0.21873857
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16080374 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20180671
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.114055015 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21082957
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16433823 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21526201
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.080241516 ---Validation accuracy:--- 0.934 Validation Loss: 0.22374475
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.16385461 ---Validation accuracy:--- 0.923 Validation Loss: 0.25039172
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13841963 ---Validation accuracy:--- 0.9318 Validation Loss: 0.22605662
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12598711 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19319427
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20279095 ---Validation accuracy:--- 0.94 Validation Loss: 0.20440625
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14323157 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19813053
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07761578 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21373853
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.1200395 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19806068
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10634827 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21632446
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15145212 ---Validation accuracy:--- 0.9336 Validation Loss: 0.22893697
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.060866855 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19858813
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.06230033 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21142459
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0994604 ---Validation accuracy:--- 0.9152 Validation Loss: 0.28178358
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.20581955 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22311027
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11795059 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20659824
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07296435 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22899003
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13331951 ---Validation accuracy:--- 0.944 Validation Loss: 0.20092764
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15057303 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20387194
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0528829 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20026878
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08905679 ---Validation accuracy:--- 0.943 Validation Loss: 0.20847923
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08796573 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19980362
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.051702663 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19232054
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.049217615 ---Validation accuracy:--- 0.936 Validation Loss: 0.21536894
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14433399 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20100465
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11150574 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20757999
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.119498946 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21643989
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06763105 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21218742
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07750287 ---Validation accuracy:--- 0.9354 Validation Loss: 0.21754326
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.112664364 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20118925
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16044568 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21010128
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1130999 ---Validation accuracy:--- 0.937 Validation Loss: 0.22691111
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.048914634 ---Validation accuracy:--- 0.943 Validation Loss: 0.20619482
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15143293 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21331993
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25790405 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19605263
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.034043018 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1949083
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0407402 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20453206
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.050133295 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19717741
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20104843 ---Validation accuracy:--- 0.9326 Validation Loss: 0.2268626
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08115233 ---Validation accuracy:--- 0.9352 Validation Loss: 0.21720152
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10493165 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20350695
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.09382062 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20287451
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13958916 ---Validation accuracy:--- 0.9318 Validation Loss: 0.22709511
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10957241 ---Validation accuracy:--- 0.9408 Validation Loss: 0.1953712
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0781956 ---Validation accuracy:--- 0.9386 Validation Loss: 0.215008
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12957452 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20419037
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08445082 ---Validation accuracy:--- 0.9304 Validation Loss: 0.24208975
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04710466 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21989761
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09059597 ---Validation accuracy:--- 0.9374 Validation Loss: 0.20956343
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12987629 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20919082
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.04574909 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21028559
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11481459 ---Validation accuracy:--- 0.936 Validation Loss: 0.2266243
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14298192 ---Validation accuracy:--- 0.9366 Validation Loss: 0.2244122
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11549508 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22036836
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.11040804 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22585772
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19006954 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2154449
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0380792 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20448366
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06577839 ---Validation accuracy:--- 0.9378 Validation Loss: 0.2162458
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10914057 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20546982
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.22291178 ---Validation accuracy:--- 0.9256 Validation Loss: 0.25739774
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.06870761 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2078813
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16116744 ---Validation accuracy:--- 0.943 Validation Loss: 0.19618562
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.089643195 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21410279
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14412133 ---Validation accuracy:--- 0.943 Validation Loss: 0.20010285
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09003615 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19388789
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14839874 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19443293
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21161692 ---Validation accuracy:--- 0.935 Validation Loss: 0.22049765
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09151905 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19726416
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08469728 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19387363
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.086872794 ---Validation accuracy:--- 0.9316 Validation Loss: 0.21920907
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.031806745 ---Validation accuracy:--- 0.9352 Validation Loss: 0.21317105
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08438467 ---Validation accuracy:--- 0.9356 Validation Loss: 0.21823457
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11436755 ---Validation accuracy:--- 0.9386 Validation Loss: 0.20475532
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.103195705 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21649559
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0688416 ---Validation accuracy:--- 0.9326 Validation Loss: 0.23174846
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11825865 ---Validation accuracy:--- 0.9318 Validation Loss: 0.23743731
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.037401948 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21066211
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08755974 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20100217
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.053000145 ---Validation accuracy:--- 0.941 Validation Loss: 0.20100436
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.21226007 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19269173
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.115261935 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19885254
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06065137 ---Validation accuracy:--- 0.941 Validation Loss: 0.19708657
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07024278 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20390119
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.2575357 ---Validation accuracy:--- 0.938 Validation Loss: 0.21266353
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21470825 ---Validation accuracy:--- 0.9392 Validation Loss: 0.2104916
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0723403 ---Validation accuracy:--- 0.945 Validation Loss: 0.1946535
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07879059 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20766436
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.035713233 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18957552
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07344174 ---Validation accuracy:--- 0.9332 Validation Loss: 0.22736059
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20409466 ---Validation accuracy:--- 0.9402 Validation Loss: 0.2045306
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05984395 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19355388
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10765769 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19696982
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.04614915 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24423179
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.22919852 ---Validation accuracy:--- 0.9184 Validation Loss: 0.28695685
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10467907 ---Validation accuracy:--- 0.9342 Validation Loss: 0.22300237
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09302589 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20113869
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0689787 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21114492
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08703995 ---Validation accuracy:--- 0.9384 Validation Loss: 0.20838453
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11924404 ---Validation accuracy:--- 0.9402 Validation Loss: 0.2057914
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09415756 ---Validation accuracy:--- 0.9374 Validation Loss: 0.20891756
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11331257 ---Validation accuracy:--- 0.933 Validation Loss: 0.22661477
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.04262575 ---Validation accuracy:--- 0.9346 Validation Loss: 0.2222838
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1971148 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19687064
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14405528 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19394457
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03371039 ---Validation accuracy:--- 0.939 Validation Loss: 0.2155548
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10389629 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22679877
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.101449154 ---Validation accuracy:--- 0.9416 Validation Loss: 0.19948275
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.076055005 ---Validation accuracy:--- 0.941 Validation Loss: 0.1972507
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06543451 ---Validation accuracy:--- 0.9398 Validation Loss: 0.2114394
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08791015 ---Validation accuracy:--- 0.936 Validation Loss: 0.2294373
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.016682968 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19494551
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0575722 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1915925
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.035776358 ---Validation accuracy:--- 0.945 Validation Loss: 0.19092962
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.24009445 ---Validation accuracy:--- 0.9256 Validation Loss: 0.2637186
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08215583 ---Validation accuracy:--- 0.939 Validation Loss: 0.21124558
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.026423274 ---Validation accuracy:--- 0.943 Validation Loss: 0.19575472
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15417248 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24121445
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.16353165 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2553681
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.099753074 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19367708
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.039038055 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19564971
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10839449 ---Validation accuracy:--- 0.9416 Validation Loss: 0.2083406
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07932028 ---Validation accuracy:--- 0.9366 Validation Loss: 0.2121604
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07229741 ---Validation accuracy:--- 0.9396 Validation Loss: 0.20392174
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06998338 ---Validation accuracy:--- 0.938 Validation Loss: 0.20906995
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20482606 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22865832
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07267946 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20260464
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.048994333 ---Validation accuracy:--- 0.941 Validation Loss: 0.2004819
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08063545 ---Validation accuracy:--- 0.9422 Validation Loss: 0.1971139
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.118461706 ---Validation accuracy:--- 0.927 Validation Loss: 0.24243484
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.13875891 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22463614
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.2531246 ---Validation accuracy:--- 0.9302 Validation Loss: 0.24294473
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07304285 ---Validation accuracy:--- 0.935 Validation Loss: 0.21959643
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.12849663 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19311747
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.14625837 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21402034
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11538418 ---Validation accuracy:--- 0.9396 Validation Loss: 0.2097296
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11423113 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20539233
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16118973 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20326531
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12488391 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19755447
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14049818 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21516934
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07101796 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21397126
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.20394154 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22355762
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04515656 ---Validation accuracy:--- 0.9402 Validation Loss: 0.2140057
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16426216 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21545884
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12581803 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21369617
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17845592 ---Validation accuracy:--- 0.9014 Validation Loss: 0.3010725
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07948255 ---Validation accuracy:--- 0.939 Validation Loss: 0.21053213
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12823956 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1939199
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03904428 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19526744
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07864219 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19340865
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.018023238 ---Validation accuracy:--- 0.945 Validation Loss: 0.19411214
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.099856876 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23967543
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2080405 ---Validation accuracy:--- 0.942 Validation Loss: 0.2084149
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.126997 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20871468
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.091040134 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2107498
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.13789183 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19347076
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08446005 ---Validation accuracy:--- 0.928 Validation Loss: 0.2503143
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.27028596 ---Validation accuracy:--- 0.9362 Validation Loss: 0.2198644
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22827834 ---Validation accuracy:--- 0.9242 Validation Loss: 0.27532172
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.22978184 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20207623
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.062234078 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19114965
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12502138 ---Validation accuracy:--- 0.9416 Validation Loss: 0.19803526
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10272286 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19616655
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13268284 ---Validation accuracy:--- 0.942 Validation Loss: 0.2030221
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1681071 ---Validation accuracy:--- 0.9324 Validation Loss: 0.22074382
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.112962894 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19631833
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.10315724 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19855145
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1810268 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20534736
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10826464 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19940044
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12921448 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19915287
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.1288751 ---Validation accuracy:--- 0.937 Validation Loss: 0.21017642
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12839563 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21426636
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10606503 ---Validation accuracy:--- 0.9324 Validation Loss: 0.22467324
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.121167555 ---Validation accuracy:--- 0.9352 Validation Loss: 0.2191812
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16592832 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20164655
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08077447 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2228794
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05859421 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19703487
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07546689 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19240385
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07024902 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20582402
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.1243644 ---Validation accuracy:--- 0.9334 Validation Loss: 0.22300334
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17644642 ---Validation accuracy:--- 0.939 Validation Loss: 0.20345557
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09495967 ---Validation accuracy:--- 0.9442 Validation Loss: 0.1922862
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09920842 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21239798
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22311485 ---Validation accuracy:--- 0.9374 Validation Loss: 0.2142241
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17552514 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21108232
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08578933 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19314995
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13459514 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22930032
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09565249 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22047968
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11017225 ---Validation accuracy:--- 0.9372 Validation Loss: 0.22446142
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08266027 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20374028
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11454562 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20798919
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09428291 ---Validation accuracy:--- 0.9404 Validation Loss: 0.2017404
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.092227936 ---Validation accuracy:--- 0.9426 Validation Loss: 0.2027346
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11013014 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20319445
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09166701 ---Validation accuracy:--- 0.9462 Validation Loss: 0.20604385
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.097163655 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21285488
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14592908 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19084412
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.088565044 ---Validation accuracy:--- 0.9446 Validation Loss: 0.1978154
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09045195 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19751772
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16351318 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20114994
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.121382006 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19533603
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15462138 ---Validation accuracy:--- 0.9324 Validation Loss: 0.22372797
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08991673 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2365646
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.15768206 ---Validation accuracy:--- 0.9368 Validation Loss: 0.214572
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13902575 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23704404
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.057918884 ---Validation accuracy:--- 0.937 Validation Loss: 0.22612405
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05766789 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19970788
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18915558 ---Validation accuracy:--- 0.9436 Validation Loss: 0.2025527
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10903423 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21957754
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08210661 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21605225
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17355074 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20669058
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10557707 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19895825
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08457901 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19560157
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.039625168 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19371569
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10932309 ---Validation accuracy:--- 0.943 Validation Loss: 0.19162086
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15186816 ---Validation accuracy:--- 0.945 Validation Loss: 0.19560494
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1270494 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18686162
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09742491 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22145191
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.088727646 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20522891
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13265677 ---Validation accuracy:--- 0.938 Validation Loss: 0.2180497
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.3065226 ---Validation accuracy:--- 0.9338 Validation Loss: 0.21782349
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14402534 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21178928
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11664874 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21602727
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11261522 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20298217
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07743666 ---Validation accuracy:--- 0.9434 Validation Loss: 0.18792485
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.062302403 ---Validation accuracy:--- 0.943 Validation Loss: 0.18805738
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08226358 ---Validation accuracy:--- 0.942 Validation Loss: 0.19953896
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07784805 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19392087
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11556592 ---Validation accuracy:--- 0.9326 Validation Loss: 0.22624311
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.088211715 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19849953
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08893501 ---Validation accuracy:--- 0.946 Validation Loss: 0.188315
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12831327 ---Validation accuracy:--- 0.938 Validation Loss: 0.21554263
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09916051 ---Validation accuracy:--- 0.9378 Validation Loss: 0.2115664
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1631616 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20596787
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08747558 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21086866
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.074967824 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1972987
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09299931 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18820286
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.047587357 ---Validation accuracy:--- 0.9396 Validation Loss: 0.20691648
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18908405 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20106465
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09429632 ---Validation accuracy:--- 0.945 Validation Loss: 0.19052319
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07110726 ---Validation accuracy:--- 0.9376 Validation Loss: 0.2151062
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.14071059 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1869042
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.049544334 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19073685
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04425107 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19687994
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.105391644 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19428779
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.120405175 ---Validation accuracy:--- 0.9378 Validation Loss: 0.2092606
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10230409 ---Validation accuracy:--- 0.9386 Validation Loss: 0.20666079
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03404139 ---Validation accuracy:--- 0.94 Validation Loss: 0.19872983
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.055436663 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20110893
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13933755 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19983403
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.072219156 ---Validation accuracy:--- 0.9246 Validation Loss: 0.26187816
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.034076873 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22026025
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.106929496 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21368642
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14165294 ---Validation accuracy:--- 0.9374 Validation Loss: 0.20602554
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.124483645 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21187837
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.22117712 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20263477
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13346146 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21445347
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.04380139 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19276486
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.043600984 ---Validation accuracy:--- 0.9394 Validation Loss: 0.20804586
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1581649 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21882075
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07058718 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19817665
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06379203 ---Validation accuracy:--- 0.938 Validation Loss: 0.2161817
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16686638 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20210655
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07555471 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18566412
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06303228 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18816675
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09557709 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19034107
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.20097858 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20056675
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.054725572 ---Validation accuracy:--- 0.944 Validation Loss: 0.19421132
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09603505 ---Validation accuracy:--- 0.9414 Validation Loss: 0.1937901
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09807607 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18876861
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09958311 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20168726
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.121854685 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18700199
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.093959466 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19387875
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06832553 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19644418
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08654356 ---Validation accuracy:--- 0.947 Validation Loss: 0.18720502
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.13421208 ---Validation accuracy:--- 0.945 Validation Loss: 0.19098394
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.025401287 ---Validation accuracy:--- 0.947 Validation Loss: 0.18842073
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.14647345 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18969616
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0667574 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19312304
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.05486138 ---Validation accuracy:--- 0.9266 Validation Loss: 0.23862988
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1785206 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19437805
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.0780954 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19875814
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06502696 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20114645
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03180691 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18664134
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10512853 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18436849
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10392002 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19770938
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16125576 ---Validation accuracy:--- 0.945 Validation Loss: 0.19703965
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14643586 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18865398
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09803663 ---Validation accuracy:--- 0.937 Validation Loss: 0.21695386
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.13163322 ---Validation accuracy:--- 0.9288 Validation Loss: 0.24475586
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.096831284 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20060693
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13818221 ---Validation accuracy:--- 0.9412 Validation Loss: 0.1982709
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.1121087 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18742515
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.058486667 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20425087
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.064727604 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18152322
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.035279747 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19942018
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.089502394 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19188206
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.052370634 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1824784
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06733479 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18621221
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.086933896 ---Validation accuracy:--- 0.9294 Validation Loss: 0.23806636
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.15747376 ---Validation accuracy:--- 0.9284 Validation Loss: 0.23842007
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06387923 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20166284
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07673638 ---Validation accuracy:--- 0.9422 Validation Loss: 0.2076126
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12816906 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2115636
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.116071574 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19635352
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07414274 ---Validation accuracy:--- 0.9408 Validation Loss: 0.2027736
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15124355 ---Validation accuracy:--- 0.9238 Validation Loss: 0.27548063
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.018014608 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18828945
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12992226 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18204118
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.12575938 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22708228
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.19596386 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23056145
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10167276 ---Validation accuracy:--- 0.9324 Validation Loss: 0.22924414
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14372748 ---Validation accuracy:--- 0.9404 Validation Loss: 0.2014789
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16792023 ---Validation accuracy:--- 0.933 Validation Loss: 0.22853726
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1032036 ---Validation accuracy:--- 0.9412 Validation Loss: 0.19915122
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14126764 ---Validation accuracy:--- 0.942 Validation Loss: 0.19735259
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09423357 ---Validation accuracy:--- 0.942 Validation Loss: 0.19949469
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14018223 ---Validation accuracy:--- 0.942 Validation Loss: 0.19658831
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11324544 ---Validation accuracy:--- 0.9438 Validation Loss: 0.18547793
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07600931 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18709072
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09030114 ---Validation accuracy:--- 0.946 Validation Loss: 0.18873744
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.097458705 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21026398
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10983405 ---Validation accuracy:--- 0.9394 Validation Loss: 0.19508696
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07835639 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19368455
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.071804665 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19407259
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14122765 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18204118
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03714665 ---Validation accuracy:--- 0.9438 Validation Loss: 0.1939801
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.080957755 ---Validation accuracy:--- 0.9412 Validation Loss: 0.19776346
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.098203614 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19664106
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.052253094 ---Validation accuracy:--- 0.9412 Validation Loss: 0.194468
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1911065 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2534578
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16848865 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20370801
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10187704 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20689753
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.055757962 ---Validation accuracy:--- 0.944 Validation Loss: 0.19332094
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.075516395 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19222017
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14292803 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19670515
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18763113 ---Validation accuracy:--- 0.9378 Validation Loss: 0.2207808
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12893252 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19566183
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15081638 ---Validation accuracy:--- 0.9324 Validation Loss: 0.22632849
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.020357713 ---Validation accuracy:--- 0.943 Validation Loss: 0.19920456
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16937733 ---Validation accuracy:--- 0.9426 Validation Loss: 0.2006842
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.056705464 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18361175
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12746033 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19182698
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1071386 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20973425
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09694471 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18949038
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10348923 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19097857
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09238229 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20589241
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.19512686 ---Validation accuracy:--- 0.9414 Validation Loss: 0.19551012
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.086019896 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22295585
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.057126705 ---Validation accuracy:--- 0.9402 Validation Loss: 0.19787392
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09936335 ---Validation accuracy:--- 0.946 Validation Loss: 0.18842788
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.074099615 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19555295
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22127919 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18052146
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.0939549 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19975686
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.036093418 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18071993
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07375599 ---Validation accuracy:--- 0.941 Validation Loss: 0.20725232
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14831033 ---Validation accuracy:--- 0.9462 Validation Loss: 0.1874641
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11170165 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18745042
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14270565 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20710957
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.060000166 ---Validation accuracy:--- 0.942 Validation Loss: 0.20098852
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.167916 ---Validation accuracy:--- 0.942 Validation Loss: 0.20004165
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.058877416 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20461367
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.16833201 ---Validation accuracy:--- 0.9288 Validation Loss: 0.23107286
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1365888 ---Validation accuracy:--- 0.9376 Validation Loss: 0.20631665
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1796593 ---Validation accuracy:--- 0.9384 Validation Loss: 0.20118378
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08149786 ---Validation accuracy:--- 0.9386 Validation Loss: 0.19821663
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1178615 ---Validation accuracy:--- 0.9346 Validation Loss: 0.21646968
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.062515296 ---Validation accuracy:--- 0.94 Validation Loss: 0.20508255
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.114705026 ---Validation accuracy:--- 0.941 Validation Loss: 0.20622456
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13327426 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20507036
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07861869 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18625322
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.121219434 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20003596
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.12008097 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20138963
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14307058 ---Validation accuracy:--- 0.9356 Validation Loss: 0.21904846
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.07054008 ---Validation accuracy:--- 0.9382 Validation Loss: 0.20965499
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.031327013 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18874119
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.15815261 ---Validation accuracy:--- 0.948 Validation Loss: 0.18225273
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09408062 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20268115
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07028308 ---Validation accuracy:--- 0.9288 Validation Loss: 0.23418967
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.084999695 ---Validation accuracy:--- 0.941 Validation Loss: 0.20132232
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.083727166 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20037639
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.1096425 ---Validation accuracy:--- 0.9324 Validation Loss: 0.23140647
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12472038 ---Validation accuracy:--- 0.945 Validation Loss: 0.19085687
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03531737 ---Validation accuracy:--- 0.9374 Validation Loss: 0.20846765
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09344902 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20383027
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.047979776 ---Validation accuracy:--- 0.942 Validation Loss: 0.20243564
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0500154 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21254571
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.23650284 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21157044
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.075192414 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19991592
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.1259193 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19385266
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15729605 ---Validation accuracy:--- 0.9348 Validation Loss: 0.2228161
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15063563 ---Validation accuracy:--- 0.944 Validation Loss: 0.1978959
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12159395 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1921157
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15956812 ---Validation accuracy:--- 0.948 Validation Loss: 0.18676491
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1287048 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19923456
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.101369925 ---Validation accuracy:--- 0.945 Validation Loss: 0.19280437
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05797412 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18709442
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.058151685 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18341301
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.091848165 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1918756
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.26367092 ---Validation accuracy:--- 0.941 Validation Loss: 0.20979072
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06585897 ---Validation accuracy:--- 0.949 Validation Loss: 0.18620016
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06535758 ---Validation accuracy:--- 0.947 Validation Loss: 0.1963157
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.08582373 ---Validation accuracy:--- 0.945 Validation Loss: 0.20201002
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06631425 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21646371
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13254555 ---Validation accuracy:--- 0.937 Validation Loss: 0.22658853
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.067479655 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21842432
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.109054 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1983503
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19696434 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22644636
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05781956 ---Validation accuracy:--- 0.947 Validation Loss: 0.1828647
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11008854 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19658037
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09910171 ---Validation accuracy:--- 0.943 Validation Loss: 0.19280307
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09710391 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19030178
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.02417389 ---Validation accuracy:--- 0.949 Validation Loss: 0.18394859
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08986566 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19719933
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.091345996 ---Validation accuracy:--- 0.9414 Validation Loss: 0.2013667
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.123546235 ---Validation accuracy:--- 0.9384 Validation Loss: 0.20640239
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07575633 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22096528
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19191681 ---Validation accuracy:--- 0.9386 Validation Loss: 0.20433922
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.114099935 ---Validation accuracy:--- 0.9356 Validation Loss: 0.21449177
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07882151 ---Validation accuracy:--- 0.942 Validation Loss: 0.19737113
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07065378 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19275272
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.104692586 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1870678
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07581005 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21030733
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.15808798 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18466406
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08195314 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20840488
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07316995 ---Validation accuracy:--- 0.9412 Validation Loss: 0.2132396
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.036365062 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19465384
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11833344 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21274556
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.059688922 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18644825
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.036093425 ---Validation accuracy:--- 0.948 Validation Loss: 0.18877873
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03079082 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18642795
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.06767349 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18221414
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.044224173 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1826242
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07703719 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19908476
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13501012 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2074346
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07713345 ---Validation accuracy:--- 0.936 Validation Loss: 0.21635605
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.036614053 ---Validation accuracy:--- 0.939 Validation Loss: 0.21662119
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.043391157 ---Validation accuracy:--- 0.9406 Validation Loss: 0.19914934
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11842434 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20895477
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03593104 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19624865
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06579594 ---Validation accuracy:--- 0.9462 Validation Loss: 0.1906469
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.02554915 ---Validation accuracy:--- 0.9394 Validation Loss: 0.20632017
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13476135 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1911707
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.029416258 ---Validation accuracy:--- 0.941 Validation Loss: 0.19819471
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09157487 ---Validation accuracy:--- 0.947 Validation Loss: 0.18606243
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06423759 ---Validation accuracy:--- 0.945 Validation Loss: 0.19640131
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.33413556 ---Validation accuracy:--- 0.929 Validation Loss: 0.2552035
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10465006 ---Validation accuracy:--- 0.9336 Validation Loss: 0.22776008
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04517724 ---Validation accuracy:--- 0.9416 Validation Loss: 0.2118709
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.098561935 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20358725
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08673487 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21122241
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.041085783 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18819486
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.087221004 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20093924
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08621544 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19786213
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.052959085 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19038266
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.072726734 ---Validation accuracy:--- 0.944 Validation Loss: 0.19811168
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.05705206 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18938631
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.076391414 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19733809
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.094355755 ---Validation accuracy:--- 0.943 Validation Loss: 0.20323427
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.055616654 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20095389
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.027805872 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18950002
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.049184766 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20959538
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.2332438 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20720625
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09860559 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21087947
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1391862 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2336191
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.124242306 ---Validation accuracy:--- 0.941 Validation Loss: 0.20880093
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.031350896 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19988072
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14234176 ---Validation accuracy:--- 0.945 Validation Loss: 0.19817677
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06369369 ---Validation accuracy:--- 0.9386 Validation Loss: 0.2115685
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09944531 ---Validation accuracy:--- 0.941 Validation Loss: 0.20039447
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11471382 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18507855
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10477461 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18493284
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08821909 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18336561
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0722147 ---Validation accuracy:--- 0.9466 Validation Loss: 0.1901471
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07064763 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22285523
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09828101 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19184934
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07726806 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19249587
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16117108 ---Validation accuracy:--- 0.9434 Validation Loss: 0.1901749
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0915026 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19781342
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16046593 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20474131
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.13514166 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22618394
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.13458899 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19768664
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07895609 ---Validation accuracy:--- 0.9386 Validation Loss: 0.2213002
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.051554855 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19279729
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.16231617 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18903483
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19300814 ---Validation accuracy:--- 0.9404 Validation Loss: 0.19233385
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.076289766 ---Validation accuracy:--- 0.9404 Validation Loss: 0.19911097
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11121355 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18714418
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.124101475 ---Validation accuracy:--- 0.9222 Validation Loss: 0.24685712
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.040093575 ---Validation accuracy:--- 0.9316 Validation Loss: 0.22588338
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.115200154 ---Validation accuracy:--- 0.9356 Validation Loss: 0.21089676
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05830802 ---Validation accuracy:--- 0.939 Validation Loss: 0.20253561
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06788095 ---Validation accuracy:--- 0.9416 Validation Loss: 0.19952771
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10909033 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18910491
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07623003 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19551006
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09243889 ---Validation accuracy:--- 0.943 Validation Loss: 0.19825561
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.035081424 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21865517
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0950938 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23388962
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.1241432 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18652962
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.015314093 ---Validation accuracy:--- 0.9452 Validation Loss: 0.1846719
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10876696 ---Validation accuracy:--- 0.929 Validation Loss: 0.243013
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.12378189 ---Validation accuracy:--- 0.94 Validation Loss: 0.20601545
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04778426 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19104502
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04217644 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18330857
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05719435 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18293151
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.2521397 ---Validation accuracy:--- 0.9246 Validation Loss: 0.25968367
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11094271 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20485747
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04191845 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20663261
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15421852 ---Validation accuracy:--- 0.9322 Validation Loss: 0.22613323
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.071148165 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18597385
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08651891 ---Validation accuracy:--- 0.942 Validation Loss: 0.19605021
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.117447115 ---Validation accuracy:--- 0.944 Validation Loss: 0.18690102
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.062749356 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22379038
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08390423 ---Validation accuracy:--- 0.943 Validation Loss: 0.20883305
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.025141723 ---Validation accuracy:--- 0.948 Validation Loss: 0.18062598
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.12256341 ---Validation accuracy:--- 0.942 Validation Loss: 0.20942394
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.077786386 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18388997
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08440113 ---Validation accuracy:--- 0.9202 Validation Loss: 0.26985288
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.192157 ---Validation accuracy:--- 0.941 Validation Loss: 0.20609917
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06493922 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19257331
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.031939052 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20164135
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.06532415 ---Validation accuracy:--- 0.944 Validation Loss: 0.18968795
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.133608 ---Validation accuracy:--- 0.944 Validation Loss: 0.19930787
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.029649565 ---Validation accuracy:--- 0.947 Validation Loss: 0.18302414
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10192886 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18106428
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.062170774 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19313481
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.043487016 ---Validation accuracy:--- 0.9362 Validation Loss: 0.20414117
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08793143 ---Validation accuracy:--- 0.943 Validation Loss: 0.19304946
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13756838 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22869751
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14158128 ---Validation accuracy:--- 0.9434 Validation Loss: 0.198643
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06287915 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19391993
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11394282 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2511561
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1655249 ---Validation accuracy:--- 0.9286 Validation Loss: 0.24212798
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09682836 ---Validation accuracy:--- 0.9356 Validation Loss: 0.22136423
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.19056524 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19646999
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07345951 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19587104
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.025446946 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17998184
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.071457766 ---Validation accuracy:--- 0.9438 Validation Loss: 0.192025
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08715094 ---Validation accuracy:--- 0.9372 Validation Loss: 0.2191301
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07109623 ---Validation accuracy:--- 0.9396 Validation Loss: 0.19966243
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06379796 ---Validation accuracy:--- 0.944 Validation Loss: 0.18813166
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12470026 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21010251
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10178892 ---Validation accuracy:--- 0.941 Validation Loss: 0.19857687
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.06312263 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19731767
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05373 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21233623
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.033414584 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1916242
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.031049972 ---Validation accuracy:--- 0.9414 Validation Loss: 0.19601747
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04223071 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20869915
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.062208835 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20384541
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09788684 ---Validation accuracy:--- 0.9426 Validation Loss: 0.18923502
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07355848 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18196973
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09806087 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18441047
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06615832 ---Validation accuracy:--- 0.947 Validation Loss: 0.18282595
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12451009 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20164233
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12845634 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20048729
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.110232696 ---Validation accuracy:--- 0.942 Validation Loss: 0.2002048
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18789017 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18557054
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12079076 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17453352
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.105407946 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19013043
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.04634018 ---Validation accuracy:--- 0.9404 Validation Loss: 0.19579023
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14824672 ---Validation accuracy:--- 0.9408 Validation Loss: 0.2065428
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04568056 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19674598
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.048175756 ---Validation accuracy:--- 0.9342 Validation Loss: 0.21834387
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07225426 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23343267
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.17573716 ---Validation accuracy:--- 0.933 Validation Loss: 0.23803546
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.109932855 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22191097
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0694124 ---Validation accuracy:--- 0.944 Validation Loss: 0.18909039
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15151927 ---Validation accuracy:--- 0.93 Validation Loss: 0.24286309
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.208353 ---Validation accuracy:--- 0.9322 Validation Loss: 0.236533
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.1485929 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25118613
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.45370254 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2516337
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06595698 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19210275
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.089161016 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18361405
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06385875 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19116065
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.08217424 ---Validation accuracy:--- 0.9398 Validation Loss: 0.19848824
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09163053 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21718687
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08492808 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19940554
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07986961 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19421574
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.086111985 ---Validation accuracy:--- 0.9402 Validation Loss: 0.19990233
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.098437674 ---Validation accuracy:--- 0.9404 Validation Loss: 0.19338584
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.073974594 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18916601
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04615469 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1847334
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05756029 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18162544
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14109538 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18584353
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07036317 ---Validation accuracy:--- 0.9448 Validation Loss: 0.1933019
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14064988 ---Validation accuracy:--- 0.9414 Validation Loss: 0.19487612
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.0980616 ---Validation accuracy:--- 0.938 Validation Loss: 0.20823221
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.047516257 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18171321
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0631847 ---Validation accuracy:--- 0.944 Validation Loss: 0.19120896
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.053490352 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18091682
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07359552 ---Validation accuracy:--- 0.94 Validation Loss: 0.20132804
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.053329777 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18362707
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13735239 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19670056
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06508693 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18955278
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.1506591 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20846194
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.20217304 ---Validation accuracy:--- 0.939 Validation Loss: 0.20345087
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.17784816 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18377998
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09169254 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20259294
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.086111374 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19817132
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14632013 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18801028
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.054004837 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18501157
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.1077656 ---Validation accuracy:--- 0.946 Validation Loss: 0.18922363
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12598993 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18818562
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19988653 ---Validation accuracy:--- 0.947 Validation Loss: 0.18022741
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.15014432 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20116353
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08401579 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18160294
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06688638 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17626613
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.046036292 ---Validation accuracy:--- 0.9398 Validation Loss: 0.1974197
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.20125663 ---Validation accuracy:--- 0.9396 Validation Loss: 0.20296806
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12083677 ---Validation accuracy:--- 0.9406 Validation Loss: 0.194894
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12539855 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19847931
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17812245 ---Validation accuracy:--- 0.934 Validation Loss: 0.21631853
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10538927 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19844304
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08998158 ---Validation accuracy:--- 0.9416 Validation Loss: 0.19982281
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0986083 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21699
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.048195742 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19272228
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.057622623 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19630818
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07246078 ---Validation accuracy:--- 0.946 Validation Loss: 0.18803328
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11281551 ---Validation accuracy:--- 0.9372 Validation Loss: 0.20834057
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.14010221 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1910836
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13661829 ---Validation accuracy:--- 0.9302 Validation Loss: 0.24238609
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.046710573 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20175667
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.039966997 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19250293
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05645052 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21593627
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.057572402 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18516916
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12345271 ---Validation accuracy:--- 0.936 Validation Loss: 0.22119717
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09719587 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18028396
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10529177 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20335017
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.056346036 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19624837
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0633054 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19472337
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.09979013 ---Validation accuracy:--- 0.9462 Validation Loss: 0.17910342
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0747925 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17837375
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13898692 ---Validation accuracy:--- 0.946 Validation Loss: 0.18675222
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16963059 ---Validation accuracy:--- 0.937 Validation Loss: 0.22980012
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07725009 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18314084
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.20276855 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21588475
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.037853807 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19393393
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.046082754 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20081691
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.049387604 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18384771
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06509618 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18223992
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.062544115 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19347766
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06768868 ---Validation accuracy:--- 0.945 Validation Loss: 0.19239125
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.062324557 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18815333
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11204431 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18066978
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.050485946 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19904634
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09808933 ---Validation accuracy:--- 0.9372 Validation Loss: 0.2193441
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.10819533 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19083904
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.097841285 ---Validation accuracy:--- 0.9446 Validation Loss: 0.1919452
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07769032 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17643692
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14069287 ---Validation accuracy:--- 0.947 Validation Loss: 0.18516551
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.053346407 ---Validation accuracy:--- 0.947 Validation Loss: 0.18583278
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.088491976 ---Validation accuracy:--- 0.9456 Validation Loss: 0.17903006
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.039223608 ---Validation accuracy:--- 0.944 Validation Loss: 0.19105946
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.097188234 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18754007
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15686536 ---Validation accuracy:--- 0.95 Validation Loss: 0.18170364
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05754677 ---Validation accuracy:--- 0.9524 Validation Loss: 0.18039842
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.060246773 ---Validation accuracy:--- 0.95 Validation Loss: 0.18443066
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.1192914 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18217227
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.053211786 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17613003
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13811521 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20573579
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.1096371 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19918893
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03409492 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19435681
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06304266 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18983425
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08017476 ---Validation accuracy:--- 0.9388 Validation Loss: 0.2127644
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13541389 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19400212
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09926083 ---Validation accuracy:--- 0.9416 Validation Loss: 0.19900523
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09617155 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19515914
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07592907 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19731636
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08989358 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18796718
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14434244 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19846188
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11596526 ---Validation accuracy:--- 0.943 Validation Loss: 0.19718173
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1318818 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21144032
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18891667 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20334783
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08928786 ---Validation accuracy:--- 0.9462 Validation Loss: 0.1921522
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08773716 ---Validation accuracy:--- 0.943 Validation Loss: 0.20377307
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14096913 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18641111
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03915144 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17652658
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.109170504 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18013518
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07605216 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19069186
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05051545 ---Validation accuracy:--- 0.9408 Validation Loss: 0.2044571
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.062760614 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18364806
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.038636528 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18986844
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07366541 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19027646
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.073027715 ---Validation accuracy:--- 0.949 Validation Loss: 0.17743433
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13415752 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18521279
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.17553398 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19900729
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10560402 ---Validation accuracy:--- 0.9402 Validation Loss: 0.2126738
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.066183195 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18362306
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13312986 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20027204
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.079615675 ---Validation accuracy:--- 0.946 Validation Loss: 0.18341115
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.082678564 ---Validation accuracy:--- 0.943 Validation Loss: 0.18852185
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.069843024 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18679461
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.097450554 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18414877
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09319236 ---Validation accuracy:--- 0.948 Validation Loss: 0.18387184
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.18780066 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18194786
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07968149 ---Validation accuracy:--- 0.9424 Validation Loss: 0.18828823
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.056899976 ---Validation accuracy:--- 0.9446 Validation Loss: 0.1817937
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.1505104 ---Validation accuracy:--- 0.933 Validation Loss: 0.23437037
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07907686 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19558546
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07544413 ---Validation accuracy:--- 0.9442 Validation Loss: 0.1918315
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07561732 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18580289
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.074424006 ---Validation accuracy:--- 0.9414 Validation Loss: 0.19226211
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.1486105 ---Validation accuracy:--- 0.945 Validation Loss: 0.18133731
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.092361525 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17883153
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17354958 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18482956
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06024975 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18913954
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08594557 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18411028
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.034487773 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18673988
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12533534 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19421162
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08239175 ---Validation accuracy:--- 0.9358 Validation Loss: 0.20933442
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05986909 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1850815
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.04510929 ---Validation accuracy:--- 0.947 Validation Loss: 0.18167157
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0930466 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18303132
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.02196592 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17671484
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07383358 ---Validation accuracy:--- 0.9274 Validation Loss: 0.24733098
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10280439 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18456487
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10481552 ---Validation accuracy:--- 0.9248 Validation Loss: 0.24951027
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13900076 ---Validation accuracy:--- 0.9336 Validation Loss: 0.23607507
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.032746065 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2177123
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.105151236 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20753233
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11428282 ---Validation accuracy:--- 0.9414 Validation Loss: 0.19666354
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07701286 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18771946
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.24353959 ---Validation accuracy:--- 0.9472 Validation Loss: 0.1859753
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13516083 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21053967
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.066318795 ---Validation accuracy:--- 0.9348 Validation Loss: 0.21868867
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.12823525 ---Validation accuracy:--- 0.938 Validation Loss: 0.20797817
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09421543 ---Validation accuracy:--- 0.9414 Validation Loss: 0.19801323
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14114098 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18141927
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14153624 ---Validation accuracy:--- 0.9374 Validation Loss: 0.20793526
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.09841173 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24032494
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10266205 ---Validation accuracy:--- 0.941 Validation Loss: 0.2022603
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10261286 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19166902
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08850425 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19971292
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07597532 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19412021
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.21135092 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19055459
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.044652883 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19730628
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.061497945 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19734578
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.2664716 ---Validation accuracy:--- 0.93 Validation Loss: 0.2479346
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.04213568 ---Validation accuracy:--- 0.946 Validation Loss: 0.18772046
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.06116229 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18707515
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08581002 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19379319
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.021414679 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18109302
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07628309 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18797624
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12845941 ---Validation accuracy:--- 0.947 Validation Loss: 0.17750803
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.049942598 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17677508
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.02408006 ---Validation accuracy:--- 0.951 Validation Loss: 0.16798338
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1363058 ---Validation accuracy:--- 0.95 Validation Loss: 0.17204882
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1107597 ---Validation accuracy:--- 0.95 Validation Loss: 0.17226784
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0702122 ---Validation accuracy:--- 0.948 Validation Loss: 0.1748272
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09302993 ---Validation accuracy:--- 0.9438 Validation Loss: 0.18992059
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.029204613 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18787603
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.105815314 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1894344
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.057651874 ---Validation accuracy:--- 0.944 Validation Loss: 0.19645917
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11114185 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18269114
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.120114096 ---Validation accuracy:--- 0.947 Validation Loss: 0.18123965
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.066303186 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20560479
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.04912569 ---Validation accuracy:--- 0.947 Validation Loss: 0.18444194
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.027395869 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18313633
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11142789 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18688326
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07644581 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18505329
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06559014 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19955738
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14886098 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1848064
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.081714526 ---Validation accuracy:--- 0.947 Validation Loss: 0.18058012
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.089788124 ---Validation accuracy:--- 0.945 Validation Loss: 0.18906504
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.088828295 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17964686
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14276342 ---Validation accuracy:--- 0.942 Validation Loss: 0.20538941
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07795737 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18554765
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.074939266 ---Validation accuracy:--- 0.943 Validation Loss: 0.1879763
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15798616 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18945311
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07108684 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18035027
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.078674495 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20106608
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10760162 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19436689
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08391166 ---Validation accuracy:--- 0.94 Validation Loss: 0.2019489
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.14260864 ---Validation accuracy:--- 0.9232 Validation Loss: 0.26064962
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06918058 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23407269
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.14451788 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19073552
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.021115985 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18187155
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.050343238 ---Validation accuracy:--- 0.9458 Validation Loss: 0.17785376
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.094754316 ---Validation accuracy:--- 0.946 Validation Loss: 0.18179959
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.08519558 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1849322
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18925136 ---Validation accuracy:--- 0.9356 Validation Loss: 0.22478017
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08788065 ---Validation accuracy:--- 0.9416 Validation Loss: 0.19999292
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.02021419 ---Validation accuracy:--- 0.9438 Validation Loss: 0.190807
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.072558105 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26066273
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1331471 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18590616
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.0721955 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18002395
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.051212758 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1798324
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.018295879 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18919331
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03316681 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20155942
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19384679 ---Validation accuracy:--- 0.939 Validation Loss: 0.20555532
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07073832 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18869853
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11154154 ---Validation accuracy:--- 0.9436 Validation Loss: 0.1968837
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.049160987 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19898225
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.097693175 ---Validation accuracy:--- 0.9314 Validation Loss: 0.24055137
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07456119 ---Validation accuracy:--- 0.9432 Validation Loss: 0.1960865
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09970536 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18784708
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.015287479 ---Validation accuracy:--- 0.947 Validation Loss: 0.1827766
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.09813761 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19259448
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.042924784 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18907857
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07512684 ---Validation accuracy:--- 0.949 Validation Loss: 0.17568289
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.030240215 ---Validation accuracy:--- 0.948 Validation Loss: 0.1816786
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.10079256 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20015979
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.06602223 ---Validation accuracy:--- 0.948 Validation Loss: 0.17812712
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08160407 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18269612
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13093795 ---Validation accuracy:--- 0.9386 Validation Loss: 0.2150857
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09349243 ---Validation accuracy:--- 0.9318 Validation Loss: 0.23140454
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1126437 ---Validation accuracy:--- 0.9354 Validation Loss: 0.21303384
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08279347 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18178354
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.18546608 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18641464
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.082236536 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19122824
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07741733 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18460147
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.15503705 ---Validation accuracy:--- 0.9354 Validation Loss: 0.21248132
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14456587 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19209243
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.09506652 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17909427
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16809134 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19684827
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.024070868 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17883533
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.047544133 ---Validation accuracy:--- 0.947 Validation Loss: 0.18503845
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0701766 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18317029
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04906578 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17754729
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03644222 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17201196
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.19193298 ---Validation accuracy:--- 0.9462 Validation Loss: 0.1853204
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09574106 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20154892
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09133783 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21976323
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09237857 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19855833
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.09547976 ---Validation accuracy:--- 0.9428 Validation Loss: 0.18857594
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.019417942 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20140673
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.050213914 ---Validation accuracy:--- 0.9462 Validation Loss: 0.1888686
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.029263468 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1843652
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.0925988 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21655127
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.05017047 ---Validation accuracy:--- 0.939 Validation Loss: 0.21362258
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07177886 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24130715
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10047827 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19334126
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1002736 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18066119
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12400511 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17521624
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.12852708 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21408938
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07131513 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21258251
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.059674244 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19501448
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1921128 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22944584
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13206819 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19429544
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11018099 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18709849
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12788594 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19278283
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.109653845 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18973868
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.024290605 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19790111
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.09742931 ---Validation accuracy:--- 0.946 Validation Loss: 0.18154754
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1307292 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20494232
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04666563 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18285032
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.14014885 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18952878
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03577967 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17545676
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.047283057 ---Validation accuracy:--- 0.946 Validation Loss: 0.18555076
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07132259 ---Validation accuracy:--- 0.947 Validation Loss: 0.17834495
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13100816 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17986105
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.0937609 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20039934
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.025752656 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18379843
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.1471054 ---Validation accuracy:--- 0.9332 Validation Loss: 0.227823
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.05869691 ---Validation accuracy:--- 0.938 Validation Loss: 0.21106748
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04579812 ---Validation accuracy:--- 0.941 Validation Loss: 0.20064211
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14693323 ---Validation accuracy:--- 0.943 Validation Loss: 0.18960254
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.040013105 ---Validation accuracy:--- 0.938 Validation Loss: 0.2015856
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.22768578 ---Validation accuracy:--- 0.9452 Validation Loss: 0.17878887
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.104354456 ---Validation accuracy:--- 0.943 Validation Loss: 0.1852054
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.16972378 ---Validation accuracy:--- 0.9354 Validation Loss: 0.2270161
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.095786266 ---Validation accuracy:--- 0.9372 Validation Loss: 0.20771064
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07260193 ---Validation accuracy:--- 0.9462 Validation Loss: 0.17778195
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.058370665 ---Validation accuracy:--- 0.944 Validation Loss: 0.18221205
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10656606 ---Validation accuracy:--- 0.9306 Validation Loss: 0.23341013
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03257793 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19416618
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.051557954 ---Validation accuracy:--- 0.943 Validation Loss: 0.1909344
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.051966105 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18948299
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07463503 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17792031
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07128433 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17183411
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2090302 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23530386
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.1911527 ---Validation accuracy:--- 0.936 Validation Loss: 0.21011424
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.071578816 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20061807
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.087046586 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19261827
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03578286 ---Validation accuracy:--- 0.9412 Validation Loss: 0.19302858
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.13690606 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18687908
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11727282 ---Validation accuracy:--- 0.944 Validation Loss: 0.19080918
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07971458 ---Validation accuracy:--- 0.944 Validation Loss: 0.18943714
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.039529458 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1779791
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10437067 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18524374
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07595 ---Validation accuracy:--- 0.942 Validation Loss: 0.19449066
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.04085123 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18439394
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09085021 ---Validation accuracy:--- 0.945 Validation Loss: 0.18391725
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06031646 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18310142
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07846414 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19466916
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06347524 ---Validation accuracy:--- 0.945 Validation Loss: 0.18463375
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03180262 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17450468
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04398198 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17626314
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04089585 ---Validation accuracy:--- 0.9454 Validation Loss: 0.17796558
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.089773804 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19514626
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.026217675 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18263483
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.04482014 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18189703
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07963425 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17752823
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07258038 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17373483
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.111403845 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17417344
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09008526 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18141377
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.060326308 ---Validation accuracy:--- 0.948 Validation Loss: 0.17562388
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.033847533 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17209452
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.105787 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16773742
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.033987932 ---Validation accuracy:--- 0.953 Validation Loss: 0.16923769
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.1067375 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17011426
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.12561084 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1794426
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03936839 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19016685
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.023487503 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17735411
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.034020487 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17966565
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0784639 ---Validation accuracy:--- 0.9378 Validation Loss: 0.19751014
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.019265356 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21103632
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11736925 ---Validation accuracy:--- 0.942 Validation Loss: 0.19595826
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14249647 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19566295
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.050186384 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18109556
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10685572 ---Validation accuracy:--- 0.943 Validation Loss: 0.19961223
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06372448 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18019971
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14233057 ---Validation accuracy:--- 0.947 Validation Loss: 0.17718044
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.037014056 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18153916
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.06513143 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18135874
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.033291813 ---Validation accuracy:--- 0.947 Validation Loss: 0.17973018
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0235824 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18235928
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13886528 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19701368
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.2023797 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20834492
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.178338 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19407766
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.09682754 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20323737
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09913173 ---Validation accuracy:--- 0.9458 Validation Loss: 0.1764547
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.091665 ---Validation accuracy:--- 0.941 Validation Loss: 0.20682451
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.034241267 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18494545
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.116645604 ---Validation accuracy:--- 0.9462 Validation Loss: 0.1802245
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.036859676 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18114421
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.070588954 ---Validation accuracy:--- 0.9458 Validation Loss: 0.17901628
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.038445063 ---Validation accuracy:--- 0.9414 Validation Loss: 0.18748611
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.045205392 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19118705
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06655202 ---Validation accuracy:--- 0.9366 Validation Loss: 0.21411048
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.029195042 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19436376
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.117169686 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20020501
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07652238 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18097238
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.052862264 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17675634
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07611177 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17927165
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09213367 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19500276
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07084509 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17733711
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.075847015 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19182023
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.057457786 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19205569
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.030902931 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18409942
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.095881805 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19243188
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.057116043 ---Validation accuracy:--- 0.948 Validation Loss: 0.18784936
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.18836948 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20705546
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.077685125 ---Validation accuracy:--- 0.945 Validation Loss: 0.18780413
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0718569 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17910635
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06561409 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18688735
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11996834 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19249701
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.05180963 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18736061
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04679122 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1718488
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08304957 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17529099
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04408789 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22045341
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06858449 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1794636
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07178721 ---Validation accuracy:--- 0.947 Validation Loss: 0.18331595
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10487646 ---Validation accuracy:--- 0.949 Validation Loss: 0.17138828
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.047607183 ---Validation accuracy:--- 0.95 Validation Loss: 0.16824037
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09229456 ---Validation accuracy:--- 0.9406 Validation Loss: 0.1941646
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.04438363 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18209681
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09031282 ---Validation accuracy:--- 0.945 Validation Loss: 0.18229844
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.080914 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18449743
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.0976279 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18197952
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09007625 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18336909
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.22786838 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18103659
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.046327773 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17883559
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07321973 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18333502
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07348307 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18202084
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.085210234 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17217201
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08083632 ---Validation accuracy:--- 0.9466 Validation Loss: 0.1874652
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09346428 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17547767
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.027715558 ---Validation accuracy:--- 0.949 Validation Loss: 0.17493762
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14962348 ---Validation accuracy:--- 0.9434 Validation Loss: 0.18925762
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.052387096 ---Validation accuracy:--- 0.9452 Validation Loss: 0.1840487
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08415905 ---Validation accuracy:--- 0.9418 Validation Loss: 0.18863353
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08935946 ---Validation accuracy:--- 0.944 Validation Loss: 0.18324669
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04708613 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18541756
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06787859 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19163953
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07079301 ---Validation accuracy:--- 0.945 Validation Loss: 0.19349141
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.046815738 ---Validation accuracy:--- 0.944 Validation Loss: 0.19316733
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.22354537 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19645345
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.037201613 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18643346
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.09450943 ---Validation accuracy:--- 0.946 Validation Loss: 0.19034371
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.05653252 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18884157
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.118118875 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20507285
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.056053333 ---Validation accuracy:--- 0.939 Validation Loss: 0.20529117
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09876749 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19209059
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.120319545 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22097795
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.09932361 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17676018
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.041755665 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18529582
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05291538 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20253278
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.056112967 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2130728
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10379653 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20690146
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10526855 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18727092
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08291441 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18611798
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0694113 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18604343
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0747538 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19921555
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08703478 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1912676
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0404737 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19024621
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.063671656 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18196535
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.032038447 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19509992
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.06963625 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19386873
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.071006365 ---Validation accuracy:--- 0.947 Validation Loss: 0.19991085
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13228329 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20877485
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06665547 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20186992
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07999968 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18905099
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08909467 ---Validation accuracy:--- 0.9514 Validation Loss: 0.18285832
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07360475 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18102776
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06760118 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18721463
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.049701776 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18689854
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05607605 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18239956
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07988109 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20175388
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04005687 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1889521
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11096167 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20153214
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.055788323 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19575815
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.056135513 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18920127
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.04332977 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19976792
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.070869245 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21411702
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03600817 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19885503
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08366296 ---Validation accuracy:--- 0.9336 Validation Loss: 0.23533079
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04440715 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18360913
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12889442 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17858228
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.04731832 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18377729
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.081958115 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21389663
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18426141 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21817857
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.048295088 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18181057
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16368355 ---Validation accuracy:--- 0.9412 Validation Loss: 0.19494832
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0560059 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19065534
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08499427 ---Validation accuracy:--- 0.936 Validation Loss: 0.21741025
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.19115134 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18186702
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12698607 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18447444
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07416081 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18574104
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.02119507 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17755689
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.020813202 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1753524
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.21613878 ---Validation accuracy:--- 0.927 Validation Loss: 0.2436304
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14951482 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19081797
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12479236 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1743556
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.057804096 ---Validation accuracy:--- 0.942 Validation Loss: 0.19649719
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.047849216 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1698781
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06983399 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17530933
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08770793 ---Validation accuracy:--- 0.949 Validation Loss: 0.18074699
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07610737 ---Validation accuracy:--- 0.949 Validation Loss: 0.17886384
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07941064 ---Validation accuracy:--- 0.952 Validation Loss: 0.17047277
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07022724 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17496434
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.073511936 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17214563
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.032731187 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17776765
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.19605093 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18888047
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10942264 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17850883
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.054023657 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19201042
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11332796 ---Validation accuracy:--- 0.949 Validation Loss: 0.17680714
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.043347396 ---Validation accuracy:--- 0.951 Validation Loss: 0.16563687
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.023930702 ---Validation accuracy:--- 0.951 Validation Loss: 0.16645908
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09731194 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16789326
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03992549 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18756455
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.051203202 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19359651
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01927807 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17716281
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.077997595 ---Validation accuracy:--- 0.945 Validation Loss: 0.19510667
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05622169 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17094816
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12537256 ---Validation accuracy:--- 0.95 Validation Loss: 0.17583321
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07493003 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19535913
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.024045628 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17527813
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.042740136 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19423229
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.071526974 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18388477
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.076213114 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19665803
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.15187393 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20561035
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.114906386 ---Validation accuracy:--- 0.9466 Validation Loss: 0.1845188
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.031224899 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17772502
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.059326272 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17474411
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.17514656 ---Validation accuracy:--- 0.9408 Validation Loss: 0.2074856
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11716564 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20963664
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07001602 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18410428
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.055837456 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19104563
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06604269 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16728275
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03303475 ---Validation accuracy:--- 0.952 Validation Loss: 0.16520053
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.060199663 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17284758
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06124483 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16921094
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.048692767 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18562834
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03108104 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1690689
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.053367034 ---Validation accuracy:--- 0.9464 Validation Loss: 0.17810266
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16191517 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18811406
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.110847995 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18489467
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08085187 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18445505
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.055292252 ---Validation accuracy:--- 0.951 Validation Loss: 0.17337972
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12023745 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18379262
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04458712 ---Validation accuracy:--- 0.9512 Validation Loss: 0.1654999
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.055654287 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16651131
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.036014125 ---Validation accuracy:--- 0.954 Validation Loss: 0.16714057
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04955064 ---Validation accuracy:--- 0.949 Validation Loss: 0.18719414
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.14413506 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16975354
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.11725103 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18146741
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10395206 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18051113
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03916248 ---Validation accuracy:--- 0.944 Validation Loss: 0.19321182
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.073095664 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19846888
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.064209595 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20413777
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.075254105 ---Validation accuracy:--- 0.941 Validation Loss: 0.18753791
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06487832 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18234204
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.053769015 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20046267
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.040770527 ---Validation accuracy:--- 0.9452 Validation Loss: 0.1859001
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.068344735 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18489647
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07683199 ---Validation accuracy:--- 0.945 Validation Loss: 0.18691076
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06134636 ---Validation accuracy:--- 0.942 Validation Loss: 0.19419196
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12331108 ---Validation accuracy:--- 0.9348 Validation Loss: 0.2232396
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14071913 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18647951
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10358633 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18040949
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.045797277 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18421298
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08333278 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17913869
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1260149 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19551036
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06015975 ---Validation accuracy:--- 0.95 Validation Loss: 0.17448868
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.052950144 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18348484
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05715198 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18187381
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.04154968 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17736045
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10574589 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18992679
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.033069614 ---Validation accuracy:--- 0.949 Validation Loss: 0.1803657
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09421966 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19603726
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.05929713 ---Validation accuracy:--- 0.95 Validation Loss: 0.1768043
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12597644 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20061424
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14027727 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18890683
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.025900792 ---Validation accuracy:--- 0.9462 Validation Loss: 0.1884321
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09074195 ---Validation accuracy:--- 0.949 Validation Loss: 0.17976107
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0466786 ---Validation accuracy:--- 0.9426 Validation Loss: 0.1976316
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07891123 ---Validation accuracy:--- 0.9364 Validation Loss: 0.21163972
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.112966366 ---Validation accuracy:--- 0.9422 Validation Loss: 0.2000602
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13812363 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16771722
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07728872 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17271106
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.044702455 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16729288
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.066994265 ---Validation accuracy:--- 0.9386 Validation Loss: 0.2176184
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.09224945 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19019464
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.17040116 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18676114
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12775952 ---Validation accuracy:--- 0.938 Validation Loss: 0.22269526
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.20044537 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22222617
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14079183 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21364553
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09055193 ---Validation accuracy:--- 0.9476 Validation Loss: 0.1823125
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04762498 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19188733
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12537041 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18386076
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1189125 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23301338
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.18746662 ---Validation accuracy:--- 0.947 Validation Loss: 0.19085737
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13018835 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19566992
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09008751 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17241529
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11350765 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1827915
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.060350846 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20095837
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.15863036 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21713357
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.028766258 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19864707
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.032621875 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18752766
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.09826414 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19189152
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12927994 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18996038
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.095702484 ---Validation accuracy:--- 0.9406 Validation Loss: 0.19431864
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.118824445 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20098348
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03197061 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17137736
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09630489 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17251204
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13092533 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18144831
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.1373881 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17281014
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.120685205 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17087923
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.048386063 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16829929
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08110748 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16634013
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08295927 ---Validation accuracy:--- 0.952 Validation Loss: 0.17240761
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18511887 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19653715
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10385805 ---Validation accuracy:--- 0.944 Validation Loss: 0.1919665
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.12401145 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20096649
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04330024 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17051338
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.109156266 ---Validation accuracy:--- 0.951 Validation Loss: 0.16951333
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08415712 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1903917
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14941871 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17778413
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10556852 ---Validation accuracy:--- 0.9432 Validation Loss: 0.18388236
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10845406 ---Validation accuracy:--- 0.946 Validation Loss: 0.17519064
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.11870246 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18297727
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08132302 ---Validation accuracy:--- 0.9416 Validation Loss: 0.18775955
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14850348 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17307344
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.049368363 ---Validation accuracy:--- 0.9446 Validation Loss: 0.17922407
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.20884031 ---Validation accuracy:--- 0.946 Validation Loss: 0.18504533
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.031930152 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17395808
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10056959 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17307526
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06725205 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17586257
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09293618 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17669262
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1075824 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19042264
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.17312221 ---Validation accuracy:--- 0.9466 Validation Loss: 0.1751564
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06947476 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17764124
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.044061292 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18205048
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.088227786 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18803294
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.04872695 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17237076
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.08368502 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17673965
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06703672 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17946959
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.053393327 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17359212
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.037932932 ---Validation accuracy:--- 0.9472 Validation Loss: 0.1745464
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13348795 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16110964
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.13337357 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17584765
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0145613095 ---Validation accuracy:--- 0.9506 Validation Loss: 0.167287
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14175567 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16631977
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.079235025 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17035988
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.072442815 ---Validation accuracy:--- 0.9484 Validation Loss: 0.16681373
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0775413 ---Validation accuracy:--- 0.9476 Validation Loss: 0.1736103
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.088348605 ---Validation accuracy:--- 0.9454 Validation Loss: 0.17734544
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08774052 ---Validation accuracy:--- 0.9464 Validation Loss: 0.17162232
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12272743 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18734549
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17669971 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1819115
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.049334984 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17320745
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06354518 ---Validation accuracy:--- 0.952 Validation Loss: 0.1680365
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02767745 ---Validation accuracy:--- 0.947 Validation Loss: 0.18025306
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.038071442 ---Validation accuracy:--- 0.9502 Validation Loss: 0.1691824
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.047528926 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16718715
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15683506 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16251186
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.14115584 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19042706
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.13885273 ---Validation accuracy:--- 0.9304 Validation Loss: 0.22004
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08997741 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17710812
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07565492 ---Validation accuracy:--- 0.9444 Validation Loss: 0.17599724
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.029980244 ---Validation accuracy:--- 0.9464 Validation Loss: 0.17090027
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.17815527 ---Validation accuracy:--- 0.9476 Validation Loss: 0.1705085
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.088505745 ---Validation accuracy:--- 0.9362 Validation Loss: 0.20050064
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14317833 ---Validation accuracy:--- 0.9288 Validation Loss: 0.23795444
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.29056323 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20028265
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05877217 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17795144
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0296224 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19123426
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.17611161 ---Validation accuracy:--- 0.935 Validation Loss: 0.21472529
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.12895527 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17733218
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12151646 ---Validation accuracy:--- 0.94 Validation Loss: 0.18837799
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1416496 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19376425
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16740242 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21018936
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09778616 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1781259
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.032608468 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17896508
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.091638125 ---Validation accuracy:--- 0.948 Validation Loss: 0.17919682
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.097738534 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16666287
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.042301342 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17262578
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07272975 ---Validation accuracy:--- 0.9512 Validation Loss: 0.1687482
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.22471102 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16694872
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08772227 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17571796
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13026358 ---Validation accuracy:--- 0.942 Validation Loss: 0.18237962
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08018814 ---Validation accuracy:--- 0.945 Validation Loss: 0.18099001
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09810307 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19019324
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15324193 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18315344
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07620311 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18052854
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08934317 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18246762
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.056915857 ---Validation accuracy:--- 0.946 Validation Loss: 0.17889205
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09581342 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17233083
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.037273493 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17619675
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13926749 ---Validation accuracy:--- 0.943 Validation Loss: 0.18847391
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02972199 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18163095
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.022054028 ---Validation accuracy:--- 0.95 Validation Loss: 0.1648577
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10900226 ---Validation accuracy:--- 0.9426 Validation Loss: 0.18684042
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07461038 ---Validation accuracy:--- 0.9452 Validation Loss: 0.17781726
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07135007 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19494411
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.089088246 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19766332
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18707909 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18186843
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.053900585 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18100397
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02220745 ---Validation accuracy:--- 0.946 Validation Loss: 0.1789701
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12566851 ---Validation accuracy:--- 0.9422 Validation Loss: 0.18821126
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11854754 ---Validation accuracy:--- 0.9286 Validation Loss: 0.22757792
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03104477 ---Validation accuracy:--- 0.9414 Validation Loss: 0.18818605
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.12097479 ---Validation accuracy:--- 0.9406 Validation Loss: 0.192722
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.038304936 ---Validation accuracy:--- 0.948 Validation Loss: 0.17639968
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.043378647 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18686181
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06027938 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17117637
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14274 ---Validation accuracy:--- 0.9462 Validation Loss: 0.17794432
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02345035 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17573345
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14191581 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20443071
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.18545356 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19072072
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08080507 ---Validation accuracy:--- 0.949 Validation Loss: 0.17465352
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0346093 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18999061
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.061432146 ---Validation accuracy:--- 0.9352 Validation Loss: 0.21962856
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.044010364 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19575942
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09344435 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17229486
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07418956 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19769748
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0704435 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19189227
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.22782868 ---Validation accuracy:--- 0.9406 Validation Loss: 0.1984664
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.093515575 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19928822
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07050852 ---Validation accuracy:--- 0.948 Validation Loss: 0.17748034
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.123552874 ---Validation accuracy:--- 0.9418 Validation Loss: 0.196967
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.029442778 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17803507
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02478345 ---Validation accuracy:--- 0.9502 Validation Loss: 0.1687902
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12228348 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16576172
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07533209 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17797017
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.0924649 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18246132
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0355779 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18319502
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07400316 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16299969
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.1268247 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17587602
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.023441866 ---Validation accuracy:--- 0.951 Validation Loss: 0.16650265
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.094816245 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18357792
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11686447 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19620255
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10393055 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18315223
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.118109725 ---Validation accuracy:--- 0.9334 Validation Loss: 0.2400847
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03954823 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18084954
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.043191627 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17518042
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.09944845 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18216802
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13939142 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18717301
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.110324346 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1751956
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.04293139 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19047058
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09604456 ---Validation accuracy:--- 0.9448 Validation Loss: 0.1948345
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04343549 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1778405
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07334495 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17781447
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06403478 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18601197
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12549976 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17582025
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.020021833 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17264698
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.104579546 ---Validation accuracy:--- 0.95 Validation Loss: 0.17405555
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.073119886 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1774294
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12300524 ---Validation accuracy:--- 0.944 Validation Loss: 0.19063509
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08202269 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19852342
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.05700184 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19167866
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17127645 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19799106
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.081074886 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17989118
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.16218615 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19013566
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10347561 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17972608
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14556156 ---Validation accuracy:--- 0.951 Validation Loss: 0.16874719
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07273537 ---Validation accuracy:--- 0.9354 Validation Loss: 0.21342546
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03796365 ---Validation accuracy:--- 0.943 Validation Loss: 0.19640489
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.064840905 ---Validation accuracy:--- 0.9452 Validation Loss: 0.1829073
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.017871283 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18510522
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09317314 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17622244
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.027048578 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17873321
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07337275 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18559031
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.12242816 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17924806
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09280831 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1704566
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07183021 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16964488
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12431324 ---Validation accuracy:--- 0.9334 Validation Loss: 0.2204277
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.037815522 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17334765
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10783209 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16812597
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10628478 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17398082
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11798025 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17192061
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07460566 ---Validation accuracy:--- 0.9448 Validation Loss: 0.1882847
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.024974126 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20116462
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07508893 ---Validation accuracy:--- 0.946 Validation Loss: 0.18946542
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06354815 ---Validation accuracy:--- 0.945 Validation Loss: 0.18387376
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04743687 ---Validation accuracy:--- 0.949 Validation Loss: 0.17300484
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0934995 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18003559
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.09396794 ---Validation accuracy:--- 0.9434 Validation Loss: 0.1923772
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1351255 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17386556
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07571158 ---Validation accuracy:--- 0.9456 Validation Loss: 0.17770159
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02010386 ---Validation accuracy:--- 0.948 Validation Loss: 0.17234144
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.063998155 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16909675
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10697976 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17267436
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.028399343 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16977917
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11634895 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16419017
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.11118702 ---Validation accuracy:--- 0.9522 Validation Loss: 0.15883677
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.119166605 ---Validation accuracy:--- 0.952 Validation Loss: 0.162402
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08254284 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16516365
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13467832 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17126924
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11724514 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16917442
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04579297 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17459555
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.025964553 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16431257
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.027460266 ---Validation accuracy:--- 0.9474 Validation Loss: 0.16895217
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09558216 ---Validation accuracy:--- 0.9462 Validation Loss: 0.17619233
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08000204 ---Validation accuracy:--- 0.947 Validation Loss: 0.17321306
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11236982 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17223604
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.21519545 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19140443
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10409409 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17497496
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.04716647 ---Validation accuracy:--- 0.9488 Validation Loss: 0.16580085
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1197549 ---Validation accuracy:--- 0.9486 Validation Loss: 0.16589525
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.037983835 ---Validation accuracy:--- 0.9484 Validation Loss: 0.16875832
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.056822862 ---Validation accuracy:--- 0.9452 Validation Loss: 0.17991689
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.12450636 ---Validation accuracy:--- 0.9412 Validation Loss: 0.19192408
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.061682377 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16227365
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.1954845 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20051444
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.12858139 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16686104
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11665541 ---Validation accuracy:--- 0.9504 Validation Loss: 0.165192
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10701918 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16780823
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07496591 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17561902
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.020894581 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17223099
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.048503865 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17571704
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07369419 ---Validation accuracy:--- 0.9446 Validation Loss: 0.1792316
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1042009 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17506897
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.12181075 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17680012
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06250185 ---Validation accuracy:--- 0.948 Validation Loss: 0.17463985
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14401329 ---Validation accuracy:--- 0.942 Validation Loss: 0.19547844
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08582966 ---Validation accuracy:--- 0.948 Validation Loss: 0.18640655
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03157972 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18140996
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.037576415 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17228088
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.034476105 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17433628
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.062631585 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18717109
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0609856 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21668406
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09039081 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18526429
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11049886 ---Validation accuracy:--- 0.945 Validation Loss: 0.19393662
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.2234364 ---Validation accuracy:--- 0.9136 Validation Loss: 0.29120207
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.040484466 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20695747
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.067749284 ---Validation accuracy:--- 0.9404 Validation Loss: 0.1999679
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.05977404 ---Validation accuracy:--- 0.9394 Validation Loss: 0.1968314
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07686632 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18596411
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.037887428 ---Validation accuracy:--- 0.9466 Validation Loss: 0.182672
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.103008345 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18224283
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1297465 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17931677
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.043946765 ---Validation accuracy:--- 0.9438 Validation Loss: 0.1847385
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.043695625 ---Validation accuracy:--- 0.948 Validation Loss: 0.17803384
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.10211986 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17770807
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09609424 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18278907
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.039851934 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18332066
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16800568 ---Validation accuracy:--- 0.946 Validation Loss: 0.18942994
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05998261 ---Validation accuracy:--- 0.9426 Validation Loss: 0.1962368
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10463282 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19824897
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07393901 ---Validation accuracy:--- 0.9404 Validation Loss: 0.19750561
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08477109 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20995244
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07199433 ---Validation accuracy:--- 0.9452 Validation Loss: 0.1939229
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.047122244 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18502022
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05285253 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18450235
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13887738 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17169687
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.090338916 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1722304
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08922758 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17065953
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.024442215 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16595152
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09852698 ---Validation accuracy:--- 0.9458 Validation Loss: 0.17537577
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.063497655 ---Validation accuracy:--- 0.949 Validation Loss: 0.17659414
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07920733 ---Validation accuracy:--- 0.951 Validation Loss: 0.16828524
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08647165 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17140782
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.115023896 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16481195
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.10129982 ---Validation accuracy:--- 0.9424 Validation Loss: 0.18492147
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.04443739 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17040087
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.087233104 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18914624
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.012747713 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18773122
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06425274 ---Validation accuracy:--- 0.95 Validation Loss: 0.17274918
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.043185968 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17268753
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.099969596 ---Validation accuracy:--- 0.948 Validation Loss: 0.18439204
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05122064 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1905171
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.086421944 ---Validation accuracy:--- 0.9282 Validation Loss: 0.27378848
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07622578 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18416065
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.036313366 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18638231
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.115419224 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17309073
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.1075677 ---Validation accuracy:--- 0.9432 Validation Loss: 0.1928616
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.088137046 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17401299
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.114412576 ---Validation accuracy:--- 0.947 Validation Loss: 0.18596739
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02052209 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17793445
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.055678483 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17224799
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.036327187 ---Validation accuracy:--- 0.951 Validation Loss: 0.16239221
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.070270434 ---Validation accuracy:--- 0.9462 Validation Loss: 0.17680764
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09089698 ---Validation accuracy:--- 0.9482 Validation Loss: 0.16969663
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08535929 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16673474
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03531145 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16492973
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.023650033 ---Validation accuracy:--- 0.951 Validation Loss: 0.1660484
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.057615668 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17347626
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.047819182 ---Validation accuracy:--- 0.943 Validation Loss: 0.19143915
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1926498 ---Validation accuracy:--- 0.9386 Validation Loss: 0.20619614
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.061339177 ---Validation accuracy:--- 0.9416 Validation Loss: 0.1958196
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.097897194 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21920884
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.041466497 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17598026
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.084742375 ---Validation accuracy:--- 0.943 Validation Loss: 0.18825257
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.117195815 ---Validation accuracy:--- 0.9358 Validation Loss: 0.2188042
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13292508 ---Validation accuracy:--- 0.932 Validation Loss: 0.23369597
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.08450963 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19736445
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.078799635 ---Validation accuracy:--- 0.9456 Validation Loss: 0.182923
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.099608324 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18151385
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.029153494 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18203773
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.086884 ---Validation accuracy:--- 0.947 Validation Loss: 0.17445432
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.030054593 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17747998
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21816933 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18723539
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.033968005 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17105918
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04516709 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17372115
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.037565075 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22288765
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.019912098 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19539751
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.025433883 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1792719
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07151715 ---Validation accuracy:--- 0.946 Validation Loss: 0.184349
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11304443 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17660654
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10498612 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18593729
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03453158 ---Validation accuracy:--- 0.948 Validation Loss: 0.17817254
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05307678 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17436011
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08532815 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17642708
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14265674 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20598711
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.040035237 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18850058
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07128777 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22418699
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.064600095 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17701848
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08045225 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17467482
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.100627996 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17887373
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06280455 ---Validation accuracy:--- 0.949 Validation Loss: 0.18013418
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.088443905 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18624489
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010719175 ---Validation accuracy:--- 0.951 Validation Loss: 0.17133296
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08851561 ---Validation accuracy:--- 0.951 Validation Loss: 0.17303318
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02321762 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17030631
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.027923413 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17311902
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.094173744 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1671872
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03195218 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16667585
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.055763435 ---Validation accuracy:--- 0.953 Validation Loss: 0.16676003
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.05324624 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20429006
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.059794635 ---Validation accuracy:--- 0.95 Validation Loss: 0.17316988
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.055713426 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18381107
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.047104575 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16699289
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.066107884 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16615342
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.050911576 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16638306
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.035627164 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16795583
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06492836 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18556717
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03704882 ---Validation accuracy:--- 0.952 Validation Loss: 0.16826424
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.042874843 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1636437
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08094267 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16528977
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.055869445 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17154785
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06846303 ---Validation accuracy:--- 0.947 Validation Loss: 0.17915869
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.028131954 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17604394
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.122505516 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18616323
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04764146 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19826964
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12127065 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20766987
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09716419 ---Validation accuracy:--- 0.945 Validation Loss: 0.185007
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03993956 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17519963
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.026207078 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17364293
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.056465615 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17425641
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0655667 ---Validation accuracy:--- 0.9498 Validation Loss: 0.1722204
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.057457894 ---Validation accuracy:--- 0.9438 Validation Loss: 0.18451282
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0694498 ---Validation accuracy:--- 0.946 Validation Loss: 0.18288155
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08983799 ---Validation accuracy:--- 0.9348 Validation Loss: 0.21756172
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10313038 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18106344
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.07987527 ---Validation accuracy:--- 0.946 Validation Loss: 0.1844383
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08803179 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17451973
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08320103 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18692362
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11530161 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19361678
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.111588515 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18001184
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.095363945 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18062873
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07644401 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18383391
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.058602065 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18127215
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14445357 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18762743
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08637762 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18394536
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17005901 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18512583
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.095846884 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17155807
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08340999 ---Validation accuracy:--- 0.948 Validation Loss: 0.17345181
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04912579 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20152947
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.09430714 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19196296
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06595962 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18025096
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.021390181 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17082873
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.043989744 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17168532
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08299921 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1720851
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04448504 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19176641
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.02949491 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17594521
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09157467 ---Validation accuracy:--- 0.9316 Validation Loss: 0.21435437
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.17128406 ---Validation accuracy:--- 0.945 Validation Loss: 0.17940275
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.041129366 ---Validation accuracy:--- 0.9498 Validation Loss: 0.1693793
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07382857 ---Validation accuracy:--- 0.9376 Validation Loss: 0.2106075
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09319237 ---Validation accuracy:--- 0.943 Validation Loss: 0.19779938
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02705158 ---Validation accuracy:--- 0.9438 Validation Loss: 0.193303
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.058320425 ---Validation accuracy:--- 0.9412 Validation Loss: 0.19675979
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.046856966 ---Validation accuracy:--- 0.931 Validation Loss: 0.24545628
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07255845 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2572615
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10339689 ---Validation accuracy:--- 0.9462 Validation Loss: 0.17813286
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14384776 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19598487
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.050830767 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18578112
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.034921 ---Validation accuracy:--- 0.95 Validation Loss: 0.17854913
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.08143936 ---Validation accuracy:--- 0.941 Validation Loss: 0.19555889
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07254385 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17333664
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.049923945 ---Validation accuracy:--- 0.942 Validation Loss: 0.18752772
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.033500563 ---Validation accuracy:--- 0.945 Validation Loss: 0.1825913
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.02605278 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1732262
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.04697846 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17484036
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05314655 ---Validation accuracy:--- 0.9434 Validation Loss: 0.1956298
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.106942676 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17776771
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06975624 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18712308
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.022358509 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17141813
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09805704 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1674011
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06809313 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17854849
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.100674875 ---Validation accuracy:--- 0.95 Validation Loss: 0.17004405
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05359289 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17013244
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.026804304 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16901407
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.102532156 ---Validation accuracy:--- 0.9548 Validation Loss: 0.1599222
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0806946 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17578658
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03883666 ---Validation accuracy:--- 0.953 Validation Loss: 0.16524124
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0789514 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17296612
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07164822 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16099946
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10790028 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17578477
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09701654 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17179638
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15198353 ---Validation accuracy:--- 0.944 Validation Loss: 0.18504545
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09733606 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1837266
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.041012205 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15943757
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.114938706 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20434053
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1509582 ---Validation accuracy:--- 0.942 Validation Loss: 0.19731753
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.15650062 ---Validation accuracy:--- 0.948 Validation Loss: 0.17339084
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.060068704 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16972119
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04380548 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16499433
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.061756447 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16238292
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.088788 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17486973
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.032929238 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1746353
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13206919 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17016748
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.040924214 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17690457
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.0958819 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20852157
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09341482 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18397537
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.084695786 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17376333
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.025160179 ---Validation accuracy:--- 0.948 Validation Loss: 0.17762639
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.028319905 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19977225
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.078985155 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16798545
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.031853043 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17636266
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03478071 ---Validation accuracy:--- 0.9462 Validation Loss: 0.17771439
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05849212 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17393045
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.014957972 ---Validation accuracy:--- 0.9496 Validation Loss: 0.165603
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09626916 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17531534
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.022145115 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17150098
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0667072 ---Validation accuracy:--- 0.9446 Validation Loss: 0.1817207
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.037793428 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16976176
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13468547 ---Validation accuracy:--- 0.948 Validation Loss: 0.17731829
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.071713984 ---Validation accuracy:--- 0.95 Validation Loss: 0.17488623
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07783647 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20315544
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.120886125 ---Validation accuracy:--- 0.944 Validation Loss: 0.18305103
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07321826 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20634077
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05416496 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18422203
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09700318 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18764605
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1101577 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19722319
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14389065 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16601045
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.076940715 ---Validation accuracy:--- 0.948 Validation Loss: 0.17633018
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010401609 ---Validation accuracy:--- 0.948 Validation Loss: 0.17366529
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.06462077 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17515516
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.071775705 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1901457
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.040653266 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17650126
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12356327 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1855542
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07407396 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18669657
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08628932 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18346098
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.051278915 ---Validation accuracy:--- 0.945 Validation Loss: 0.19724648
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.10938959 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18519022
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.026364673 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20163994
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09594461 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1860663
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.09760145 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19082193
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10585377 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20766822
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.19806148 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19143823
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08583778 ---Validation accuracy:--- 0.9432 Validation Loss: 0.1899311
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.094209015 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18731858
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05339609 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17531154
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.032047667 ---Validation accuracy:--- 0.9448 Validation Loss: 0.17790577
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.046550628 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17791153
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.038467452 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16256554
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.067025796 ---Validation accuracy:--- 0.949 Validation Loss: 0.17055205
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05538417 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17628996
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08878004 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17321303
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.072372615 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18334024
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11507782 ---Validation accuracy:--- 0.949 Validation Loss: 0.17962034
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0905602 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20544247
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1409432 ---Validation accuracy:--- 0.936 Validation Loss: 0.21322642
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10502239 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18280639
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.066431284 ---Validation accuracy:--- 0.951 Validation Loss: 0.16816461
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.04226882 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17479157
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.058674444 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16871761
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.096995056 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17453143
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.05322639 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18016821
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.048316512 ---Validation accuracy:--- 0.953 Validation Loss: 0.16962378
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.098029874 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18609692
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1357998 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1670667
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17068604 ---Validation accuracy:--- 0.951 Validation Loss: 0.16921857
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.026598759 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18563871
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.035022486 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1809274
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0537469 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17109126
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11442013 ---Validation accuracy:--- 0.948 Validation Loss: 0.16756628
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07672316 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16673617
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06123865 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17655799
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.054236952 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18168725
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11961575 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20043717
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08040472 ---Validation accuracy:--- 0.9534 Validation Loss: 0.17197053
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02988623 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16251355
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07198369 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16644154
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07281311 ---Validation accuracy:--- 0.954 Validation Loss: 0.16561255
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10675922 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17655604
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.19092104 ---Validation accuracy:--- 0.9414 Validation Loss: 0.19030426
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.059119787 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16501771
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12866785 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17550638
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05143069 ---Validation accuracy:--- 0.951 Validation Loss: 0.16975312
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05736162 ---Validation accuracy:--- 0.945 Validation Loss: 0.184516
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08426792 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16363052
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03740177 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16006835
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.019964958 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15810512
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.075023234 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16986611
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.052491575 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19424072
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.035578694 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16863787
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.14340144 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21577144
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09686321 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2057594
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09241774 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19161429
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.05545704 ---Validation accuracy:--- 0.9402 Validation Loss: 0.19610207
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08662704 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19567692
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.035018653 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17547715
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0658829 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17149322
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12423365 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16430362
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.054844704 ---Validation accuracy:--- 0.945 Validation Loss: 0.18388577
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09197196 ---Validation accuracy:--- 0.947 Validation Loss: 0.17447382
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.098406486 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16264401
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.034003187 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15860036
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.04370078 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1580512
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09078482 ---Validation accuracy:--- 0.949 Validation Loss: 0.1751337
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.028675819 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16538136
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.07547796 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16859291
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.087340795 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16039117
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06359913 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16447791
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.024940064 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16638543
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.028135581 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16050407
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.11882717 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20588169
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.05341917 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18447447
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.058957443 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17944083
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06607635 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17287618
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10767122 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17792566
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.079734564 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1866335
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06588637 ---Validation accuracy:--- 0.946 Validation Loss: 0.18934985
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.10520543 ---Validation accuracy:--- 0.95 Validation Loss: 0.17978401
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.019636577 ---Validation accuracy:--- 0.9498 Validation Loss: 0.1762799
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.036673415 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1672072
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.023491442 ---Validation accuracy:--- 0.954 Validation Loss: 0.16649458
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14884491 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18565801
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07458889 ---Validation accuracy:--- 0.95 Validation Loss: 0.17013249
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.056543447 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17757417
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.044472147 ---Validation accuracy:--- 0.951 Validation Loss: 0.1678748
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.04552761 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16456409
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.13208759 ---Validation accuracy:--- 0.952 Validation Loss: 0.15777048
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.031521194 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16171154
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.017815227 ---Validation accuracy:--- 0.944 Validation Loss: 0.17993104
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.026801886 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1872299
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11874654 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18133222
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11819297 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18136148
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.043572873 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19237013
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07901969 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20295417
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12719542 ---Validation accuracy:--- 0.9416 Validation Loss: 0.19007042
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.079702795 ---Validation accuracy:--- 0.945 Validation Loss: 0.19002463
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.1902071 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21288149
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.058186222 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18082099
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08615129 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18320887
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.04158015 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18398134
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.046979286 ---Validation accuracy:--- 0.953 Validation Loss: 0.16594216
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.038966108 ---Validation accuracy:--- 0.949 Validation Loss: 0.18406403
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.062054187 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19726694
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14019373 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18991627
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08685865 ---Validation accuracy:--- 0.9542 Validation Loss: 0.17012383
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06936296 ---Validation accuracy:--- 0.9552 Validation Loss: 0.1660428
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.09721054 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16718028
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.046398237 ---Validation accuracy:--- 0.9558 Validation Loss: 0.16531774
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10709617 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17002167
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.044860758 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1655563
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.026890181 ---Validation accuracy:--- 0.957 Validation Loss: 0.15997906
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.11617395 ---Validation accuracy:--- 0.956 Validation Loss: 0.16034296
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08694206 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16095665
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06671525 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16625774
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.027546093 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16305168
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04238284 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16986035
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.12110439 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2189884
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0799202 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16611579
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.092481986 ---Validation accuracy:--- 0.9462 Validation Loss: 0.17697954
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08579761 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16368313
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08763122 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15942869
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.123880245 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17689665
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.052759875 ---Validation accuracy:--- 0.9402 Validation Loss: 0.2027946
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.028750809 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19341543
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.081013605 ---Validation accuracy:--- 0.949 Validation Loss: 0.1874246
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.057515975 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18644193
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.06415364 ---Validation accuracy:--- 0.9404 Validation Loss: 0.19265646
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10715751 ---Validation accuracy:--- 0.9514 Validation Loss: 0.1768197
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04218629 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17397097
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10363033 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17067756
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13361664 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18217696
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.13060088 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18424563
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.044300772 ---Validation accuracy:--- 0.9558 Validation Loss: 0.16244534
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07688585 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18915032
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06622373 ---Validation accuracy:--- 0.9464 Validation Loss: 0.179074
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09083286 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19639353
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06685113 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17326978
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.21390726 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1769394
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.053643875 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19222505
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06251726 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18477717
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0699076 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17811894
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09778279 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17777297
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02804253 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18240231
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.041633435 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20479119
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.108325005 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1955298
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.083998814 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1887589
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.039648194 ---Validation accuracy:--- 0.9498 Validation Loss: 0.1793874
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14359032 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17114286
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.028826764 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17081766
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.112179905 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17267038
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.036937498 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1797292
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07727556 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17406486
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0818079 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19800939
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06468804 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17870134
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10367825 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1876261
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04702532 ---Validation accuracy:--- 0.951 Validation Loss: 0.16773489
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.038280673 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16503735
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11565778 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18900016
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.036665898 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1638078
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13892263 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1645791
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03793303 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16795683
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.030026088 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16621207
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08707703 ---Validation accuracy:--- 0.9362 Validation Loss: 0.21850142
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05825939 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16169627
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08812019 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1659885
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.014321919 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1581167
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.09593168 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16148113
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06081976 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16579899
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.033464324 ---Validation accuracy:--- 0.9526 Validation Loss: 0.166594
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02148367 ---Validation accuracy:--- 0.951 Validation Loss: 0.1700254
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.05616581 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16239114
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11256617 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19371238
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08261612 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17559487
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.073028095 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16553852
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09728704 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17902017
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08317425 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15717447
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08246699 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1577401
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.073689654 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16992366
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.057739552 ---Validation accuracy:--- 0.9538 Validation Loss: 0.17252366
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.14764948 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16236718
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.12416261 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17390133
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.09409709 ---Validation accuracy:--- 0.9516 Validation Loss: 0.15930688
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.036584865 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17383279
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12084631 ---Validation accuracy:--- 0.952 Validation Loss: 0.16970992
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09299352 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16180241
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14652161 ---Validation accuracy:--- 0.9482 Validation Loss: 0.16943184
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.024698136 ---Validation accuracy:--- 0.9484 Validation Loss: 0.16620913
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06979768 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18583037
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.034071133 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16351408
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11632445 ---Validation accuracy:--- 0.952 Validation Loss: 0.162228
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.067453966 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16211438
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.063496456 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16357891
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.042103123 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1551646
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.09793 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15856858
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.050953645 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17796808
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05707143 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16591403
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08468036 ---Validation accuracy:--- 0.946 Validation Loss: 0.17894082
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.039519742 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17363656
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.055640742 ---Validation accuracy:--- 0.9484 Validation Loss: 0.16563569
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.078756355 ---Validation accuracy:--- 0.9476 Validation Loss: 0.1708246
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04439044 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16081862
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.088397525 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17408614
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09963861 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16860159
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04329273 ---Validation accuracy:--- 0.9484 Validation Loss: 0.16759948
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.023673106 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16928308
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08332805 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17646736
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.06922089 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19228794
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06320626 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20328039
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06382262 ---Validation accuracy:--- 0.9434 Validation Loss: 0.18825936
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08288598 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16641475
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12060226 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19866912
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.043733444 ---Validation accuracy:--- 0.946 Validation Loss: 0.1869604
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.052201472 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18568072
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.06239074 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19299182
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.043578472 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18111613
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.12481025 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1799538
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09315109 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17036162
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.12469555 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17198874
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.052287444 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15827537
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.081417866 ---Validation accuracy:--- 0.955 Validation Loss: 0.16095872
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.035152894 ---Validation accuracy:--- 0.951 Validation Loss: 0.16718113
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.034557145 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15413916
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.077277035 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17188632
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07756925 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20013228
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.16530998 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21171284
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.1059442 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18279237
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.071994774 ---Validation accuracy:--- 0.948 Validation Loss: 0.17881674
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06762668 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16994911
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06025569 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16874354
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.061250325 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16733377
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.034978352 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16840442
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09120246 ---Validation accuracy:--- 0.951 Validation Loss: 0.16400369
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.12168128 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16667543
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.049387738 ---Validation accuracy:--- 0.953 Validation Loss: 0.16619107
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.050477356 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17537661
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.112344 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17727947
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.1933548 ---Validation accuracy:--- 0.9458 Validation Loss: 0.1892554
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.069529265 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18668957
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02898006 ---Validation accuracy:--- 0.9528 Validation Loss: 0.1657584
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.061478082 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17590986
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06624083 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17681524
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09129682 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18445462
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.086046465 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22260088
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09580409 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19988754
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.15009966 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17992383
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.028484926 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16747111
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05152637 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17540447
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.085345134 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17946719
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.042136673 ---Validation accuracy:--- 0.947 Validation Loss: 0.1779052
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.15159157 ---Validation accuracy:--- 0.942 Validation Loss: 0.19457968
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10814105 ---Validation accuracy:--- 0.949 Validation Loss: 0.17785506
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.070935346 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17770891
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.14512877 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18541235
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12218668 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18248186
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10768446 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17606387
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11946216 ---Validation accuracy:--- 0.947 Validation Loss: 0.18499292
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.15610778 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17578688
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06435848 ---Validation accuracy:--- 0.9472 Validation Loss: 0.1731445
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.026441913 ---Validation accuracy:--- 0.9466 Validation Loss: 0.1724424
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04610436 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17983235
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.029827213 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18019387
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11251789 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1789319
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.083361626 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16226268
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.025651474 ---Validation accuracy:--- 0.952 Validation Loss: 0.16668238
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1289184 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16854014
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.075541794 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16638938
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04621088 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16696943
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05626621 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17092644
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.086755715 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16617587
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.085529014 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16365619
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0608461 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17316435
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.033633698 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15990297
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07856518 ---Validation accuracy:--- 0.9414 Validation Loss: 0.2009271
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.050751377 ---Validation accuracy:--- 0.953 Validation Loss: 0.16648147
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.052950997 ---Validation accuracy:--- 0.951 Validation Loss: 0.16762993
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08504848 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16494137
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06788755 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16886051
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05671006 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16918568
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03104061 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16612133
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03488736 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16462542
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07111254 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1758138
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.044642024 ---Validation accuracy:--- 0.9552 Validation Loss: 0.1580213
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13318276 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17036438
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06045802 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16817302
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03499341 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17324606
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02071337 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16549441
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.104018316 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18184179
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03839235 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16666687
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.062163677 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17694257
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08509184 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17668392
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02317616 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17221488
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03498397 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18637921
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07407659 ---Validation accuracy:--- 0.9404 Validation Loss: 0.19074097
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.1015607 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18270284
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.054850083 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16330628
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.052513786 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16129094
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.047679 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16543548
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.030464346 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16337217
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09845757 ---Validation accuracy:--- 0.952 Validation Loss: 0.16862208
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02189926 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17996682
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.058933984 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16182864
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05320077 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16741252
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.034993097 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16686907
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018547079 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16673903
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09217061 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16756235
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03524492 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1693381
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05379357 ---Validation accuracy:--- 0.95 Validation Loss: 0.17040889
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.047006007 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18120606
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11065677 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17236868
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10521696 ---Validation accuracy:--- 0.9462 Validation Loss: 0.1968465
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04090928 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17794707
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.030350031 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1811315
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.070793055 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17405403
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04528401 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17664443
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14195454 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19488327
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.057365317 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16936192
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08867975 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17169459
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09533627 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17163862
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.099979885 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16487014
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.044453327 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16555431
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.101921886 ---Validation accuracy:--- 0.949 Validation Loss: 0.17563619
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04719864 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17861697
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07566325 ---Validation accuracy:--- 0.9492 Validation Loss: 0.168616
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.071257 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18742205
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06275201 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18095505
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10133042 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16604961
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.0920195 ---Validation accuracy:--- 0.954 Validation Loss: 0.16513658
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.13587248 ---Validation accuracy:--- 0.9446 Validation Loss: 0.201047
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.048110973 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18567683
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.034594245 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16195391
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.016933234 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16140273
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.062091276 ---Validation accuracy:--- 0.954 Validation Loss: 0.1583151
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.074282534 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16896467
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06604093 ---Validation accuracy:--- 0.952 Validation Loss: 0.16842313
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08429905 ---Validation accuracy:--- 0.946 Validation Loss: 0.19479488
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15934789 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16764335
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.055352613 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16065307
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08887601 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16293943
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.051697556 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16647927
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08041059 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17177288
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.098854125 ---Validation accuracy:--- 0.9482 Validation Loss: 0.16861932
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04809538 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19286883
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12678848 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1758378
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.107465945 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16655874
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08706562 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16273251
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.031600326 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16660097
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.051164165 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16377565
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04780713 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16711086
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10330206 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1719458
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.074752286 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16661996
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.046686433 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17239243
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05754447 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16470855
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.032389812 ---Validation accuracy:--- 0.953 Validation Loss: 0.1686377
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08170519 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16400258
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.042186197 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16004282
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.053653803 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15859893
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06455817 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16128975
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07185433 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17293903
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.048959598 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1612387
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07188387 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16676584
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11800084 ---Validation accuracy:--- 0.9498 Validation Loss: 0.1788859
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12836234 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16398555
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.047113482 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16898306
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.11696065 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17957544
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.083111994 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16242869
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07058716 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1649344
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06503636 ---Validation accuracy:--- 0.954 Validation Loss: 0.16093858
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.033107933 ---Validation accuracy:--- 0.953 Validation Loss: 0.17168045
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.039396204 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17219803
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.15094939 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17189267
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.050373327 ---Validation accuracy:--- 0.95 Validation Loss: 0.17140855
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.047357697 ---Validation accuracy:--- 0.951 Validation Loss: 0.17058216
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01827199 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17737913
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03282324 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16658172
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.053652186 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17260976
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.045540076 ---Validation accuracy:--- 0.953 Validation Loss: 0.16584575
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0413591 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16300215
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.045602255 ---Validation accuracy:--- 0.951 Validation Loss: 0.16735221
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07299587 ---Validation accuracy:--- 0.94 Validation Loss: 0.19863193
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07172382 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18251275
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.046316136 ---Validation accuracy:--- 0.947 Validation Loss: 0.17842512
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.022804713 ---Validation accuracy:--- 0.951 Validation Loss: 0.17071909
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.098687306 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21385568
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07624286 ---Validation accuracy:--- 0.945 Validation Loss: 0.1811221
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14477998 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21355015
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.034121048 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18811586
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.036308337 ---Validation accuracy:--- 0.941 Validation Loss: 0.1950452
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.114922464 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17548697
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.092254736 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16354111
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.059689883 ---Validation accuracy:--- 0.9482 Validation Loss: 0.16904439
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07470204 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15843764
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.048439965 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16022043
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.046460763 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15750393
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14962856 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16566856
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.051898517 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16493154
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.090306155 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15415418
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.097489685 ---Validation accuracy:--- 0.9488 Validation Loss: 0.16635415
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02575045 ---Validation accuracy:--- 0.945 Validation Loss: 0.17712715
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.086358644 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17089602
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04830284 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1751564
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.045666438 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18766496
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07147859 ---Validation accuracy:--- 0.952 Validation Loss: 0.17052002
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.06639178 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16291481
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11995097 ---Validation accuracy:--- 0.955 Validation Loss: 0.16200502
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.031964578 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1609528
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05605769 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16641656
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.043964166 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16848472
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17575638 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16482762
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.036909133 ---Validation accuracy:--- 0.9522 Validation Loss: 0.161028
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018272955 ---Validation accuracy:--- 0.952 Validation Loss: 0.1616921
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10123953 ---Validation accuracy:--- 0.942 Validation Loss: 0.18761724
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.036755513 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17424211
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03741225 ---Validation accuracy:--- 0.9458 Validation Loss: 0.17525627
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.034870315 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17993525
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.035647467 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17230159
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.047733955 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17164366
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07272757 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16093437
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09329224 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15998767
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.051618587 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17270751
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.12619309 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17230795
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017092256 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16655505
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07476036 ---Validation accuracy:--- 0.9558 Validation Loss: 0.1600393
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08678486 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1685056
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.082413234 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16643651
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14557743 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17711228
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06868493 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17250049
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.027936392 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17124917
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08611949 ---Validation accuracy:--- 0.9514 Validation Loss: 0.1702792
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.0677919 ---Validation accuracy:--- 0.94 Validation Loss: 0.19414085
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.085386865 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17657351
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06523547 ---Validation accuracy:--- 0.949 Validation Loss: 0.1794074
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07912063 ---Validation accuracy:--- 0.951 Validation Loss: 0.16626926
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02574458 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16832487
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06916243 ---Validation accuracy:--- 0.9452 Validation Loss: 0.17671777
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.036342405 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17010616
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.063612364 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18482018
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08715755 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16583164
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.030704329 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1686358
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.063450426 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18091135
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.100481965 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17531258
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.058113776 ---Validation accuracy:--- 0.953 Validation Loss: 0.16681223
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11152059 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16025448
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07031538 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16915841
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.18881519 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17559297
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0403051 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16671777
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04913069 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16715795
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04227638 ---Validation accuracy:--- 0.9568 Validation Loss: 0.16067801
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.050577573 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16392176
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05204441 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18273662
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10456167 ---Validation accuracy:--- 0.949 Validation Loss: 0.1796964
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.047210302 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18731436
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.041933242 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17737505
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020299904 ---Validation accuracy:--- 0.954 Validation Loss: 0.16053718
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15588453 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16638573
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07394806 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16608754
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08004995 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16180019
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08351258 ---Validation accuracy:--- 0.951 Validation Loss: 0.16093314
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.115303285 ---Validation accuracy:--- 0.954 Validation Loss: 0.15669294
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05090261 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15976714
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.056752823 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16278692
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06932691 ---Validation accuracy:--- 0.9522 Validation Loss: 0.15974848
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07332605 ---Validation accuracy:--- 0.949 Validation Loss: 0.16412415
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08329472 ---Validation accuracy:--- 0.952 Validation Loss: 0.16325815
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.079136424 ---Validation accuracy:--- 0.95 Validation Loss: 0.16882332
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.037636586 ---Validation accuracy:--- 0.953 Validation Loss: 0.15972704
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.039869655 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17494391
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.033366412 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16195156
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.019480111 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1596452
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08051762 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17723604
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.032887045 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17593792
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0723321 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18399072
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018694105 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16721421
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.09870739 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16780686
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01447626 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16790983
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.18658122 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16405725
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.042799663 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17780647
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.09271574 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16586083
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.060672525 ---Validation accuracy:--- 0.954 Validation Loss: 0.16392231
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05983921 ---Validation accuracy:--- 0.946 Validation Loss: 0.17359024
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08632156 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17002417
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.098941915 ---Validation accuracy:--- 0.9464 Validation Loss: 0.17251198
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11035446 ---Validation accuracy:--- 0.949 Validation Loss: 0.1774802
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.11413329 ---Validation accuracy:--- 0.948 Validation Loss: 0.17968403
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07847531 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19687039
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11178133 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17270334
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.18225902 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17727956
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.05158724 ---Validation accuracy:--- 0.95 Validation Loss: 0.1733654
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.12181707 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16532952
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.22419344 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18254586
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0851692 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17333041
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05536169 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1735805
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.074637234 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17682853
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10994877 ---Validation accuracy:--- 0.946 Validation Loss: 0.17319922
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.045181993 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16652386
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.053777553 ---Validation accuracy:--- 0.949 Validation Loss: 0.16466823
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07971028 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16207469
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07319727 ---Validation accuracy:--- 0.9512 Validation Loss: 0.1608463
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.068903394 ---Validation accuracy:--- 0.9488 Validation Loss: 0.16872564
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.074179485 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1666125
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06107974 ---Validation accuracy:--- 0.953 Validation Loss: 0.16109177
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.019692514 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15972006
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06014763 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17083247
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07488863 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15677673
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07451713 ---Validation accuracy:--- 0.95 Validation Loss: 0.16549514
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06554371 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15957335
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.084028184 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18633208
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.102709875 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17033403
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06306935 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15805334
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.040933624 ---Validation accuracy:--- 0.944 Validation Loss: 0.18834339
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08663812 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17499049
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11297889 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17415461
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.050198805 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16771638
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.087839775 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1890716
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06256625 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17540891
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.062517166 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16296357
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04330824 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16216293
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017941006 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15590677
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07149479 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16017903
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020627763 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16308361
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08552896 ---Validation accuracy:--- 0.949 Validation Loss: 0.17120542
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020619594 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16306792
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.034445137 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16962744
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07251456 ---Validation accuracy:--- 0.9438 Validation Loss: 0.18245035
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03300713 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17137346
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05703484 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16079657
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.065707356 ---Validation accuracy:--- 0.95 Validation Loss: 0.1657801
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08192983 ---Validation accuracy:--- 0.9482 Validation Loss: 0.16988042
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.029402556 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1666511
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11785019 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19704795
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10165949 ---Validation accuracy:--- 0.9378 Validation Loss: 0.2008005
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08763903 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1768904
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06380259 ---Validation accuracy:--- 0.9514 Validation Loss: 0.1615165
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04536684 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17168659
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.024740484 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1685963
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04395255 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1724526
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09449665 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16611227
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04859788 ---Validation accuracy:--- 0.9548 Validation Loss: 0.1586202
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.035675514 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15685305
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.035693076 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16386297
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.032111708 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16180679
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.063335 ---Validation accuracy:--- 0.945 Validation Loss: 0.18162724
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.15253937 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16001113
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11698911 ---Validation accuracy:--- 0.952 Validation Loss: 0.16433586
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.038003445 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16389108
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09782984 ---Validation accuracy:--- 0.9454 Validation Loss: 0.17520715
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.100574166 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1854373
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.036804415 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15519065
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013878746 ---Validation accuracy:--- 0.955 Validation Loss: 0.15472886
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0251233 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15525068
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.055657674 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15000479
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1376305 ---Validation accuracy:--- 0.9486 Validation Loss: 0.16979349
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05664238 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18200715
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05918767 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1685855
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.044207573 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16020943
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020071333 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1714774
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.08842514 ---Validation accuracy:--- 0.946 Validation Loss: 0.18542814
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09898357 ---Validation accuracy:--- 0.948 Validation Loss: 0.18347256
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.069296986 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19459496
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.033586487 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17038335
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1383708 ---Validation accuracy:--- 0.951 Validation Loss: 0.18762213
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.0697396 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16899104
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0119447615 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16947502
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04962701 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16776992
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08196629 ---Validation accuracy:--- 0.949 Validation Loss: 0.1734462
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.14076088 ---Validation accuracy:--- 0.9374 Validation Loss: 0.2151073
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.062627524 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15731846
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.058755342 ---Validation accuracy:--- 0.9502 Validation Loss: 0.1650658
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.087854244 ---Validation accuracy:--- 0.949 Validation Loss: 0.17016543
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.06990089 ---Validation accuracy:--- 0.9512 Validation Loss: 0.1652356
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.18611015 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17107421
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.058671985 ---Validation accuracy:--- 0.9242 Validation Loss: 0.24577227
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.028915076 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16254205
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.030318568 ---Validation accuracy:--- 0.9478 Validation Loss: 0.16996084
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06941465 ---Validation accuracy:--- 0.949 Validation Loss: 0.16603206
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04953061 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16986746
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10537856 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16829385
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14301506 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17722785
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017832417 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17262545
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04070754 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15981957
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.040352955 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17201528
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06931361 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17060424
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13030611 ---Validation accuracy:--- 0.949 Validation Loss: 0.1675264
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.041616302 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16963217
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.022523917 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16890486
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17766327 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17736821
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.049465977 ---Validation accuracy:--- 0.947 Validation Loss: 0.17004648
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07967684 ---Validation accuracy:--- 0.942 Validation Loss: 0.18349047
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.030058952 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16840318
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.09038497 ---Validation accuracy:--- 0.9528 Validation Loss: 0.1665343
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08122652 ---Validation accuracy:--- 0.943 Validation Loss: 0.19709094
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0441749 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16693692
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.030692052 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15662946
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14728919 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16438772
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.061121024 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16043738
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05715951 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17143662
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.14180402 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2196147
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.061437894 ---Validation accuracy:--- 0.9322 Validation Loss: 0.22535668
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08696468 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2010871
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03696918 ---Validation accuracy:--- 0.9516 Validation Loss: 0.15794533
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0892595 ---Validation accuracy:--- 0.953 Validation Loss: 0.15813887
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.046020344 ---Validation accuracy:--- 0.952 Validation Loss: 0.16092592
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.083468266 ---Validation accuracy:--- 0.953 Validation Loss: 0.16169181
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.058246385 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17541598
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0553541 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16559328
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0511689 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18132868
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06943986 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16406591
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11678162 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21709736
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08875078 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16576225
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08329234 ---Validation accuracy:--- 0.954 Validation Loss: 0.16039412
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.11123194 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16229771
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14088771 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15519983
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07609257 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1650942
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08217617 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16164954
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17453066 ---Validation accuracy:--- 0.942 Validation Loss: 0.1893429
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.032961898 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17363709
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08553644 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16198714
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.032472204 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1747398
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.03625188 ---Validation accuracy:--- 0.95 Validation Loss: 0.16675098
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08954402 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16263655
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09450842 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17040372
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08049017 ---Validation accuracy:--- 0.9392 Validation Loss: 0.2074461
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07381263 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16584672
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.036906432 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16206253
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.025387574 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15669362
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02269779 ---Validation accuracy:--- 0.954 Validation Loss: 0.1583429
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.040828247 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15997648
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.029127486 ---Validation accuracy:--- 0.954 Validation Loss: 0.15736882
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03526751 ---Validation accuracy:--- 0.9516 Validation Loss: 0.15963608
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06733851 ---Validation accuracy:--- 0.9562 Validation Loss: 0.151499
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13346624 ---Validation accuracy:--- 0.9442 Validation Loss: 0.17410178
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.13358754 ---Validation accuracy:--- 0.9426 Validation Loss: 0.18793644
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.060393944 ---Validation accuracy:--- 0.953 Validation Loss: 0.15759781
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.059143983 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15099373
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06825955 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16612485
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09765471 ---Validation accuracy:--- 0.9514 Validation Loss: 0.1655556
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11781066 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20395537
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06398091 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16501154
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11398892 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16673887
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.10877489 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15768252
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1563147 ---Validation accuracy:--- 0.9552 Validation Loss: 0.1577283
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017527912 ---Validation accuracy:--- 0.9556 Validation Loss: 0.1608123
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05701801 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17637053
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.082782544 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18022004
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.036918942 ---Validation accuracy:--- 0.9458 Validation Loss: 0.1892972
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09597594 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17793298
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017176209 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19779667
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06649507 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16616735
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13197765 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16419785
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.033798683 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16340064
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11031988 ---Validation accuracy:--- 0.953 Validation Loss: 0.16194966
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04582871 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16052853
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.053254116 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16117732
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04595906 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16286828
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.051301155 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16386539
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.049510542 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16171862
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07422199 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16604443
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08871948 ---Validation accuracy:--- 0.953 Validation Loss: 0.1624429
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.034851994 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16478226
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.042535767 ---Validation accuracy:--- 0.952 Validation Loss: 0.16007835
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04337772 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1606721
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.025161361 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1605635
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03436048 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17459475
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.018998705 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18199492
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.030097865 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16329907
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07192948 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17565145
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021846786 ---Validation accuracy:--- 0.951 Validation Loss: 0.16472104
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.060291342 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16013707
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03469808 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17283376
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.039451055 ---Validation accuracy:--- 0.9484 Validation Loss: 0.16393013
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12725289 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18143332
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.025459748 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16303311
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.030666998 ---Validation accuracy:--- 0.951 Validation Loss: 0.16670173
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.047599774 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16370843
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.09210212 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17827173
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0335999 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16325039
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07852857 ---Validation accuracy:--- 0.949 Validation Loss: 0.17990606
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.29753262 ---Validation accuracy:--- 0.8966 Validation Loss: 0.3822353
Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.42951906 ---Validation accuracy:--- 0.909 Validation Loss: 0.37124056
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.3436523 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2392328
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.043008085 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17530549
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03838161 ---Validation accuracy:--- 0.953 Validation Loss: 0.16464026
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.16991581 ---Validation accuracy:--- 0.95 Validation Loss: 0.16854873
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.082968675 ---Validation accuracy:--- 0.955 Validation Loss: 0.16000241
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.1171785 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16491696
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.030043239 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16577378
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07442203 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16990422
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04060246 ---Validation accuracy:--- 0.951 Validation Loss: 0.17121112
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.035566516 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17793803
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07089474 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16609962
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.036293816 ---Validation accuracy:--- 0.952 Validation Loss: 0.16064744
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.056638822 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15625186
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02870072 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16150078
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10940845 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17190756
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021024985 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15745832
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07176201 ---Validation accuracy:--- 0.9498 Validation Loss: 0.1702354
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.12268901 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17385542
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.088423826 ---Validation accuracy:--- 0.952 Validation Loss: 0.16640618
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08251405 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16031866
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.06781552 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16892527
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.06734446 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15577385
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07796358 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18439533
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03292949 ---Validation accuracy:--- 0.95 Validation Loss: 0.17736915
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.032746185 ---Validation accuracy:--- 0.947 Validation Loss: 0.1886447
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.029039511 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17496476
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.045813896 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1762315
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1316958 ---Validation accuracy:--- 0.9452 Validation Loss: 0.1875243
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.092052296 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18474926
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.055127364 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17492029
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.078794695 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16621028
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.030503817 ---Validation accuracy:--- 0.9512 Validation Loss: 0.1712306
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.081940725 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16543366
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.024357589 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15793431
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.097018525 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17462066
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.051331226 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17854206
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05023435 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16465701
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.050879423 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1616009
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07057107 ---Validation accuracy:--- 0.953 Validation Loss: 0.16841643
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.060049467 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18644094
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.08766491 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16265044
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.054164704 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15950635
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.097625524 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17703953
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10204346 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1628301
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07803435 ---Validation accuracy:--- 0.9556 Validation Loss: 0.16309164
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.13209258 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15640378
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.035167255 ---Validation accuracy:--- 0.9574 Validation Loss: 0.1576533
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06588043 ---Validation accuracy:--- 0.952 Validation Loss: 0.16475222
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.039044622 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17991707
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12395483 ---Validation accuracy:--- 0.931 Validation Loss: 0.24098195
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.08915098 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16244785
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.041016277 ---Validation accuracy:--- 0.9434 Validation Loss: 0.18742691
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13792741 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1715071
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1744792 ---Validation accuracy:--- 0.953 Validation Loss: 0.1655916
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.060659736 ---Validation accuracy:--- 0.95 Validation Loss: 0.16649581
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05286687 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16183338
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.15635626 ---Validation accuracy:--- 0.951 Validation Loss: 0.16864854
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08115283 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15948531
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1474136 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17354287
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.065966494 ---Validation accuracy:--- 0.9416 Validation Loss: 0.19569561
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.038466606 ---Validation accuracy:--- 0.9522 Validation Loss: 0.1596727
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0957065 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17290112
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.15411685 ---Validation accuracy:--- 0.949 Validation Loss: 0.17600226
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.054014407 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1626261
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10261614 ---Validation accuracy:--- 0.956 Validation Loss: 0.15904194
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06620435 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16334537
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1553793 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16581015
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.044903707 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16140606
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11630189 ---Validation accuracy:--- 0.953 Validation Loss: 0.16028234
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.085302636 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16281499
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.053346075 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1676127
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03659928 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17783628
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.051390868 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19979297
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07406282 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18545178
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.054362956 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16278422
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.063180104 ---Validation accuracy:--- 0.953 Validation Loss: 0.16699678
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06790968 ---Validation accuracy:--- 0.949 Validation Loss: 0.17453572
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0476969 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16561866
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.025696585 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1614676
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.034078408 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16411069
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.049853716 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17012483
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.059378453 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19502018
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.102429636 ---Validation accuracy:--- 0.944 Validation Loss: 0.18757185
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06799841 ---Validation accuracy:--- 0.9456 Validation Loss: 0.17783223
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.032226432 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17451987
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.048669357 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17393559
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.14067368 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17015424
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.088021144 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17977679
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.111422785 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18717955
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05472108 ---Validation accuracy:--- 0.951 Validation Loss: 0.16878162
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0144046815 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1668977
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06598746 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16823392
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.068943806 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16695286
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03183528 ---Validation accuracy:--- 0.954 Validation Loss: 0.15754278
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05694664 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1709666
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.039255533 ---Validation accuracy:--- 0.951 Validation Loss: 0.16489914
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.023770418 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16901411
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.058485195 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16649024
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.111638814 ---Validation accuracy:--- 0.95 Validation Loss: 0.1629634
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.0905856 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16770385
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0739292 ---Validation accuracy:--- 0.9502 Validation Loss: 0.1716092
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10260156 ---Validation accuracy:--- 0.95 Validation Loss: 0.17350926
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.064408585 ---Validation accuracy:--- 0.949 Validation Loss: 0.16505232
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04202787 ---Validation accuracy:--- 0.9518 Validation Loss: 0.15422939
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.057597555 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15320344
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04542861 ---Validation accuracy:--- 0.9546 Validation Loss: 0.14947082
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07003891 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16424556
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03631203 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15861595
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.066513345 ---Validation accuracy:--- 0.9554 Validation Loss: 0.14991271
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03945616 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1549849
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07453105 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16124348
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.13369228 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19292738
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.036236834 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15936346
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.045780525 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15684065
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.061254047 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15564685
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.075984575 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15368275
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.044937182 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15550774
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.073019 ---Validation accuracy:--- 0.9446 Validation Loss: 0.1840246
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.106326215 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15677907
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05623499 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17347081
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.028084118 ---Validation accuracy:--- 0.95 Validation Loss: 0.16516365
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.085987665 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16950276
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08530828 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18340178
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.077469476 ---Validation accuracy:--- 0.942 Validation Loss: 0.19224633
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.101417676 ---Validation accuracy:--- 0.947 Validation Loss: 0.17816901
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.0819138 ---Validation accuracy:--- 0.9402 Validation Loss: 0.1967822
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.037393093 ---Validation accuracy:--- 0.9438 Validation Loss: 0.18230915
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.037240062 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17090009
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.10564085 ---Validation accuracy:--- 0.9384 Validation Loss: 0.20271799
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.0851577 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17815886
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07546497 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16340305
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.051530246 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16774951
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1261802 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16993809
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03659557 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15851492
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.056211773 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16417964
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0645323 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16536391
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.028317487 ---Validation accuracy:--- 0.9514 Validation Loss: 0.1543672
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.23748738 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19912949
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.053610068 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17156138
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07504369 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16703977
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06908078 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16783388
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05578809 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15630147
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.088847764 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15760715
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05237121 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15865909
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.108938806 ---Validation accuracy:--- 0.954 Validation Loss: 0.15271883
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.039912544 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1563778
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.050424136 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1565959
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.057411555 ---Validation accuracy:--- 0.951 Validation Loss: 0.15744902
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02987393 ---Validation accuracy:--- 0.949 Validation Loss: 0.16757664
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.090352304 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17855057
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.044470076 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17883506
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04658243 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17804381
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13752188 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1601098
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05401186 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16068642
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.047941715 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16222027
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.037083756 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16004182
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021681076 ---Validation accuracy:--- 0.954 Validation Loss: 0.1655013
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.029306013 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16377454
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0418148 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17115745
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.057775974 ---Validation accuracy:--- 0.953 Validation Loss: 0.17013371
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0376297 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17045636
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.033527292 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16458382
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07054837 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16754326
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.14283809 ---Validation accuracy:--- 0.9488 Validation Loss: 0.16767687
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07290166 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17195968
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09233572 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1688154
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.065616906 ---Validation accuracy:--- 0.953 Validation Loss: 0.15856555
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11600115 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1534989
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.023840494 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15371136
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.04912986 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16133495
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0467572 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16277236
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07396982 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16402514
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.14321132 ---Validation accuracy:--- 0.949 Validation Loss: 0.17789514
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021062661 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16797261
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.05102828 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16805752
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.078151375 ---Validation accuracy:--- 0.948 Validation Loss: 0.17417778
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05585388 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17066546
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.046904508 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17262529
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.027283348 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17085074
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.10518528 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18499766
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11047993 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16369714
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.056103174 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16384426
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07362969 ---Validation accuracy:--- 0.946 Validation Loss: 0.18092842
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.052277375 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17491694
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09661529 ---Validation accuracy:--- 0.95 Validation Loss: 0.1731486
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05843492 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22552788
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09702568 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17871651
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.049204383 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17970921
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10239727 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16430987
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.044700243 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18162517
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.047708467 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18561652
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0618322 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16872694
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.045015134 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17640196
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.08947981 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17002204
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.038055994 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17817461
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.045125984 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17931193
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.039585337 ---Validation accuracy:--- 0.953 Validation Loss: 0.16576655
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07360129 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1857203
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.16817562 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17236389
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.09479685 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1669771
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.10955803 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20779434
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03033829 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16518497
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03773338 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15833135
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.059994068 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17243892
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07284071 ---Validation accuracy:--- 0.949 Validation Loss: 0.17592302
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.041530922 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17589675
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.032995604 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16543218
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05532689 ---Validation accuracy:--- 0.9514 Validation Loss: 0.1710051
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04320199 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16277535
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02241662 ---Validation accuracy:--- 0.9528 Validation Loss: 0.159589
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.111866266 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18200977
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.038045462 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17669587
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11162398 ---Validation accuracy:--- 0.95 Validation Loss: 0.16530353
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11224163 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16282307
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.13788466 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16740902
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0308881 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16017756
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1971067 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17032024
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06173779 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16265558
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.045125756 ---Validation accuracy:--- 0.9406 Validation Loss: 0.19684817
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.046032373 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15002859
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.078872256 ---Validation accuracy:--- 0.9574 Validation Loss: 0.1490162
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07158561 ---Validation accuracy:--- 0.954 Validation Loss: 0.16078843
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05426049 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15340912
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.100097924 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17788701
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03853702 ---Validation accuracy:--- 0.9548 Validation Loss: 0.14993516
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.053854533 ---Validation accuracy:--- 0.955 Validation Loss: 0.14927395
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.018913778 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14516558
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.107371904 ---Validation accuracy:--- 0.956 Validation Loss: 0.14848912
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.036156073 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16739075
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.06712877 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16079827
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06462023 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1684152
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.097363606 ---Validation accuracy:--- 0.952 Validation Loss: 0.16211735
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.119746916 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15645182
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.030037593 ---Validation accuracy:--- 0.9522 Validation Loss: 0.15504941
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.028708016 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15305392
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.05451744 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1544275
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08089581 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15723662
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.057844106 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15493791
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.02731915 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16733645
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0798417 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16463627
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10042651 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16022603
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10598279 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1570967
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11780217 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15658619
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13074589 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16536197
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09864004 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16480856
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04015607 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16114213
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.035806883 ---Validation accuracy:--- 0.95 Validation Loss: 0.1675414
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.031999752 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16492932
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06505928 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15884693
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.030675687 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1600612
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.095287584 ---Validation accuracy:--- 0.9418 Validation Loss: 0.1954732
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.041352376 ---Validation accuracy:--- 0.952 Validation Loss: 0.1644387
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.013109047 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1727618
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.026790677 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15868928
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07060055 ---Validation accuracy:--- 0.956 Validation Loss: 0.15471518
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.047154274 ---Validation accuracy:--- 0.953 Validation Loss: 0.16041152
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05616775 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15335576
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.05420806 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18294433
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07728855 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17266011
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.047406405 ---Validation accuracy:--- 0.955 Validation Loss: 0.15324834
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.056158505 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15598583
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.032612294 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16231187
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.054010037 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16410063
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.058478955 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16538788
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02766529 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15402718
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.038234808 ---Validation accuracy:--- 0.9516 Validation Loss: 0.15614998
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07271985 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16400146
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1403572 ---Validation accuracy:--- 0.953 Validation Loss: 0.16211522
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.05614828 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15719494
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.072813585 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18069011
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.060872592 ---Validation accuracy:--- 0.9406 Validation Loss: 0.19898133
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0683007 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17164515
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.023964668 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17137456
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015535512 ---Validation accuracy:--- 0.9512 Validation Loss: 0.1685114
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.057946276 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16869666
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07466656 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17400518
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.086327285 ---Validation accuracy:--- 0.951 Validation Loss: 0.16905056
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09196192 ---Validation accuracy:--- 0.95 Validation Loss: 0.17119631
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.09970523 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16759141
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05106396 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1597828
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.049169302 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1643644
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.036334854 ---Validation accuracy:--- 0.949 Validation Loss: 0.17287436
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.046352543 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17130706
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04675228 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15691721
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.046127155 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15819834
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.036835894 ---Validation accuracy:--- 0.9528 Validation Loss: 0.1605758
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.056304287 ---Validation accuracy:--- 0.9404 Validation Loss: 0.1999779
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10460003 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17951469
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14461102 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17109644
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.056719165 ---Validation accuracy:--- 0.9528 Validation Loss: 0.1629843
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03306876 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1641809
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0787319 ---Validation accuracy:--- 0.947 Validation Loss: 0.17437054
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.023012795 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16525131
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04200928 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17082484
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08931485 ---Validation accuracy:--- 0.95 Validation Loss: 0.17727922
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06489614 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17096058
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.032777973 ---Validation accuracy:--- 0.953 Validation Loss: 0.15804462
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.08311005 ---Validation accuracy:--- 0.9484 Validation Loss: 0.16593787
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05634393 ---Validation accuracy:--- 0.95 Validation Loss: 0.16190557
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.033639666 ---Validation accuracy:--- 0.9518 Validation Loss: 0.15384765
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03961735 ---Validation accuracy:--- 0.9518 Validation Loss: 0.15830332
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11788763 ---Validation accuracy:--- 0.947 Validation Loss: 0.17571291
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03983993 ---Validation accuracy:--- 0.9512 Validation Loss: 0.15466769
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04054295 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1589481
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.025422113 ---Validation accuracy:--- 0.9506 Validation Loss: 0.15526968
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.029819556 ---Validation accuracy:--- 0.951 Validation Loss: 0.15574849
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.050446607 ---Validation accuracy:--- 0.9474 Validation Loss: 0.177353
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.04941763 ---Validation accuracy:--- 0.949 Validation Loss: 0.16307126
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.12064205 ---Validation accuracy:--- 0.9468 Validation Loss: 0.16651426
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.078199804 ---Validation accuracy:--- 0.9508 Validation Loss: 0.15955254
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11343898 ---Validation accuracy:--- 0.949 Validation Loss: 0.16186368
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.026558269 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17272325
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05853982 ---Validation accuracy:--- 0.948 Validation Loss: 0.169559
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02758589 ---Validation accuracy:--- 0.951 Validation Loss: 0.16309111
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04005288 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15419449
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.037187263 ---Validation accuracy:--- 0.952 Validation Loss: 0.15478435
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.074483335 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15720595
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06096203 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16098523
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08741941 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15005629
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0732578 ---Validation accuracy:--- 0.948 Validation Loss: 0.17579082
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06924119 ---Validation accuracy:--- 0.956 Validation Loss: 0.15395415
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.035869356 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15809211
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10794707 ---Validation accuracy:--- 0.942 Validation Loss: 0.18675287
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.031780876 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17165793
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04541543 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16468987
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08053391 ---Validation accuracy:--- 0.95 Validation Loss: 0.16761267
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015004358 ---Validation accuracy:--- 0.9522 Validation Loss: 0.15717807
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.069533855 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15560706
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04734396 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16109927
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.033007793 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15271187
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09735244 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15442266
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06414256 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17401582
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12017387 ---Validation accuracy:--- 0.9402 Validation Loss: 0.1919181
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.072753884 ---Validation accuracy:--- 0.9438 Validation Loss: 0.18481709
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.034760054 ---Validation accuracy:--- 0.955 Validation Loss: 0.15418309
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.17582446 ---Validation accuracy:--- 0.947 Validation Loss: 0.17438115
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.048982233 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1771374
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.053230487 ---Validation accuracy:--- 0.9464 Validation Loss: 0.177445
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.04721655 ---Validation accuracy:--- 0.949 Validation Loss: 0.1786271
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.02831099 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16762502
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.08718968 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1608835
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03676086 ---Validation accuracy:--- 0.9566 Validation Loss: 0.1543907
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03831009 ---Validation accuracy:--- 0.951 Validation Loss: 0.165276
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.039974764 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15466562
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.020545365 ---Validation accuracy:--- 0.9558 Validation Loss: 0.14991282
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.080936566 ---Validation accuracy:--- 0.958 Validation Loss: 0.14701812
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.031857643 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15912133
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.073189266 ---Validation accuracy:--- 0.95 Validation Loss: 0.16640696
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.14802733 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20664255
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08608242 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16975904
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.020031275 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15837465
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.062074836 ---Validation accuracy:--- 0.9528 Validation Loss: 0.1629989
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.118596345 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18148229
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1069383 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15844181
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05697464 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17412005
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.047995716 ---Validation accuracy:--- 0.954 Validation Loss: 0.15533322
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11234899 ---Validation accuracy:--- 0.956 Validation Loss: 0.1481669
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.036170658 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14567591
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05641168 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15392762
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.017483164 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15198423
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05001771 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15096827
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.057860985 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1637434
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.046474148 ---Validation accuracy:--- 0.954 Validation Loss: 0.16329496
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.019055756 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15917209
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.070872195 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16579814
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.019036274 ---Validation accuracy:--- 0.949 Validation Loss: 0.17660958
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.025932752 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17116243
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03565483 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16868608
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08348837 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17173201
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.042356215 ---Validation accuracy:--- 0.952 Validation Loss: 0.17319888
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.075842954 ---Validation accuracy:--- 0.954 Validation Loss: 0.1676607
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.031812027 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16348755
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.10447675 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16874595
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.073530786 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16334002
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.050904136 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15604456
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.050707728 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16946118
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.059300147 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21344072
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.044922456 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19161336
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07992125 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16248454
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04482583 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15872915
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07820382 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1592522
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.042870596 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16084851
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.04559183 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15877981
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03932875 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17985295
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03221043 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15690425
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.041959144 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19296126
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07468293 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17734744
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12420393 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16423999
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.051910933 ---Validation accuracy:--- 0.953 Validation Loss: 0.16010618
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.098007984 ---Validation accuracy:--- 0.946 Validation Loss: 0.18065599
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.056751024 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1613194
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.027728517 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16450964
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.14100865 ---Validation accuracy:--- 0.955 Validation Loss: 0.15629244
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.088049285 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16074283
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09303358 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17073873
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.046068374 ---Validation accuracy:--- 0.9516 Validation Loss: 0.15667805
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04908115 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15166517
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02227503 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15286976
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.029926281 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15496364
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.040110055 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15019493
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05525461 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15072265
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.032748934 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16068502
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.04980277 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16422842
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.018968944 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17544484
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02754805 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15861939
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.037696756 ---Validation accuracy:--- 0.954 Validation Loss: 0.16033442
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0480048 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15631245
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04574127 ---Validation accuracy:--- 0.956 Validation Loss: 0.1622817
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.053611908 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18469621
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.050466347 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16912669
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.094647385 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16589282
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05993496 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18693827
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.118361756 ---Validation accuracy:--- 0.952 Validation Loss: 0.16328993
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.054612473 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16048004
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.092547014 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1729987
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.041324586 ---Validation accuracy:--- 0.952 Validation Loss: 0.16565795
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.068551086 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16592498
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07620224 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15931429
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.09163247 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1627735
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04356986 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16283739
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.054971002 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16945551
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.020486457 ---Validation accuracy:--- 0.9534 Validation Loss: 0.163027
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0594887 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16363147
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07854699 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15617245
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10637994 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15638421
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07906615 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15021545
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03872085 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15625127
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07436962 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1800253
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06752469 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16161242
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.034355816 ---Validation accuracy:--- 0.954 Validation Loss: 0.153798
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.088248566 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15600738
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07947803 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16691929
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.047018275 ---Validation accuracy:--- 0.951 Validation Loss: 0.16937512
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.101971835 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15405932
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.062800914 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15575999
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08295311 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15087941
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.039058514 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17277396
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.033125 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16344194
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11438366 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15727055
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.041736536 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15503919
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.055693727 ---Validation accuracy:--- 0.954 Validation Loss: 0.15656818
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015095654 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1561255
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.025387645 ---Validation accuracy:--- 0.954 Validation Loss: 0.1551742
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.028984547 ---Validation accuracy:--- 0.9554 Validation Loss: 0.14798674
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04995251 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15159373
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.055780753 ---Validation accuracy:--- 0.956 Validation Loss: 0.14973153
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05323977 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15100384
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.028870083 ---Validation accuracy:--- 0.956 Validation Loss: 0.14874636
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06917321 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15199314
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.046414495 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16200328
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.059025954 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20162646
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.0692256 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16831766
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.17219271 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17813264
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.059752896 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16697447
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04612368 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16663232
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09346649 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16559462
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03000663 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15493204
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0933741 ---Validation accuracy:--- 0.9472 Validation Loss: 0.1852869
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11158061 ---Validation accuracy:--- 0.9584 Validation Loss: 0.1477711
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.027359376 ---Validation accuracy:--- 0.955 Validation Loss: 0.14889549
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015900515 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15365997
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10937214 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15305276
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.052578136 ---Validation accuracy:--- 0.9518 Validation Loss: 0.15988797
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.091658026 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16330695
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07954067 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15113273
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.033461247 ---Validation accuracy:--- 0.956 Validation Loss: 0.14709538
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07419144 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14323522
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07645455 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16021012
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.079362705 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16462636
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06216153 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16213419
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.026408842 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15597996
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11639241 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15574715
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.052677106 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16758831
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.051734086 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15930046
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05999378 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16448317
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.024287716 ---Validation accuracy:--- 0.956 Validation Loss: 0.15267651
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.049730185 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14904019
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07871141 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17450385
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08596928 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17952777
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.058236 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16106462
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.041347764 ---Validation accuracy:--- 0.9438 Validation Loss: 0.18947025
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.116447076 ---Validation accuracy:--- 0.937 Validation Loss: 0.19558874
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05237416 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15860452
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13298814 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15896466
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.031073842 ---Validation accuracy:--- 0.9558 Validation Loss: 0.14929588
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07165634 ---Validation accuracy:--- 0.9554 Validation Loss: 0.14810051
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.15026994 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1612702
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.076137975 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15646042
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.027567334 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15419523
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.043077458 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17425217
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04127259 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18380533
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.043188203 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15095037
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07440199 ---Validation accuracy:--- 0.957 Validation Loss: 0.14957874
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11892273 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15654974
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014909154 ---Validation accuracy:--- 0.9562 Validation Loss: 0.1498269
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.061620317 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15672292
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.036133125 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15215115
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.1574098 ---Validation accuracy:--- 0.93 Validation Loss: 0.22019327
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08732429 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16614074
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14505559 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15002863
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.058879927 ---Validation accuracy:--- 0.957 Validation Loss: 0.15105823
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.045316983 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15535915
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07305747 ---Validation accuracy:--- 0.9522 Validation Loss: 0.15549685
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11630199 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16151153
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13934577 ---Validation accuracy:--- 0.9522 Validation Loss: 0.15770604
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.055014096 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15848668
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10268441 ---Validation accuracy:--- 0.954 Validation Loss: 0.1559481
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.119659126 ---Validation accuracy:--- 0.956 Validation Loss: 0.15660752
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.040739514 ---Validation accuracy:--- 0.955 Validation Loss: 0.15423113
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.054387733 ---Validation accuracy:--- 0.954 Validation Loss: 0.14679742
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12672363 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14982203
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06284757 ---Validation accuracy:--- 0.956 Validation Loss: 0.1495449
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.094744965 ---Validation accuracy:--- 0.9468 Validation Loss: 0.16949655
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.047430433 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18357211
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.052298356 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18603435
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.093721695 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16095789
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.068124615 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1657788
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.043476976 ---Validation accuracy:--- 0.949 Validation Loss: 0.16616948
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.088843495 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17605382
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.070102975 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16286197
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06507452 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17444624
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.119770944 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16286561
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.036554113 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16009721
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.027256336 ---Validation accuracy:--- 0.9508 Validation Loss: 0.15868847
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.093872525 ---Validation accuracy:--- 0.952 Validation Loss: 0.15343499
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.055226296 ---Validation accuracy:--- 0.9482 Validation Loss: 0.16863465
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.092267826 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16414747
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10683349 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19923496
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028671961 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17643885
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.027248682 ---Validation accuracy:--- 0.9528 Validation Loss: 0.1594186
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.018563772 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15399472
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.046227798 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16923141
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.037929796 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1613474
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1242284 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19292133
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013566732 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17838125
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.1008453 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17974173
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07299784 ---Validation accuracy:--- 0.95 Validation Loss: 0.17116518
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08010058 ---Validation accuracy:--- 0.9502 Validation Loss: 0.1671727
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06299152 ---Validation accuracy:--- 0.9456 Validation Loss: 0.17191893
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10092694 ---Validation accuracy:--- 0.951 Validation Loss: 0.16144583
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.037063 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15350342
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.034480765 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15421103
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06021551 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1559449
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.024310552 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16598931
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12382687 ---Validation accuracy:--- 0.9458 Validation Loss: 0.1811795
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01830173 ---Validation accuracy:--- 0.95 Validation Loss: 0.16309367
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0762196 ---Validation accuracy:--- 0.9488 Validation Loss: 0.16722235
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016728437 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15405296
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03769411 ---Validation accuracy:--- 0.955 Validation Loss: 0.15633753
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09997949 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1716798
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0905776 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1805665
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13955398 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16998413
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.024422511 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16188613
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11414559 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16029404
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.022851938 ---Validation accuracy:--- 0.951 Validation Loss: 0.16579176
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1279702 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19001758
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.15717393 ---Validation accuracy:--- 0.939 Validation Loss: 0.20032397
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.077968836 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18042493
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.034963205 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15895735
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07980966 ---Validation accuracy:--- 0.95 Validation Loss: 0.16859892
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.060583573 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17373782
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.044367827 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16686024
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14730981 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1613428
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0315624 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15917249
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013683009 ---Validation accuracy:--- 0.9504 Validation Loss: 0.15899695
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.061412193 ---Validation accuracy:--- 0.948 Validation Loss: 0.16678433
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06157534 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15379643
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.052685842 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15982139
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.025005475 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16308677
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04113183 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15424411
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0490568 ---Validation accuracy:--- 0.9512 Validation Loss: 0.1571372
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07865653 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1587204
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019774523 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15593958
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03204644 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14951035
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.045233503 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1574416
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.017616339 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1609842
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.025266375 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16266352
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.060202245 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17737468
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.043794338 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15737645
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028201276 ---Validation accuracy:--- 0.9476 Validation Loss: 0.16759323
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05399709 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16336516
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06942064 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16078086
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02631058 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16690487
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.058030244 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15793592
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07355734 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17312059
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.049661875 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16358532
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.078674816 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16992907
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.16339009 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16813546
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.049045242 ---Validation accuracy:--- 0.9562 Validation Loss: 0.1467489
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.029385054 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15000667
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06249397 ---Validation accuracy:--- 0.9566 Validation Loss: 0.14733282
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.074339874 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16287234
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.080648415 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15588011
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.032878347 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15338698
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.032536063 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15701817
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.046252288 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16683267
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.07703187 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15964055
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.055881623 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17895254
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.08389557 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16086146
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.038832385 ---Validation accuracy:--- 0.9508 Validation Loss: 0.15974261
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.04462347 ---Validation accuracy:--- 0.9476 Validation Loss: 0.16979991
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05077967 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15764503
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02896046 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17039016
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06312768 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1702596
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.115526475 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16819333
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.08976777 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17468917
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03828211 ---Validation accuracy:--- 0.9488 Validation Loss: 0.16895886
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.023220444 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16958097
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.038206853 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1711649
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03885691 ---Validation accuracy:--- 0.947 Validation Loss: 0.1734453
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03473351 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1754204
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.055963192 ---Validation accuracy:--- 0.929 Validation Loss: 0.22149485
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08224242 ---Validation accuracy:--- 0.9522 Validation Loss: 0.1561022
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06225656 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15099062
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.060324024 ---Validation accuracy:--- 0.956 Validation Loss: 0.15117103
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03521666 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15477473
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.037791327 ---Validation accuracy:--- 0.949 Validation Loss: 0.17909193
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019222157 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16649768
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.022160215 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18577565
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.047662996 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15250897
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09419671 ---Validation accuracy:--- 0.954 Validation Loss: 0.1677881
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10935801 ---Validation accuracy:--- 0.941 Validation Loss: 0.20904885
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.049711037 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1766637
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08479511 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17626981
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.057807263 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18284559
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08210554 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15864444
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06778564 ---Validation accuracy:--- 0.955 Validation Loss: 0.15456825
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.039909553 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15785488
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.060187634 ---Validation accuracy:--- 0.9338 Validation Loss: 0.21679331
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.045574035 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15669687
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05621974 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15226674
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.045844983 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15916772
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.046024837 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15571213
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07141819 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17091887
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.036755573 ---Validation accuracy:--- 0.9502 Validation Loss: 0.1652234
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.029872704 ---Validation accuracy:--- 0.946 Validation Loss: 0.1767584
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.105691016 ---Validation accuracy:--- 0.9486 Validation Loss: 0.16487132
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11939678 ---Validation accuracy:--- 0.9506 Validation Loss: 0.15492041
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.056831077 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15641958
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02488114 ---Validation accuracy:--- 0.9522 Validation Loss: 0.155064
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.025891466 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1487465
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06380145 ---Validation accuracy:--- 0.955 Validation Loss: 0.15268743
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.048457254 ---Validation accuracy:--- 0.948 Validation Loss: 0.1687803
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.056903068 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15424637
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05165423 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1517617
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010257554 ---Validation accuracy:--- 0.957 Validation Loss: 0.14693499
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.042976692 ---Validation accuracy:--- 0.957 Validation Loss: 0.14929669
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.1060565 ---Validation accuracy:--- 0.948 Validation Loss: 0.16497241
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07263625 ---Validation accuracy:--- 0.953 Validation Loss: 0.16626067
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.021919345 ---Validation accuracy:--- 0.955 Validation Loss: 0.15032956
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03425583 ---Validation accuracy:--- 0.952 Validation Loss: 0.16351275
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.115370445 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15999955
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0680146 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17424537
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08884164 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18155548
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08114605 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17371123
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.021226369 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16585815
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.108717196 ---Validation accuracy:--- 0.948 Validation Loss: 0.16415876
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01773509 ---Validation accuracy:--- 0.9476 Validation Loss: 0.16645017
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07122727 ---Validation accuracy:--- 0.949 Validation Loss: 0.16986229
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.10365104 ---Validation accuracy:--- 0.9464 Validation Loss: 0.17382509
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08624638 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17631537
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09505348 ---Validation accuracy:--- 0.951 Validation Loss: 0.16139455
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.119903125 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15454483
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.035515137 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16306931
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07772861 ---Validation accuracy:--- 0.951 Validation Loss: 0.16377397
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.04525919 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16584687
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.051448565 ---Validation accuracy:--- 0.9514 Validation Loss: 0.15927953
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.035679135 ---Validation accuracy:--- 0.9542 Validation Loss: 0.14727308
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.08785868 ---Validation accuracy:--- 0.955 Validation Loss: 0.14937386
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.04450384 ---Validation accuracy:--- 0.9516 Validation Loss: 0.156875
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.087101154 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15624605
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019264769 ---Validation accuracy:--- 0.9478 Validation Loss: 0.16990815
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07941478 ---Validation accuracy:--- 0.954 Validation Loss: 0.15361132
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04695174 ---Validation accuracy:--- 0.952 Validation Loss: 0.15872839
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04762965 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16154322
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.033557948 ---Validation accuracy:--- 0.9512 Validation Loss: 0.15987399
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.036577825 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1498687
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.035214968 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16061325
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.10154591 ---Validation accuracy:--- 0.951 Validation Loss: 0.1674355
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.062006474 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16014498
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10396762 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16771524
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.0697221 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17004345
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.07934122 ---Validation accuracy:--- 0.9516 Validation Loss: 0.15640002
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.089296795 ---Validation accuracy:--- 0.946 Validation Loss: 0.18107343
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.087108105 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15845348
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.026376156 ---Validation accuracy:--- 0.951 Validation Loss: 0.16516484
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12298214 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1699156
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.025608443 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16722567
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.032917842 ---Validation accuracy:--- 0.948 Validation Loss: 0.16965
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.030655803 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16343318
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05977156 ---Validation accuracy:--- 0.947 Validation Loss: 0.18873046
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.023234146 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19852129
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019404132 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16309975
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0389642 ---Validation accuracy:--- 0.947 Validation Loss: 0.1775326
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04971668 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16093424
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09851237 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1833535
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.025512852 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1582063
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016888557 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16843198
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.12522222 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16545674
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02093041 ---Validation accuracy:--- 0.952 Validation Loss: 0.16138096
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09450803 ---Validation accuracy:--- 0.952 Validation Loss: 0.16271733
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04970331 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1604466
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016661022 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16050602
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.056172296 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16602942
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03382144 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17690942
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.124266244 ---Validation accuracy:--- 0.9414 Validation Loss: 0.19666922
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.15499355 ---Validation accuracy:--- 0.9392 Validation Loss: 0.2028679
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.16105743 ---Validation accuracy:--- 0.947 Validation Loss: 0.17488018
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.032756723 ---Validation accuracy:--- 0.949 Validation Loss: 0.16429158
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.09119932 ---Validation accuracy:--- 0.9356 Validation Loss: 0.20784448
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07975855 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16472498
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03614365 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16352828
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.037238974 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18140799
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.079169534 ---Validation accuracy:--- 0.9502 Validation Loss: 0.1632551
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.043069854 ---Validation accuracy:--- 0.9518 Validation Loss: 0.15822287
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06336989 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1625006
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09806944 ---Validation accuracy:--- 0.9452 Validation Loss: 0.174829
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.09470231 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16992259
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13981657 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16235787
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.067562714 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17501475
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11974892 ---Validation accuracy:--- 0.9404 Validation Loss: 0.19936833
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04233868 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18391278
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04680418 ---Validation accuracy:--- 0.9462 Validation Loss: 0.17693074
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03646445 ---Validation accuracy:--- 0.939 Validation Loss: 0.20336741
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0583587 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1724126
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07108602 ---Validation accuracy:--- 0.952 Validation Loss: 0.16762376
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.023137929 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16636637
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08338684 ---Validation accuracy:--- 0.949 Validation Loss: 0.16756533
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05118367 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16827226
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028927088 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17696428
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11231729 ---Validation accuracy:--- 0.9446 Validation Loss: 0.1802904
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0817926 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17188957
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.039066624 ---Validation accuracy:--- 0.952 Validation Loss: 0.16877419
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.04884141 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16192536
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.046520866 ---Validation accuracy:--- 0.9418 Validation Loss: 0.18555932
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.017723985 ---Validation accuracy:--- 0.9456 Validation Loss: 0.17172801
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.059365317 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17072886
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08836135 ---Validation accuracy:--- 0.948 Validation Loss: 0.16822973
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03982006 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1647397
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02975171 ---Validation accuracy:--- 0.9482 Validation Loss: 0.16474348
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14320162 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16187805
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0548119 ---Validation accuracy:--- 0.953 Validation Loss: 0.16270174
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.097328454 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16510461
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04515171 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16217631
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06591273 ---Validation accuracy:--- 0.9458 Validation Loss: 0.17935324
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05348776 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1779922
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.021666532 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17460595
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0544075 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16325009
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.083750874 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16333976
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0933174 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15884364
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028310016 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16463383
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.041536447 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17142025
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.03775213 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16348489
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.048691228 ---Validation accuracy:--- 0.9514 Validation Loss: 0.1587194
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.059022732 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16848896
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013189928 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16865818
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02400313 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15769269
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04676213 ---Validation accuracy:--- 0.952 Validation Loss: 0.16223833
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.057509627 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17726682
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.059062205 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16306621
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.035404753 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16842487
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.030187069 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17479229
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.121513456 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16536559
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04983703 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15791112
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.051359296 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15902461
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.037055593 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16546142
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.033319224 ---Validation accuracy:--- 0.953 Validation Loss: 0.16046312
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02972182 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15604874
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.043173056 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15244547
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0310804 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15579559
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.03899652 ---Validation accuracy:--- 0.952 Validation Loss: 0.16982631
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.062451597 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16462642
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05704238 ---Validation accuracy:--- 0.954 Validation Loss: 0.15615022
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07374883 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1606229
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.06750569 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17265022
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.034496665 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15500969
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0993605 ---Validation accuracy:--- 0.954 Validation Loss: 0.15246907
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.020544037 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1530968
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.074829176 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14994197
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.038589068 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16415516
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04606242 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16906796
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.029093608 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16886953
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.040565934 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15421024
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.10722838 ---Validation accuracy:--- 0.9566 Validation Loss: 0.1526281
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011212797 ---Validation accuracy:--- 0.9566 Validation Loss: 0.14901555
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.044070654 ---Validation accuracy:--- 0.9488 Validation Loss: 0.16441165
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009190436 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15375027
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04399354 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1517553
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.020127282 ---Validation accuracy:--- 0.9552 Validation Loss: 0.1558156
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.048013516 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16181602
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.08942775 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16214666
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13914883 ---Validation accuracy:--- 0.9486 Validation Loss: 0.16827488
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10543209 ---Validation accuracy:--- 0.9412 Validation Loss: 0.2015781
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07903928 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15784764
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05707444 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1583546
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.040830445 ---Validation accuracy:--- 0.943 Validation Loss: 0.18432628
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.054619197 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14841944
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.045050327 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15242614
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.050262995 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15392895
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1301167 ---Validation accuracy:--- 0.9352 Validation Loss: 0.21860796
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.21725608 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20525266
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0133118965 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1798321
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14900142 ---Validation accuracy:--- 0.954 Validation Loss: 0.16194041
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.027486578 ---Validation accuracy:--- 0.954 Validation Loss: 0.15811513
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.084100395 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16578881
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.05111665 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16463736
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.031244628 ---Validation accuracy:--- 0.954 Validation Loss: 0.15728079
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.060342565 ---Validation accuracy:--- 0.955 Validation Loss: 0.15109517
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03832169 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15686856
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0884258 ---Validation accuracy:--- 0.9458 Validation Loss: 0.17273398
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04649072 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16328803
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.022529228 ---Validation accuracy:--- 0.9518 Validation Loss: 0.15819053
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.059145726 ---Validation accuracy:--- 0.952 Validation Loss: 0.15604492
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028298555 ---Validation accuracy:--- 0.954 Validation Loss: 0.15510876
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0448878 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15115368
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10806478 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15822668
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.051029187 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15768307
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05962013 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16020422
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.026609965 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17134915
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.024557224 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15320213
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04137439 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15693048
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.0775699 ---Validation accuracy:--- 0.945 Validation Loss: 0.17843235
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.036628548 ---Validation accuracy:--- 0.9558 Validation Loss: 0.14916095
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07734124 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16419756
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06842183 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15414834
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.088083595 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15351969
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.066816084 ---Validation accuracy:--- 0.9438 Validation Loss: 0.18485856
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.052579835 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16914324
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.11816433 ---Validation accuracy:--- 0.947 Validation Loss: 0.18607849
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03525212 ---Validation accuracy:--- 0.956 Validation Loss: 0.15441458
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09169177 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1633529
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.035771977 ---Validation accuracy:--- 0.956 Validation Loss: 0.15148598
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.07473633 ---Validation accuracy:--- 0.95 Validation Loss: 0.1714787
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.018512595 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16669238
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07645063 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16810317
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.048277177 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15666614
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.11370182 ---Validation accuracy:--- 0.9512 Validation Loss: 0.15851995
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.051949188 ---Validation accuracy:--- 0.95 Validation Loss: 0.16781723
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.032838635 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17069583
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.061790172 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14289175
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05536267 ---Validation accuracy:--- 0.956 Validation Loss: 0.14804912
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.023879478 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15187591
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.057381555 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15148537
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06910015 ---Validation accuracy:--- 0.95 Validation Loss: 0.17985582
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11716546 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16003266
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03142978 ---Validation accuracy:--- 0.95 Validation Loss: 0.16094227
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.038717173 ---Validation accuracy:--- 0.9518 Validation Loss: 0.15579583
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.030115457 ---Validation accuracy:--- 0.956 Validation Loss: 0.14613123
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.024321962 ---Validation accuracy:--- 0.9546 Validation Loss: 0.14811108
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08646939 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15382268
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.057075292 ---Validation accuracy:--- 0.945 Validation Loss: 0.18022616
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.055475898 ---Validation accuracy:--- 0.949 Validation Loss: 0.1611894
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.045084745 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15631178
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.036759593 ---Validation accuracy:--- 0.9532 Validation Loss: 0.14969134
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0408537 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15657108
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12584865 ---Validation accuracy:--- 0.9512 Validation Loss: 0.15894064
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.066577375 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15833786
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016341576 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16193733
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05632598 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15480681
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06725329 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16727471
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08019935 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16128747
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.035211097 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15726572
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07185636 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15586486
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.030554084 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15064804
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02095106 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18278569
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.080775134 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17082612
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.024987878 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16794431
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03463946 ---Validation accuracy:--- 0.9548 Validation Loss: 0.1620212
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.029349513 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1808832
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.022227466 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16203628
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.035030387 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15198755
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.035651043 ---Validation accuracy:--- 0.9498 Validation Loss: 0.1649915
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.049832568 ---Validation accuracy:--- 0.9516 Validation Loss: 0.15848666
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.023072118 ---Validation accuracy:--- 0.951 Validation Loss: 0.16046973
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.122381285 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17511855
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.045028996 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16093597
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03028298 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16717899
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.017134674 ---Validation accuracy:--- 0.9522 Validation Loss: 0.1590716
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.061706267 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16629165
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.041753873 ---Validation accuracy:--- 0.9508 Validation Loss: 0.15628833
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013318824 ---Validation accuracy:--- 0.949 Validation Loss: 0.16452716
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.060964726 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16521391
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028179836 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16638385
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01610405 ---Validation accuracy:--- 0.953 Validation Loss: 0.16142549
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08367733 ---Validation accuracy:--- 0.949 Validation Loss: 0.16967146
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.039700028 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16464394
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.027265625 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16124329
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.025438085 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18154031
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06840244 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15210381
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.018981315 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15171967
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05997865 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15740927
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.104665905 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16534895
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08842315 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16004689
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.054664675 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16318908
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05733323 ---Validation accuracy:--- 0.9514 Validation Loss: 0.15884934
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.16534299 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1622526
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.025151128 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15368927
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.030812811 ---Validation accuracy:--- 0.952 Validation Loss: 0.15852612
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03828652 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16501574
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.027862705 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17338288
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06318679 ---Validation accuracy:--- 0.953 Validation Loss: 0.15924706
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0492449 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16460307
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12354143 ---Validation accuracy:--- 0.95 Validation Loss: 0.1672678
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06488683 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16062678
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.103160456 ---Validation accuracy:--- 0.9472 Validation Loss: 0.16441625
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04900178 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15744863
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.04701414 ---Validation accuracy:--- 0.952 Validation Loss: 0.16379248
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.072172835 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1895677
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.052780032 ---Validation accuracy:--- 0.9528 Validation Loss: 0.160976
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05147447 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15508577
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.024688635 ---Validation accuracy:--- 0.952 Validation Loss: 0.1656091
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.055664584 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15942036
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11049608 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15333933
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08534899 ---Validation accuracy:--- 0.9472 Validation Loss: 0.16837887
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04502823 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16036516
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.042305537 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16262503
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08007009 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15819672
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.027673054 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15656546
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06476323 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15819243
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02262068 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15669307
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06819133 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16537689
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06572467 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17435746
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.034850847 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16303349
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.059168216 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18337822
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0886372 ---Validation accuracy:--- 0.946 Validation Loss: 0.17859913
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06405102 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17348479
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09530878 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17346321
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019443236 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16218266
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.088152476 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16359502
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1353637 ---Validation accuracy:--- 0.9534 Validation Loss: 0.163854
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.054914847 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15717237
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.058196854 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18765664
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07848107 ---Validation accuracy:--- 0.9484 Validation Loss: 0.16962245
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.090774424 ---Validation accuracy:--- 0.9482 Validation Loss: 0.16333023
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.042346142 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16664748
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.043260816 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16454834
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03682298 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15914118
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.100735284 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17031708
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.059393268 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16672182
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.030596197 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16776705
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06359953 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19318865
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.041735753 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1757241
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.018443977 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16774414
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07429904 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16040562
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.09835125 ---Validation accuracy:--- 0.943 Validation Loss: 0.18963213
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.029510805 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16194308
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.021290151 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16095005
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.049948808 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17268836
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019147925 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16005029
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.018221224 ---Validation accuracy:--- 0.954 Validation Loss: 0.15261535
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.042346336 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16003032
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.04363387 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16283777
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0389971 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17084451
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.055652913 ---Validation accuracy:--- 0.954 Validation Loss: 0.15478538
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10502106 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16606301
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.036118403 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18547203
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.102826826 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16795085
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.074999616 ---Validation accuracy:--- 0.951 Validation Loss: 0.16349216
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.06587758 ---Validation accuracy:--- 0.9424 Validation Loss: 0.192241
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.058659315 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16170122
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.025538683 ---Validation accuracy:--- 0.951 Validation Loss: 0.16498637
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.048504014 ---Validation accuracy:--- 0.948 Validation Loss: 0.16059466
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02936204 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16539578
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.10124594 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16873123
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.045632597 ---Validation accuracy:--- 0.9512 Validation Loss: 0.15691353
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07819034 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1682844
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.108951114 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17492351
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.026726255 ---Validation accuracy:--- 0.949 Validation Loss: 0.17328027
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.055956565 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15469494
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.047244534 ---Validation accuracy:--- 0.9558 Validation Loss: 0.1472075
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.057045292 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15341134
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.017765172 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15536611
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016244695 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15441003
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.022941677 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16188484
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.073617876 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15993024
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.043226816 ---Validation accuracy:--- 0.9498 Validation Loss: 0.1744807
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04302169 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17140576
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11156468 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20632622
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.079364754 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18950209
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06662171 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17958443
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.067231804 ---Validation accuracy:--- 0.9454 Validation Loss: 0.190722
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05170088 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18897521
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.031899646 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18271951
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.055458408 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19796157
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08579785 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18825547
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.040293477 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18211676
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.048226465 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16740732
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.067796685 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15869811
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08850759 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16404374
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0274796 ---Validation accuracy:--- 0.955 Validation Loss: 0.15839685
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.041560534 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15962437
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05266325 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1625132
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13645579 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20183378
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06971691 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17381155
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.13819107 ---Validation accuracy:--- 0.953 Validation Loss: 0.16253617
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.044626735 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16361865
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03612396 ---Validation accuracy:--- 0.953 Validation Loss: 0.16026008
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014935529 ---Validation accuracy:--- 0.954 Validation Loss: 0.1605771
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.040088292 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15986939
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.026730245 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16807319
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04679482 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16278993
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.050988488 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15149768
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.032294348 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15383528
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014141097 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15381636
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.032542426 ---Validation accuracy:--- 0.956 Validation Loss: 0.15018956
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09993574 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15966335
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.05263219 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16262835
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.042797968 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16319035
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07420779 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16811386
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.041546144 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16290256
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10311355 ---Validation accuracy:--- 0.9522 Validation Loss: 0.15733327
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.053577967 ---Validation accuracy:--- 0.952 Validation Loss: 0.15993983
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.09364622 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15884808
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.042523116 ---Validation accuracy:--- 0.9396 Validation Loss: 0.19284007
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.024027815 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16609918
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.026916504 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15419431
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08156978 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15978308
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.047649756 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15190688
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06298004 ---Validation accuracy:--- 0.951 Validation Loss: 0.15936911
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04722503 ---Validation accuracy:--- 0.954 Validation Loss: 0.15866153
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.06155952 ---Validation accuracy:--- 0.949 Validation Loss: 0.17367178
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05075748 ---Validation accuracy:--- 0.953 Validation Loss: 0.16402481
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.06583214 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1637039
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05974351 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15528907
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08536096 ---Validation accuracy:--- 0.953 Validation Loss: 0.16231698
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.034371532 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21899594
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15273 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18448685
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.025331698 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16236514
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11217451 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16320036
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.086680114 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16180144
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.026976755 ---Validation accuracy:--- 0.951 Validation Loss: 0.16789307
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.066807576 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17495246
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.101754874 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16364998
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03844367 ---Validation accuracy:--- 0.957 Validation Loss: 0.14776072
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.048491407 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15112244
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.019178415 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14603272
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.058324475 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15447332
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.054472037 ---Validation accuracy:--- 0.953 Validation Loss: 0.15938985
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.040180463 ---Validation accuracy:--- 0.953 Validation Loss: 0.16288356
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05052289 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15578222
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07181541 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15308788
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.026094079 ---Validation accuracy:--- 0.9572 Validation Loss: 0.14985044
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.037122656 ---Validation accuracy:--- 0.9522 Validation Loss: 0.15514812
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09443044 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15570077
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.081043474 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16232568
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08822011 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15715057
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.057464357 ---Validation accuracy:--- 0.952 Validation Loss: 0.16605414
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15364653 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1601354
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.080655396 ---Validation accuracy:--- 0.9522 Validation Loss: 0.15487151
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04295514 ---Validation accuracy:--- 0.953 Validation Loss: 0.1506007
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.072155856 ---Validation accuracy:--- 0.954 Validation Loss: 0.14825068
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13404392 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15266809
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05663353 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1570144
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03540595 ---Validation accuracy:--- 0.956 Validation Loss: 0.14664334
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05899413 ---Validation accuracy:--- 0.9512 Validation Loss: 0.15372884
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04447552 ---Validation accuracy:--- 0.954 Validation Loss: 0.15282498
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.028811492 ---Validation accuracy:--- 0.9536 Validation Loss: 0.14973885
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10391125 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15566504
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.040346704 ---Validation accuracy:--- 0.9558 Validation Loss: 0.14897725
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.061181404 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15080906
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.062886804 ---Validation accuracy:--- 0.952 Validation Loss: 0.15740205
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.037363496 ---Validation accuracy:--- 0.9502 Validation Loss: 0.15531349
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10393844 ---Validation accuracy:--- 0.948 Validation Loss: 0.16986515
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04058032 ---Validation accuracy:--- 0.954 Validation Loss: 0.14817283
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03571216 ---Validation accuracy:--- 0.9506 Validation Loss: 0.15853134
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10181369 ---Validation accuracy:--- 0.9528 Validation Loss: 0.14979084
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.06442275 ---Validation accuracy:--- 0.9516 Validation Loss: 0.15650046
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.038705572 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15461253
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.05105059 ---Validation accuracy:--- 0.946 Validation Loss: 0.17312862
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0380379 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16510715
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0369224 ---Validation accuracy:--- 0.9504 Validation Loss: 0.15537225
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.029341577 ---Validation accuracy:--- 0.9526 Validation Loss: 0.14979135
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019200744 ---Validation accuracy:--- 0.9538 Validation Loss: 0.14943618
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1202563 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1691794
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.048959203 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16148414
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.02960853 ---Validation accuracy:--- 0.954 Validation Loss: 0.15454365
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05118804 ---Validation accuracy:--- 0.9488 Validation Loss: 0.16804111
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06566133 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16532429
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12402163 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15416956
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04762926 ---Validation accuracy:--- 0.952 Validation Loss: 0.15450862
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.07761719 ---Validation accuracy:--- 0.954 Validation Loss: 0.15705779
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.051685106 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16378313
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.045901537 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1554299
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04381052 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15907139
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09959288 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15542021
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.076651916 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1524511
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.23414367 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15216398
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.043615904 ---Validation accuracy:--- 0.952 Validation Loss: 0.16823752
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10983839 ---Validation accuracy:--- 0.9528 Validation Loss: 0.14965816
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013433225 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15132517
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01542122 ---Validation accuracy:--- 0.9504 Validation Loss: 0.15516807
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.024398841 ---Validation accuracy:--- 0.9532 Validation Loss: 0.147255
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.037932266 ---Validation accuracy:--- 0.9536 Validation Loss: 0.14497472
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06740552 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16515602
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05537154 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16357045
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.017988179 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16162121
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10369877 ---Validation accuracy:--- 0.95 Validation Loss: 0.17510447
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.035565276 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17146277
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.042762283 ---Validation accuracy:--- 0.953 Validation Loss: 0.16993062
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03084793 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15794526
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12256917 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16348203
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08337406 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17447205
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.089196876 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16377458
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12878613 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15576543
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10479526 ---Validation accuracy:--- 0.952 Validation Loss: 0.15992434
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.025546193 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17721462
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0666195 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15919267
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11150956 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16045776
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.11533072 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1608844
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04381335 ---Validation accuracy:--- 0.952 Validation Loss: 0.15946804
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.051596526 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17029248
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04859873 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17419781
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.044442363 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16344658
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.038883578 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1629086
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.053411793 ---Validation accuracy:--- 0.953 Validation Loss: 0.1588823
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03127707 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16693401
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.034918204 ---Validation accuracy:--- 0.9414 Validation Loss: 0.19964378
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0626596 ---Validation accuracy:--- 0.9444 Validation Loss: 0.17897019
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.019831385 ---Validation accuracy:--- 0.948 Validation Loss: 0.16680506
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0732319 ---Validation accuracy:--- 0.948 Validation Loss: 0.1659415
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1384403 ---Validation accuracy:--- 0.9416 Validation Loss: 0.1880538
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.093149975 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16099627
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.036584746 ---Validation accuracy:--- 0.953 Validation Loss: 0.15709388
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.045757145 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15517618
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.083213605 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16934231
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.053521927 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1629684
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.059097193 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16248858
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06903841 ---Validation accuracy:--- 0.9502 Validation Loss: 0.1636033
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.068558425 ---Validation accuracy:--- 0.9464 Validation Loss: 0.16918892
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.083341025 ---Validation accuracy:--- 0.952 Validation Loss: 0.15654501
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.048090473 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16145454
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.028211406 ---Validation accuracy:--- 0.9484 Validation Loss: 0.16919875
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.030026231 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15633394
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.041234925 ---Validation accuracy:--- 0.9562 Validation Loss: 0.1510505
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06545439 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15359862
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.032006152 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15151805
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07021765 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15446743
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.041162275 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1549494
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07577907 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16949488
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.065555 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1625333
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07339457 ---Validation accuracy:--- 0.954 Validation Loss: 0.15701997
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0747193 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15285176
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.058743607 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15394677
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08717421 ---Validation accuracy:--- 0.9552 Validation Loss: 0.14853509
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.044094313 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15052325
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.079665445 ---Validation accuracy:--- 0.955 Validation Loss: 0.15306103
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.018369941 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15764792
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.033331774 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15208438
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06898974 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16024072
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04858718 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16199562
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.045797434 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16909407
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.102941744 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15732573
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.060586315 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15203823
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.024940062 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15156321
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.055354632 ---Validation accuracy:--- 0.9554 Validation Loss: 0.14746481
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.042246234 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14963163
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.021766312 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17325547
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06846485 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17390104
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05399415 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15715301
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.04230164 ---Validation accuracy:--- 0.952 Validation Loss: 0.16760568
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07699498 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15657341
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.021691784 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15328532
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.046259202 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15615657
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04235193 ---Validation accuracy:--- 0.956 Validation Loss: 0.15716931
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04893459 ---Validation accuracy:--- 0.952 Validation Loss: 0.16898982
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.02848351 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15133902
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.059215948 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15243395
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.046477947 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16515464
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11904871 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18075188
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.054066494 ---Validation accuracy:--- 0.952 Validation Loss: 0.16928276
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.054905664 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15567456
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09295821 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16113123
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.050894726 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17168368
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.019867323 ---Validation accuracy:--- 0.953 Validation Loss: 0.15711506
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.040957283 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15464509
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.101379946 ---Validation accuracy:--- 0.95 Validation Loss: 0.16246809
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.052487697 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16844861
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.024829064 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1600743
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015572498 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15206602
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.043077882 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15114205
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10569124 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16796443
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.025664806 ---Validation accuracy:--- 0.952 Validation Loss: 0.15378574
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.054294974 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15097453
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03550015 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15239193
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.035248455 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15468687
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11806379 ---Validation accuracy:--- 0.9492 Validation Loss: 0.15996675
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.113581546 ---Validation accuracy:--- 0.9462 Validation Loss: 0.17871566
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1195932 ---Validation accuracy:--- 0.947 Validation Loss: 0.17451656
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.14156684 ---Validation accuracy:--- 0.9436 Validation Loss: 0.1859044
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08145044 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17041123
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.04560347 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16486573
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.028873239 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1649854
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1617009 ---Validation accuracy:--- 0.9422 Validation Loss: 0.18457346
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.017896792 ---Validation accuracy:--- 0.947 Validation Loss: 0.17378932
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13545956 ---Validation accuracy:--- 0.9534 Validation Loss: 0.14838709
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06762631 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17309065
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.055093333 ---Validation accuracy:--- 0.9512 Validation Loss: 0.15672195
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04647189 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17299604
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.022365095 ---Validation accuracy:--- 0.9452 Validation Loss: 0.1776423
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.07158048 ---Validation accuracy:--- 0.946 Validation Loss: 0.17817654
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.028632324 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17092265
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08231003 ---Validation accuracy:--- 0.955 Validation Loss: 0.15331988
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.032289673 ---Validation accuracy:--- 0.9558 Validation Loss: 0.1478719
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.028251791 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16302513
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.077916004 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17874563
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08866944 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17060302
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.019716952 ---Validation accuracy:--- 0.954 Validation Loss: 0.16161399
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.043240894 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15361363
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.102571584 ---Validation accuracy:--- 0.951 Validation Loss: 0.16226536
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.029831538 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17004536
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.035939086 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16152303
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023803879 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1596016
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03964379 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15601933
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015643628 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1539723
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.030875452 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15190393
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.074503586 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16136718
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.17189653 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15441169
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06999191 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18134634
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1381522 ---Validation accuracy:--- 0.9484 Validation Loss: 0.16972066
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0365378 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15891634
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.044300795 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1537082
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04459053 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15899801
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04721711 ---Validation accuracy:--- 0.95 Validation Loss: 0.1612533
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.09368733 ---Validation accuracy:--- 0.9516 Validation Loss: 0.15704012
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.023761554 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15648217
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06405392 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18205039
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03943023 ---Validation accuracy:--- 0.943 Validation Loss: 0.19156353
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0475946 ---Validation accuracy:--- 0.945 Validation Loss: 0.18571635
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.021845942 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16460623
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09691906 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16422158
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02897663 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1546175
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06210736 ---Validation accuracy:--- 0.9516 Validation Loss: 0.15903273
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07632659 ---Validation accuracy:--- 0.9518 Validation Loss: 0.15917659
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.057902317 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17129377
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.041817687 ---Validation accuracy:--- 0.9514 Validation Loss: 0.15326414
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.059164867 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15307318
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0274191 ---Validation accuracy:--- 0.9518 Validation Loss: 0.15717751
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06642492 ---Validation accuracy:--- 0.9522 Validation Loss: 0.15770112
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.07766701 ---Validation accuracy:--- 0.9544 Validation Loss: 0.14944291
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.02812532 ---Validation accuracy:--- 0.9538 Validation Loss: 0.14588974
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.021478644 ---Validation accuracy:--- 0.9574 Validation Loss: 0.1426558
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.036336847 ---Validation accuracy:--- 0.956 Validation Loss: 0.14500314
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.10639634 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15085298
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04648942 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14529912
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.024672622 ---Validation accuracy:--- 0.956 Validation Loss: 0.14392702
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.054509066 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14752035
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.027905932 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15574916
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06743231 ---Validation accuracy:--- 0.956 Validation Loss: 0.14932676
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07621039 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15507275
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07848463 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16513488
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02451029 ---Validation accuracy:--- 0.955 Validation Loss: 0.1551568
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0753402 ---Validation accuracy:--- 0.9552 Validation Loss: 0.14894329
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08560535 ---Validation accuracy:--- 0.9552 Validation Loss: 0.14986482
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03554889 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16468342
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.13970013 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17032908
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.046779137 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14989816
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.047240835 ---Validation accuracy:--- 0.9588 Validation Loss: 0.14591978
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07994057 ---Validation accuracy:--- 0.953 Validation Loss: 0.16328184
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.043069698 ---Validation accuracy:--- 0.957 Validation Loss: 0.14764962
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023028594 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14806814
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.021709995 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14395425
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.055466425 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1599999
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.027333107 ---Validation accuracy:--- 0.9548 Validation Loss: 0.1573172
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.025943952 ---Validation accuracy:--- 0.9548 Validation Loss: 0.14890331
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.058854073 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16842039
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03607211 ---Validation accuracy:--- 0.9398 Validation Loss: 0.19124013
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06284962 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16504043
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.0745121 ---Validation accuracy:--- 0.9526 Validation Loss: 0.156343
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.040992223 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15224387
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.056377605 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15255639
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.051827412 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14453347
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.069969326 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15938202
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.09028737 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17450488
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.071543604 ---Validation accuracy:--- 0.955 Validation Loss: 0.1566132
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.021580357 ---Validation accuracy:--- 0.9546 Validation Loss: 0.14748599
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06129151 ---Validation accuracy:--- 0.9524 Validation Loss: 0.1563483
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.041869756 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15766299
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.039783087 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15410483
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09150366 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15167746
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.021636972 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15124556
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03132118 ---Validation accuracy:--- 0.9548 Validation Loss: 0.14768772
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.046600938 ---Validation accuracy:--- 0.9498 Validation Loss: 0.15713367
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08614897 ---Validation accuracy:--- 0.951 Validation Loss: 0.15863308
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06707683 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15100393
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.045787267 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15174219
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.026709516 ---Validation accuracy:--- 0.956 Validation Loss: 0.14960268
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07180728 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1756034
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03040505 ---Validation accuracy:--- 0.952 Validation Loss: 0.16463615
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.055089638 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18433975
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.038274165 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16140568
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01887823 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16111599
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05006142 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15702918
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.09608919 ---Validation accuracy:--- 0.9438 Validation Loss: 0.18740642
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.043068375 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15588917
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.034022074 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15344425
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08149746 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15060113
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023022909 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15463372
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08122414 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17643525
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0613688 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16372308
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06139884 ---Validation accuracy:--- 0.956 Validation Loss: 0.15441275
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.032904994 ---Validation accuracy:--- 0.9564 Validation Loss: 0.14983791
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.066604115 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15893045
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0703589 ---Validation accuracy:--- 0.9522 Validation Loss: 0.1716897
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.042830992 ---Validation accuracy:--- 0.951 Validation Loss: 0.17075756
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09560524 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15811406
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.056375872 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16700569
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07215644 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16914293
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07623699 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18323186
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.056027144 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15071462
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.056009673 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15216771
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03866383 ---Validation accuracy:--- 0.953 Validation Loss: 0.15515591
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0501391 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15074517
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04130544 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15189315
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.049654618 ---Validation accuracy:--- 0.957 Validation Loss: 0.14603475
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.050561056 ---Validation accuracy:--- 0.955 Validation Loss: 0.14955954
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015726054 ---Validation accuracy:--- 0.953 Validation Loss: 0.15819275
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03459604 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15523635
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.064792015 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1549895
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.024931014 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15281656
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.058864478 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15683843
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.024696989 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15170607
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.0742207 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1579655
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010087054 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15413179
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13081624 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1681076
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03216424 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15514348
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03690134 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15379661
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.11011981 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15026942
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.016780045 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15128073
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05384406 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15331316
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.041270114 ---Validation accuracy:--- 0.954 Validation Loss: 0.15401532
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06727684 ---Validation accuracy:--- 0.955 Validation Loss: 0.15720955
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.054779693 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16030525
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.038366776 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15518829
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06838944 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16260228
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.032134354 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15804105
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.039751478 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15633698
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06955366 ---Validation accuracy:--- 0.9512 Validation Loss: 0.15780248
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.047903202 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14553463
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12829724 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14620344
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0754357 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17912619
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015634699 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15764433
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.100601405 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15716043
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07918219 ---Validation accuracy:--- 0.954 Validation Loss: 0.15692969
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05423766 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16431214
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02685307 ---Validation accuracy:--- 0.952 Validation Loss: 0.16294917
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02918756 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14768884
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.028622268 ---Validation accuracy:--- 0.9564 Validation Loss: 0.1506442
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.101671845 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15164363
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.110736035 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14806166
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12277573 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14968225
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05688828 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16234042
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.037626747 ---Validation accuracy:--- 0.9578 Validation Loss: 0.1482885
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.024015045 ---Validation accuracy:--- 0.955 Validation Loss: 0.15243201
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.030961107 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14863488
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1274173 ---Validation accuracy:--- 0.9512 Validation Loss: 0.1670349
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.058359064 ---Validation accuracy:--- 0.9506 Validation Loss: 0.167077
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.036358193 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16792497
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06919196 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16217057
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.1012466 ---Validation accuracy:--- 0.95 Validation Loss: 0.17924884
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.09139397 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15087701
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03160794 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15368524
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05325716 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16124186
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.1096844 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15019701
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06609146 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15215324
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013954245 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15009211
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.037113134 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15429989
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.065178186 ---Validation accuracy:--- 0.95 Validation Loss: 0.16993001
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.03954507 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16425784
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.041468076 ---Validation accuracy:--- 0.9562 Validation Loss: 0.1546635
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.020674901 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14845689
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03529655 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16222923
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08185523 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15559809
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03480686 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15303357
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.04277132 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16380803
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02645219 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15452923
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07810667 ---Validation accuracy:--- 0.9512 Validation Loss: 0.15902255
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.046027888 ---Validation accuracy:--- 0.954 Validation Loss: 0.15343982
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.035752214 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15481181
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015709372 ---Validation accuracy:--- 0.9522 Validation Loss: 0.15795295
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.105007105 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16327913
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04300591 ---Validation accuracy:--- 0.948 Validation Loss: 0.1710308
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06676024 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14894123
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.019486334 ---Validation accuracy:--- 0.957 Validation Loss: 0.14247161
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06297398 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15323222
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023874821 ---Validation accuracy:--- 0.955 Validation Loss: 0.15368488
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06782373 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16157056
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.017426953 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1598739
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.17114174 ---Validation accuracy:--- 0.9532 Validation Loss: 0.1562816
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.059589338 ---Validation accuracy:--- 0.952 Validation Loss: 0.16151066
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02643425 ---Validation accuracy:--- 0.953 Validation Loss: 0.15887688
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.024125254 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15148647
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013839147 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15332961
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.026939536 ---Validation accuracy:--- 0.955 Validation Loss: 0.15342674
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05968337 ---Validation accuracy:--- 0.951 Validation Loss: 0.1599494
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05900974 ---Validation accuracy:--- 0.954 Validation Loss: 0.15625395
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08523716 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17901424
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04539747 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16458991
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05006625 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15777695
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03812401 ---Validation accuracy:--- 0.953 Validation Loss: 0.1576664
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013389108 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15883037
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.011127215 ---Validation accuracy:--- 0.9552 Validation Loss: 0.1556231
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.104124434 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20424835
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.030218275 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1729355
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0818292 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15628465
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.073473446 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15304099
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.079335585 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17580853
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.16533375 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15550917
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06593704 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15009317
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.031473808 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14918204
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03508341 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18151578
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.036095854 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14918108
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015716694 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15104163
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.046044145 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17068984
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.055993844 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16215117
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.028431661 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16237225
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05398697 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15804377
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.047268897 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16570905
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.064966984 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15619865
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.063032635 ---Validation accuracy:--- 0.954 Validation Loss: 0.15434678
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.049190048 ---Validation accuracy:--- 0.953 Validation Loss: 0.15914771
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.043319684 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16279407
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07915055 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18220392
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06544489 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16772345
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.033221412 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15572056
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.035674434 ---Validation accuracy:--- 0.952 Validation Loss: 0.166937
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015798617 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15268162
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0233495 ---Validation accuracy:--- 0.954 Validation Loss: 0.14805992
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.042535435 ---Validation accuracy:--- 0.9516 Validation Loss: 0.15891846
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10827419 ---Validation accuracy:--- 0.952 Validation Loss: 0.16320139
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.04962195 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18446177
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14307703 ---Validation accuracy:--- 0.9498 Validation Loss: 0.1698603
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.10493389 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17270489
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.051136658 ---Validation accuracy:--- 0.9502 Validation Loss: 0.1733207
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.030463144 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16459778
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.048911497 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15978266
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.042989846 ---Validation accuracy:--- 0.9518 Validation Loss: 0.15648809
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10493825 ---Validation accuracy:--- 0.9552 Validation Loss: 0.14537078
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.031218903 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14546387
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.031508304 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14689831
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15926646 ---Validation accuracy:--- 0.954 Validation Loss: 0.14725505
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12308005 ---Validation accuracy:--- 0.954 Validation Loss: 0.14885639
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06318526 ---Validation accuracy:--- 0.9554 Validation Loss: 0.14304675
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.044565525 ---Validation accuracy:--- 0.9552 Validation Loss: 0.144291
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09154745 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1510069
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05010506 ---Validation accuracy:--- 0.95 Validation Loss: 0.16559814
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05815446 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15597619
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.111201674 ---Validation accuracy:--- 0.953 Validation Loss: 0.15177591
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05078091 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15245734
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.028117834 ---Validation accuracy:--- 0.951 Validation Loss: 0.16209485
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07922842 ---Validation accuracy:--- 0.947 Validation Loss: 0.16848771
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.047121555 ---Validation accuracy:--- 0.946 Validation Loss: 0.18077968
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05494717 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1634807
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.019328423 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15308233
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06846965 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15184502
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04255779 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16225086
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.072502814 ---Validation accuracy:--- 0.956 Validation Loss: 0.14839925
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02264268 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16151394
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06988106 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15620106
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.039002772 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15383111
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.039190695 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15353325
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.04349429 ---Validation accuracy:--- 0.9552 Validation Loss: 0.14964825
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.066237114 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16251838
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03089307 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18084018
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07217434 ---Validation accuracy:--- 0.951 Validation Loss: 0.17190395
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04703599 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15470232
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11246791 ---Validation accuracy:--- 0.951 Validation Loss: 0.16015255
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.040417433 ---Validation accuracy:--- 0.9512 Validation Loss: 0.1680829
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.051130466 ---Validation accuracy:--- 0.95 Validation Loss: 0.16250312
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.097070955 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15393823
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.037534643 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15371865
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03249521 ---Validation accuracy:--- 0.9512 Validation Loss: 0.1509362
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.051935166 ---Validation accuracy:--- 0.951 Validation Loss: 0.16235699
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.024219964 ---Validation accuracy:--- 0.9506 Validation Loss: 0.15693513
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06863182 ---Validation accuracy:--- 0.954 Validation Loss: 0.15116046
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04120996 ---Validation accuracy:--- 0.9482 Validation Loss: 0.16274089
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.029266147 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16316786
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.022830172 ---Validation accuracy:--- 0.954 Validation Loss: 0.15429854
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.062721394 ---Validation accuracy:--- 0.95 Validation Loss: 0.1667378
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12188296 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15870138
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.116542555 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16439548
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.04074293 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17510754
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.030428816 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16743733
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.13118044 ---Validation accuracy:--- 0.9338 Validation Loss: 0.21240501
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07429385 ---Validation accuracy:--- 0.946 Validation Loss: 0.17166857
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12490842 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15519136
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06757241 ---Validation accuracy:--- 0.9492 Validation Loss: 0.15652251
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04451271 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15091531
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.06620783 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15175648
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06566834 ---Validation accuracy:--- 0.9498 Validation Loss: 0.15973379
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.032585595 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16086604
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.024829479 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16391248
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.041704893 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15804398
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.016586594 ---Validation accuracy:--- 0.9514 Validation Loss: 0.15593748
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023586322 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16000497
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.099615976 ---Validation accuracy:--- 0.9522 Validation Loss: 0.15594241
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08079757 ---Validation accuracy:--- 0.9438 Validation Loss: 0.18675241
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.083604425 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1621752
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.03983337 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15791985
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.045647077 ---Validation accuracy:--- 0.941 Validation Loss: 0.17788562
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04437069 ---Validation accuracy:--- 0.9436 Validation Loss: 0.17989449
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.04882822 ---Validation accuracy:--- 0.9442 Validation Loss: 0.16741508
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04221967 ---Validation accuracy:--- 0.9464 Validation Loss: 0.16951564
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.15607446 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17040537
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.027665978 ---Validation accuracy:--- 0.9514 Validation Loss: 0.1558122
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07233957 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15360549
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.052849706 ---Validation accuracy:--- 0.9548 Validation Loss: 0.14893016
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.025035877 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15321018
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06470362 ---Validation accuracy:--- 0.952 Validation Loss: 0.16286972
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07274431 ---Validation accuracy:--- 0.9432 Validation Loss: 0.18270817
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.049558174 ---Validation accuracy:--- 0.939 Validation Loss: 0.18920827
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10119783 ---Validation accuracy:--- 0.9462 Validation Loss: 0.17830904
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05850829 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16370955
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.017186176 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15388182
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.022386296 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15166637
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.042695716 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16074598
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01816388 ---Validation accuracy:--- 0.948 Validation Loss: 0.16532141
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08684594 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15818162
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04522089 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17095198
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008926467 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15451215
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.052212227 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1500074
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.026355991 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15641508
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06013993 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15586588
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07331483 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16447942
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.030436492 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15120813
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.028026314 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1678847
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.032258645 ---Validation accuracy:--- 0.955 Validation Loss: 0.15729019
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.064773224 ---Validation accuracy:--- 0.9514 Validation Loss: 0.162068
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0363122 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16131215
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.12378986 ---Validation accuracy:--- 0.941 Validation Loss: 0.19674787
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07126275 ---Validation accuracy:--- 0.9104 Validation Loss: 0.31162632
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.039031524 ---Validation accuracy:--- 0.9182 Validation Loss: 0.25822225
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10530409 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16879605
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.033284243 ---Validation accuracy:--- 0.946 Validation Loss: 0.18245217
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.024324505 ---Validation accuracy:--- 0.947 Validation Loss: 0.17704928
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.2036992 ---Validation accuracy:--- 0.95 Validation Loss: 0.16845228
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05851166 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1691209
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09010355 ---Validation accuracy:--- 0.9414 Validation Loss: 0.1899294
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.05383445 ---Validation accuracy:--- 0.9512 Validation Loss: 0.15921727
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11446456 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19135793
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.19270258 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1799892
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06811478 ---Validation accuracy:--- 0.9514 Validation Loss: 0.15633965
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.043379884 ---Validation accuracy:--- 0.95 Validation Loss: 0.1604086
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06053981 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16533074
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06143445 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16383113
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.025866276 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15516229
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.014634264 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15379542
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03841664 ---Validation accuracy:--- 0.9512 Validation Loss: 0.15936565
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12614366 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17145835
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.058351174 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15108527
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.030496277 ---Validation accuracy:--- 0.9542 Validation Loss: 0.14936304
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.026664639 ---Validation accuracy:--- 0.955 Validation Loss: 0.14712173
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04799269 ---Validation accuracy:--- 0.949 Validation Loss: 0.16601434
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0406395 ---Validation accuracy:--- 0.9446 Validation Loss: 0.17410716
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.072933435 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1705283
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.045265578 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17128953
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01795195 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15353952
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.030721866 ---Validation accuracy:--- 0.953 Validation Loss: 0.15485868
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08770416 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15720037
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04676349 ---Validation accuracy:--- 0.9556 Validation Loss: 0.1466972
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.04597068 ---Validation accuracy:--- 0.9554 Validation Loss: 0.14894705
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0540366 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15424809
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.053621482 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1548941
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.042022906 ---Validation accuracy:--- 0.954 Validation Loss: 0.15077679
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.030252578 ---Validation accuracy:--- 0.9548 Validation Loss: 0.14709449
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02470313 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16459854
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03424072 ---Validation accuracy:--- 0.951 Validation Loss: 0.16530815
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08417316 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1644928
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.020151835 ---Validation accuracy:--- 0.9518 Validation Loss: 0.15681103
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.029712616 ---Validation accuracy:--- 0.944 Validation Loss: 0.18278915
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.046898905 ---Validation accuracy:--- 0.947 Validation Loss: 0.17820768
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.040676136 ---Validation accuracy:--- 0.9432 Validation Loss: 0.18050365
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.032270685 ---Validation accuracy:--- 0.9502 Validation Loss: 0.1682961
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.0808411 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16787186
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08462492 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16315378
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.041585628 ---Validation accuracy:--- 0.951 Validation Loss: 0.17057103
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.052169353 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16112582
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09230917 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15115535
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.104584314 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15070914
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.076762564 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16163285
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07672641 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15766963
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023728505 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17624003
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.080710046 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16186479
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.046439208 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16717473
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06583962 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16157216
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08028328 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15269144
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.027739655 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15326108
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.051367756 ---Validation accuracy:--- 0.954 Validation Loss: 0.15425397
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.032289628 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16116743
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.025854431 ---Validation accuracy:--- 0.955 Validation Loss: 0.15948571
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.051854715 ---Validation accuracy:--- 0.954 Validation Loss: 0.15907252
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015460527 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16782635
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.073111154 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18200737
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02313431 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16732588
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.056880817 ---Validation accuracy:--- 0.954 Validation Loss: 0.15507023
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.027570358 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16100371
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10172384 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16092472
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12517448 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16480114
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0994077 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16004714
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.026647791 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15290557
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.067734 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15549518
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09053051 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15365739
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.120163515 ---Validation accuracy:--- 0.954 Validation Loss: 0.15317924
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08493783 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15277332
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.028407201 ---Validation accuracy:--- 0.9552 Validation Loss: 0.14952952
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015378332 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1478953
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06157628 ---Validation accuracy:--- 0.9514 Validation Loss: 0.15535356
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.02760417 ---Validation accuracy:--- 0.9546 Validation Loss: 0.14541937
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.055743434 ---Validation accuracy:--- 0.9572 Validation Loss: 0.14452997
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.029557304 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14678343
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05556839 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15368764
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.027086392 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15310743
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02528308 ---Validation accuracy:--- 0.9518 Validation Loss: 0.15922032
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0713445 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16327602
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13917853 ---Validation accuracy:--- 0.9322 Validation Loss: 0.22911939
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.045800906 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17019245
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.022987876 ---Validation accuracy:--- 0.9434 Validation Loss: 0.18144438
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.027851794 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15770006
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.052959386 ---Validation accuracy:--- 0.9466 Validation Loss: 0.17906587
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.022529088 ---Validation accuracy:--- 0.9506 Validation Loss: 0.15871926
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.028469248 ---Validation accuracy:--- 0.9488 Validation Loss: 0.16628528
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.026262607 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17103648
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04934819 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16492352
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.036533352 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15849307
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.044480022 ---Validation accuracy:--- 0.954 Validation Loss: 0.15571044
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.12107233 ---Validation accuracy:--- 0.9456 Validation Loss: 0.17633778
Wall time: 1min 47s

#Calculate averages
print("Average Training Accuracy:", np.mean(acc_train))
print("Average Training Loss:", np.mean(loss_train))
print("Average Validation Accuracy:", np.mean(acc_val))
print("Average Validation Loss:", np.mean(loss_val))   

Average Training Accuracy: 0.95
Average Training Loss: 0.12107233
Average Validation Accuracy: 0.9456
Average Validation Loss: 0.17633778

Note:

It is apparent that Model 2 (20 nodes for each layer) results in the best performance (both time and accuracy) of the three models. This same analysis will be applied to 5 layer models (Models 4, 5 and 6).

Model 4 (5 layers, 10 nodes per layer, learning rate = .5, epochs = 10, batch size = 100)

tf.reset_default_graph()

# Set hyperparameters
learning_rate = 0.5
n_epochs = 10
batch_size = 100

image_size = 784
num_classes = 10

n_inputs = image_size
n_hidden1 = 10
n_hidden2 = 10
n_hidden3 = 10
n_hidden4 = 10
n_hidden5 = 10
n_outputs = num_classes

X = tf.placeholder(tf.float32, shape = (None, n_inputs), name = 'X')
y = tf.placeholder(tf.float32, shape = (None), name = 'Y')

#Specify classifying method
with tf.name_scope("dnn"): 
    hidden1 = tf.layers.dense(X, n_hidden1, name = "hidden1", activation = tf.nn.relu) 
    hidden2 = tf.layers.dense(hidden1, n_hidden2, name = "hidden2", activation = tf.nn.relu) 
    hidden3 = tf.layers.dense(hidden2, n_hidden3, name = "hidden3", activation = tf.nn.relu) 
    hidden4 = tf.layers.dense(hidden3, n_hidden4, name = "hidden4", activation = tf.nn.relu) 
    hidden5 = tf.layers.dense(hidden4, n_hidden5, name = "hidden5", activation = tf.nn.relu) 
    logits = tf.layers.dense(hidden5, n_outputs, name = "outputs")

#Specify method to compute loss
with tf.name_scope("loss"): 
    xentropy = tf.nn.softmax_cross_entropy_with_logits(labels = y, logits = logits) 
    loss = tf.reduce_mean(xentropy, name = "loss")

#Specify training method
with tf.name_scope("train"):
    optimizer = tf.train.GradientDescentOptimizer(learning_rate = learning_rate) 
    training_op = optimizer.minimize(loss)

#Specify evaluation method
labels = tf.argmax(y, -1)

with tf.name_scope("eval"):
    correct = tf.nn.in_top_k(logits, labels, 1) 
    accuracy = tf.reduce_mean(tf.cast(correct, tf.float32)) 

init = tf.global_variables_initializer() 

%%time
with tf.Session() as sess:
    init.run()
    for epoch in range(n_epochs): 
        for iteration in range( mnist.train.num_examples // batch_size): 
            X_batch, y_batch = mnist.train.next_batch(batch_size) 
            sess.run(training_op, feed_dict ={ X: X_batch, y : y_batch}) 
            acc_train = accuracy.eval(feed_dict ={ X: X_batch, y : y_batch}) 
            acc_val = accuracy.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels}) 
            loss_train = loss.eval(feed_dict = { X: X_batch, y : y_batch})
            loss_val = loss.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels}) 
            print("Epoch:", epoch, "---Training accuracy:---", acc_train, "Training Loss:",loss_train,"---Validation accuracy:---", acc_val, "Validation Loss:", loss_val) 

Epoch: 0 ---Training accuracy:--- 0.14 Training Loss: 2.291224 ---Validation accuracy:--- 0.096 Validation Loss: 2.2998035
Epoch: 0 ---Training accuracy:--- 0.07 Training Loss: 2.280573 ---Validation accuracy:--- 0.0942 Validation Loss: 2.2940798
Epoch: 0 ---Training accuracy:--- 0.14 Training Loss: 2.270166 ---Validation accuracy:--- 0.1168 Validation Loss: 2.2889724
Epoch: 0 ---Training accuracy:--- 0.16 Training Loss: 2.2850127 ---Validation accuracy:--- 0.135 Validation Loss: 2.2902858
Epoch: 0 ---Training accuracy:--- 0.09 Training Loss: 2.2702405 ---Validation accuracy:--- 0.107 Validation Loss: 2.283296
Epoch: 0 ---Training accuracy:--- 0.16 Training Loss: 2.2632182 ---Validation accuracy:--- 0.1374 Validation Loss: 2.2747679
Epoch: 0 ---Training accuracy:--- 0.11 Training Loss: 2.2334428 ---Validation accuracy:--- 0.0938 Validation Loss: 2.2934442
Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 2.2692146 ---Validation accuracy:--- 0.1908 Validation Loss: 2.2811277
Epoch: 0 ---Training accuracy:--- 0.09 Training Loss: 2.2588623 ---Validation accuracy:--- 0.0732 Validation Loss: 2.2575426
Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 2.2123506 ---Validation accuracy:--- 0.18 Validation Loss: 2.2376747
Epoch: 0 ---Training accuracy:--- 0.22 Training Loss: 2.222291 ---Validation accuracy:--- 0.2152 Validation Loss: 2.2241912
Epoch: 0 ---Training accuracy:--- 0.19 Training Loss: 2.1734812 ---Validation accuracy:--- 0.1338 Validation Loss: 2.2854009
Epoch: 0 ---Training accuracy:--- 0.16 Training Loss: 2.290041 ---Validation accuracy:--- 0.1356 Validation Loss: 2.298602
Epoch: 0 ---Training accuracy:--- 0.17 Training Loss: 2.2949135 ---Validation accuracy:--- 0.1364 Validation Loss: 2.2972417
Epoch: 0 ---Training accuracy:--- 0.21 Training Loss: 2.283467 ---Validation accuracy:--- 0.1372 Validation Loss: 2.291766
Epoch: 0 ---Training accuracy:--- 0.18 Training Loss: 2.2796373 ---Validation accuracy:--- 0.1684 Validation Loss: 2.2835808
Epoch: 0 ---Training accuracy:--- 0.19 Training Loss: 2.2776368 ---Validation accuracy:--- 0.1714 Validation Loss: 2.2808235
Epoch: 0 ---Training accuracy:--- 0.2 Training Loss: 2.2416582 ---Validation accuracy:--- 0.1908 Validation Loss: 2.2594051
Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.240438 ---Validation accuracy:--- 0.2244 Validation Loss: 2.216665
Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.0597606 ---Validation accuracy:--- 0.19 Validation Loss: 2.1496906
Epoch: 0 ---Training accuracy:--- 0.2 Training Loss: 2.1458693 ---Validation accuracy:--- 0.2334 Validation Loss: 2.1321743
Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 2.0814753 ---Validation accuracy:--- 0.1568 Validation Loss: 2.2479
Epoch: 0 ---Training accuracy:--- 0.08 Training Loss: 2.2902799 ---Validation accuracy:--- 0.0994 Validation Loss: 2.2993
Epoch: 0 ---Training accuracy:--- 0.14 Training Loss: 2.296882 ---Validation accuracy:--- 0.1428 Validation Loss: 2.2969165
Epoch: 0 ---Training accuracy:--- 0.14 Training Loss: 2.2919025 ---Validation accuracy:--- 0.1468 Validation Loss: 2.2950492
Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.269129 ---Validation accuracy:--- 0.1512 Validation Loss: 2.2914424
Epoch: 0 ---Training accuracy:--- 0.15 Training Loss: 2.2355587 ---Validation accuracy:--- 0.1024 Validation Loss: 2.291022
Epoch: 0 ---Training accuracy:--- 0.11 Training Loss: 2.243579 ---Validation accuracy:--- 0.098 Validation Loss: 2.2865934
Epoch: 0 ---Training accuracy:--- 0.13 Training Loss: 2.2790017 ---Validation accuracy:--- 0.146 Validation Loss: 2.268025
Epoch: 0 ---Training accuracy:--- 0.19 Training Loss: 2.2267811 ---Validation accuracy:--- 0.1348 Validation Loss: 2.2553177
Epoch: 0 ---Training accuracy:--- 0.13 Training Loss: 2.232821 ---Validation accuracy:--- 0.1506 Validation Loss: 2.2306979
Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.1510215 ---Validation accuracy:--- 0.206 Validation Loss: 2.1979206
Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 2.08051 ---Validation accuracy:--- 0.2498 Validation Loss: 2.1517165
Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.0404067 ---Validation accuracy:--- 0.2744 Validation Loss: 2.0848613
Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 2.0548356 ---Validation accuracy:--- 0.238 Validation Loss: 2.0256288
Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.8673105 ---Validation accuracy:--- 0.269 Validation Loss: 1.9812133
Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.8507111 ---Validation accuracy:--- 0.3222 Validation Loss: 1.9537207
Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.9101651 ---Validation accuracy:--- 0.2532 Validation Loss: 2.0133944
Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 2.0358188 ---Validation accuracy:--- 0.2548 Validation Loss: 2.053077
Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 1.868169 ---Validation accuracy:--- 0.293 Validation Loss: 1.9144526
Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 1.8853006 ---Validation accuracy:--- 0.2966 Validation Loss: 1.8703207
Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 1.7763855 ---Validation accuracy:--- 0.2844 Validation Loss: 1.8418673
Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.7464774 ---Validation accuracy:--- 0.2682 Validation Loss: 1.9041551
Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 1.8519351 ---Validation accuracy:--- 0.285 Validation Loss: 1.8762
Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 2.06843 ---Validation accuracy:--- 0.2882 Validation Loss: 1.9934895
Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 1.8945191 ---Validation accuracy:--- 0.2954 Validation Loss: 1.818914
Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.7540734 ---Validation accuracy:--- 0.2542 Validation Loss: 1.9929918
Epoch: 0 ---Training accuracy:--- 0.36 Training Loss: 1.7004126 ---Validation accuracy:--- 0.3518 Validation Loss: 1.8256205
Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.8207971 ---Validation accuracy:--- 0.2872 Validation Loss: 1.8439078
Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 1.9408966 ---Validation accuracy:--- 0.2618 Validation Loss: 1.9645042
Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.8540393 ---Validation accuracy:--- 0.223 Validation Loss: 1.9706202
Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 1.9208435 ---Validation accuracy:--- 0.2804 Validation Loss: 1.8677691
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.7785476 ---Validation accuracy:--- 0.2754 Validation Loss: 1.7932383
Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.8834893 ---Validation accuracy:--- 0.3152 Validation Loss: 1.7917547
Epoch: 0 ---Training accuracy:--- 0.31 Training Loss: 1.7863824 ---Validation accuracy:--- 0.3186 Validation Loss: 1.8385239
Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.6606082 ---Validation accuracy:--- 0.2614 Validation Loss: 2.0380054
Epoch: 0 ---Training accuracy:--- 0.15 Training Loss: 2.2508357 ---Validation accuracy:--- 0.172 Validation Loss: 2.1922424
Epoch: 0 ---Training accuracy:--- 0.21 Training Loss: 2.070812 ---Validation accuracy:--- 0.1996 Validation Loss: 2.0198703
Epoch: 0 ---Training accuracy:--- 0.31 Training Loss: 1.9630914 ---Validation accuracy:--- 0.26 Validation Loss: 1.9696203
Epoch: 0 ---Training accuracy:--- 0.22 Training Loss: 2.0261898 ---Validation accuracy:--- 0.2038 Validation Loss: 2.0904133
Epoch: 0 ---Training accuracy:--- 0.11 Training Loss: 2.2745407 ---Validation accuracy:--- 0.1044 Validation Loss: 2.3132837
Epoch: 0 ---Training accuracy:--- 0.12 Training Loss: 2.2242167 ---Validation accuracy:--- 0.1448 Validation Loss: 2.2151957
Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 2.0198014 ---Validation accuracy:--- 0.1982 Validation Loss: 2.0300837
Epoch: 0 ---Training accuracy:--- 0.21 Training Loss: 1.9352729 ---Validation accuracy:--- 0.2044 Validation Loss: 1.9590749
Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.8468014 ---Validation accuracy:--- 0.257 Validation Loss: 1.8855518
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.7407433 ---Validation accuracy:--- 0.2398 Validation Loss: 1.9885098
Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 1.8419648 ---Validation accuracy:--- 0.2698 Validation Loss: 1.8746151
Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 1.7821246 ---Validation accuracy:--- 0.2736 Validation Loss: 1.8505106
Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.667325 ---Validation accuracy:--- 0.3362 Validation Loss: 1.786109
Epoch: 0 ---Training accuracy:--- 0.36 Training Loss: 1.6304841 ---Validation accuracy:--- 0.298 Validation Loss: 1.7634513
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.8257974 ---Validation accuracy:--- 0.2486 Validation Loss: 2.0265934
Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 1.8139652 ---Validation accuracy:--- 0.2228 Validation Loss: 1.8542988
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.7464364 ---Validation accuracy:--- 0.2876 Validation Loss: 1.8080711
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.8480656 ---Validation accuracy:--- 0.274 Validation Loss: 1.8411101
Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 1.8363693 ---Validation accuracy:--- 0.284 Validation Loss: 1.7612562
Epoch: 0 ---Training accuracy:--- 0.36 Training Loss: 1.7957383 ---Validation accuracy:--- 0.2778 Validation Loss: 1.8807884
Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.003665 ---Validation accuracy:--- 0.2496 Validation Loss: 2.036739
Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 1.9810623 ---Validation accuracy:--- 0.2208 Validation Loss: 2.0682487
Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.8677887 ---Validation accuracy:--- 0.3012 Validation Loss: 1.9957834
Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 1.9849768 ---Validation accuracy:--- 0.2422 Validation Loss: 1.9662027
Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.8876519 ---Validation accuracy:--- 0.2888 Validation Loss: 1.8860754
Epoch: 0 ---Training accuracy:--- 0.31 Training Loss: 1.7832583 ---Validation accuracy:--- 0.33 Validation Loss: 1.772
Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.6738348 ---Validation accuracy:--- 0.3022 Validation Loss: 1.7109531
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.7755862 ---Validation accuracy:--- 0.292 Validation Loss: 1.7836207
Epoch: 0 ---Training accuracy:--- 0.42 Training Loss: 1.5222162 ---Validation accuracy:--- 0.3456 Validation Loss: 1.6795279
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.7890921 ---Validation accuracy:--- 0.2978 Validation Loss: 1.8690711
Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.723894 ---Validation accuracy:--- 0.329 Validation Loss: 1.7599012
Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 1.7797743 ---Validation accuracy:--- 0.3016 Validation Loss: 1.7100205
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.6688863 ---Validation accuracy:--- 0.2918 Validation Loss: 1.7222643
Epoch: 0 ---Training accuracy:--- 0.36 Training Loss: 1.6874655 ---Validation accuracy:--- 0.312 Validation Loss: 1.6711029
Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 1.8792802 ---Validation accuracy:--- 0.2344 Validation Loss: 2.1494534
Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 1.9101697 ---Validation accuracy:--- 0.2364 Validation Loss: 1.901316
Epoch: 0 ---Training accuracy:--- 0.31 Training Loss: 1.8044857 ---Validation accuracy:--- 0.2412 Validation Loss: 1.9016645
Epoch: 0 ---Training accuracy:--- 0.22 Training Loss: 1.957918 ---Validation accuracy:--- 0.2446 Validation Loss: 1.8901936
Epoch: 0 ---Training accuracy:--- 0.2 Training Loss: 1.8281506 ---Validation accuracy:--- 0.2232 Validation Loss: 1.8927855
Epoch: 0 ---Training accuracy:--- 0.2 Training Loss: 1.9914905 ---Validation accuracy:--- 0.2656 Validation Loss: 1.8881701
Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 1.9689063 ---Validation accuracy:--- 0.2522 Validation Loss: 1.8745546
Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 1.8991765 ---Validation accuracy:--- 0.2402 Validation Loss: 1.8747473
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.9251723 ---Validation accuracy:--- 0.2428 Validation Loss: 1.8713969
Epoch: 0 ---Training accuracy:--- 0.31 Training Loss: 1.8183419 ---Validation accuracy:--- 0.315 Validation Loss: 1.8582654
Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.7946646 ---Validation accuracy:--- 0.3452 Validation Loss: 1.8442321
Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 1.8464319 ---Validation accuracy:--- 0.2784 Validation Loss: 1.8880998
Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.8909671 ---Validation accuracy:--- 0.276 Validation Loss: 1.9142795
Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 1.8627625 ---Validation accuracy:--- 0.266 Validation Loss: 1.8849825
Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 1.999356 ---Validation accuracy:--- 0.2468 Validation Loss: 1.9578676
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.8132148 ---Validation accuracy:--- 0.32 Validation Loss: 1.8490033
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.9068131 ---Validation accuracy:--- 0.3142 Validation Loss: 1.9268184
Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.9047626 ---Validation accuracy:--- 0.293 Validation Loss: 1.9082205
Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.9888752 ---Validation accuracy:--- 0.2598 Validation Loss: 2.0686667
Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 1.9656754 ---Validation accuracy:--- 0.277 Validation Loss: 1.9840994
Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 1.9796699 ---Validation accuracy:--- 0.2436 Validation Loss: 1.991343
Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.8620514 ---Validation accuracy:--- 0.3028 Validation Loss: 1.8516395
Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.7877301 ---Validation accuracy:--- 0.2222 Validation Loss: 1.834351
Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 1.8342861 ---Validation accuracy:--- 0.269 Validation Loss: 1.8212105
Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.762902 ---Validation accuracy:--- 0.26 Validation Loss: 1.7762953
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.7705483 ---Validation accuracy:--- 0.2498 Validation Loss: 1.7911644
Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.7381363 ---Validation accuracy:--- 0.2822 Validation Loss: 1.7902086
Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.6718915 ---Validation accuracy:--- 0.3088 Validation Loss: 1.7335058
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.6833874 ---Validation accuracy:--- 0.2984 Validation Loss: 1.7160382
Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.6397324 ---Validation accuracy:--- 0.3154 Validation Loss: 1.6520476
Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.6353515 ---Validation accuracy:--- 0.362 Validation Loss: 1.6403637
Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.6182704 ---Validation accuracy:--- 0.3154 Validation Loss: 1.6792378
Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.7161654 ---Validation accuracy:--- 0.2898 Validation Loss: 1.7644094
Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.606456 ---Validation accuracy:--- 0.31 Validation Loss: 1.6419458
Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.5942392 ---Validation accuracy:--- 0.3186 Validation Loss: 1.6274816
Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.6254201 ---Validation accuracy:--- 0.326 Validation Loss: 1.6146735
Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.5290979 ---Validation accuracy:--- 0.3452 Validation Loss: 1.6400025
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.5711703 ---Validation accuracy:--- 0.3004 Validation Loss: 1.7220361
Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.5160047 ---Validation accuracy:--- 0.3156 Validation Loss: 1.6681373
Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.5729668 ---Validation accuracy:--- 0.3958 Validation Loss: 1.62296
Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 1.7500881 ---Validation accuracy:--- 0.315 Validation Loss: 1.8019221
Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.67698 ---Validation accuracy:--- 0.3412 Validation Loss: 1.7737848
Epoch: 0 ---Training accuracy:--- 0.36 Training Loss: 1.6124873 ---Validation accuracy:--- 0.346 Validation Loss: 1.6508623
Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.5855914 ---Validation accuracy:--- 0.3918 Validation Loss: 1.5763565
Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.623753 ---Validation accuracy:--- 0.4098 Validation Loss: 1.579759
Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.5331081 ---Validation accuracy:--- 0.4262 Validation Loss: 1.5995791
Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.4756289 ---Validation accuracy:--- 0.4356 Validation Loss: 1.5346371
Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.4038477 ---Validation accuracy:--- 0.3454 Validation Loss: 1.6176674
Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.6591035 ---Validation accuracy:--- 0.2774 Validation Loss: 1.7505348
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 2.0739214 ---Validation accuracy:--- 0.2858 Validation Loss: 1.9825541
Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.6577966 ---Validation accuracy:--- 0.382 Validation Loss: 1.6634368
Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.674486 ---Validation accuracy:--- 0.337 Validation Loss: 1.6820203
Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.5206735 ---Validation accuracy:--- 0.3818 Validation Loss: 1.6097095
Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.5133126 ---Validation accuracy:--- 0.3506 Validation Loss: 1.6897588
Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 1.8421129 ---Validation accuracy:--- 0.2872 Validation Loss: 1.832826
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.8301424 ---Validation accuracy:--- 0.305 Validation Loss: 1.8176012
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.8671615 ---Validation accuracy:--- 0.2818 Validation Loss: 1.8853219
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.9066362 ---Validation accuracy:--- 0.3086 Validation Loss: 1.8107023
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.8600644 ---Validation accuracy:--- 0.2954 Validation Loss: 1.8205438
Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.8147049 ---Validation accuracy:--- 0.32 Validation Loss: 1.7887129
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.8100853 ---Validation accuracy:--- 0.2882 Validation Loss: 1.8990953
Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.5990243 ---Validation accuracy:--- 0.3136 Validation Loss: 1.8065324
Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 1.998505 ---Validation accuracy:--- 0.214 Validation Loss: 2.0872788
Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 1.7538942 ---Validation accuracy:--- 0.2612 Validation Loss: 1.8196975
Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.6828247 ---Validation accuracy:--- 0.3322 Validation Loss: 1.7037858
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.5812469 ---Validation accuracy:--- 0.3228 Validation Loss: 1.6332842
Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.650042 ---Validation accuracy:--- 0.338 Validation Loss: 1.5740457
Epoch: 0 ---Training accuracy:--- 0.42 Training Loss: 1.5146675 ---Validation accuracy:--- 0.4016 Validation Loss: 1.5323132
Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.4652989 ---Validation accuracy:--- 0.3986 Validation Loss: 1.4855895
Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.4189103 ---Validation accuracy:--- 0.3654 Validation Loss: 1.4874852
Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.3979613 ---Validation accuracy:--- 0.3902 Validation Loss: 1.4560486
Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.4569927 ---Validation accuracy:--- 0.3972 Validation Loss: 1.4489651
Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.3671472 ---Validation accuracy:--- 0.3818 Validation Loss: 1.479473
Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.3876971 ---Validation accuracy:--- 0.385 Validation Loss: 1.4552224
Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.4441714 ---Validation accuracy:--- 0.3882 Validation Loss: 1.4782434
Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.3634317 ---Validation accuracy:--- 0.4348 Validation Loss: 1.4893528
Epoch: 0 ---Training accuracy:--- 0.21 Training Loss: 1.814477 ---Validation accuracy:--- 0.3026 Validation Loss: 1.7812243
Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.2842275 ---Validation accuracy:--- 0.3762 Validation Loss: 1.4934522
Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.3535831 ---Validation accuracy:--- 0.4144 Validation Loss: 1.407882
Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.3280075 ---Validation accuracy:--- 0.4036 Validation Loss: 1.3699765
Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.3666997 ---Validation accuracy:--- 0.4168 Validation Loss: 1.3525028
Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.198905 ---Validation accuracy:--- 0.397 Validation Loss: 1.4525759
Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.4899389 ---Validation accuracy:--- 0.2964 Validation Loss: 1.6296324
Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.4019852 ---Validation accuracy:--- 0.4796 Validation Loss: 1.3976885
Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.3577895 ---Validation accuracy:--- 0.396 Validation Loss: 1.4098675
Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.4020662 ---Validation accuracy:--- 0.3852 Validation Loss: 1.4306179
Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.4525303 ---Validation accuracy:--- 0.4338 Validation Loss: 1.3911695
Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.3395708 ---Validation accuracy:--- 0.4124 Validation Loss: 1.3806944
Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.1726372 ---Validation accuracy:--- 0.4494 Validation Loss: 1.3128204
Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.2585565 ---Validation accuracy:--- 0.4504 Validation Loss: 1.4090762
Epoch: 0 ---Training accuracy:--- 0.36 Training Loss: 1.2552379 ---Validation accuracy:--- 0.374 Validation Loss: 1.4675556
Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.263779 ---Validation accuracy:--- 0.4622 Validation Loss: 1.358646
Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.4215726 ---Validation accuracy:--- 0.4984 Validation Loss: 1.3854767
Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.1436077 ---Validation accuracy:--- 0.462 Validation Loss: 1.3389672
Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.3221196 ---Validation accuracy:--- 0.3692 Validation Loss: 1.4592134
Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.30091 ---Validation accuracy:--- 0.4532 Validation Loss: 1.349223
Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.1750911 ---Validation accuracy:--- 0.4844 Validation Loss: 1.3170228
Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.290498 ---Validation accuracy:--- 0.3778 Validation Loss: 1.5156858
Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.4740998 ---Validation accuracy:--- 0.4406 Validation Loss: 1.38513
Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.3691511 ---Validation accuracy:--- 0.4642 Validation Loss: 1.435522
Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.1256219 ---Validation accuracy:--- 0.475 Validation Loss: 1.300981
Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.1469928 ---Validation accuracy:--- 0.4756 Validation Loss: 1.3377606
Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.3428894 ---Validation accuracy:--- 0.4636 Validation Loss: 1.3784568
Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.5585322 ---Validation accuracy:--- 0.4414 Validation Loss: 1.4478704
Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.2042471 ---Validation accuracy:--- 0.4854 Validation Loss: 1.312503
Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.1133369 ---Validation accuracy:--- 0.4412 Validation Loss: 1.3116701
Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.1586349 ---Validation accuracy:--- 0.4514 Validation Loss: 1.2668029
Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.6604723 ---Validation accuracy:--- 0.4278 Validation Loss: 1.5691861
Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.4712248 ---Validation accuracy:--- 0.412 Validation Loss: 1.4546816
Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.5464635 ---Validation accuracy:--- 0.3044 Validation Loss: 1.8300086
Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.5063641 ---Validation accuracy:--- 0.3194 Validation Loss: 1.597188
Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.5437 ---Validation accuracy:--- 0.4322 Validation Loss: 1.4862363
Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.4778291 ---Validation accuracy:--- 0.441 Validation Loss: 1.4377012
Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.3860394 ---Validation accuracy:--- 0.4432 Validation Loss: 1.4326277
Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.3460813 ---Validation accuracy:--- 0.4704 Validation Loss: 1.3232868
Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.1711667 ---Validation accuracy:--- 0.479 Validation Loss: 1.2994803
Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.210011 ---Validation accuracy:--- 0.4826 Validation Loss: 1.254651
Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.2355412 ---Validation accuracy:--- 0.5196 Validation Loss: 1.2339066
Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.2600504 ---Validation accuracy:--- 0.4604 Validation Loss: 1.2235904
Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.0710834 ---Validation accuracy:--- 0.4486 Validation Loss: 1.2429856
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.0743428 ---Validation accuracy:--- 0.4746 Validation Loss: 1.3018165
Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.1433566 ---Validation accuracy:--- 0.4688 Validation Loss: 1.2469808
Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.2868261 ---Validation accuracy:--- 0.4942 Validation Loss: 1.3143188
Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.98551023 ---Validation accuracy:--- 0.4922 Validation Loss: 1.2048895
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 0.9291661 ---Validation accuracy:--- 0.5012 Validation Loss: 1.1791983
Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.0977577 ---Validation accuracy:--- 0.4914 Validation Loss: 1.2195616
Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.0819786 ---Validation accuracy:--- 0.5376 Validation Loss: 1.169056
Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.1365745 ---Validation accuracy:--- 0.4548 Validation Loss: 1.303171
Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.3914576 ---Validation accuracy:--- 0.4746 Validation Loss: 1.2636597
Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.0527133 ---Validation accuracy:--- 0.4972 Validation Loss: 1.1686974
Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.1662554 ---Validation accuracy:--- 0.4982 Validation Loss: 1.2132269
Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.3382163 ---Validation accuracy:--- 0.462 Validation Loss: 1.4126327
Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.2391601 ---Validation accuracy:--- 0.46 Validation Loss: 1.4308195
Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.1169016 ---Validation accuracy:--- 0.4534 Validation Loss: 1.2499461
Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.245172 ---Validation accuracy:--- 0.463 Validation Loss: 1.2290422
Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.1810961 ---Validation accuracy:--- 0.4926 Validation Loss: 1.2887403
Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.1284992 ---Validation accuracy:--- 0.5108 Validation Loss: 1.2419939
Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.1048298 ---Validation accuracy:--- 0.5218 Validation Loss: 1.1745478
Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.4867634 ---Validation accuracy:--- 0.4434 Validation Loss: 1.5685015
Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.429447 ---Validation accuracy:--- 0.4196 Validation Loss: 1.4790676
Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.3578035 ---Validation accuracy:--- 0.396 Validation Loss: 1.4896162
Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.3909966 ---Validation accuracy:--- 0.392 Validation Loss: 1.4069223
Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.30694 ---Validation accuracy:--- 0.4324 Validation Loss: 1.3130128
Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.1451423 ---Validation accuracy:--- 0.4496 Validation Loss: 1.2425364
Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.1135348 ---Validation accuracy:--- 0.5188 Validation Loss: 1.2291685
Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.111712 ---Validation accuracy:--- 0.4642 Validation Loss: 1.2096274
Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.1960902 ---Validation accuracy:--- 0.4866 Validation Loss: 1.1989094
Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.1587421 ---Validation accuracy:--- 0.4954 Validation Loss: 1.2066112
Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.0895166 ---Validation accuracy:--- 0.504 Validation Loss: 1.1687295
Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.0815121 ---Validation accuracy:--- 0.5244 Validation Loss: 1.1514024
Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.092832 ---Validation accuracy:--- 0.5908 Validation Loss: 1.1279563
Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.0354304 ---Validation accuracy:--- 0.5536 Validation Loss: 1.1246451
Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.0785011 ---Validation accuracy:--- 0.5234 Validation Loss: 1.1675596
Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.2508864 ---Validation accuracy:--- 0.5038 Validation Loss: 1.3911644
Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.258619 ---Validation accuracy:--- 0.461 Validation Loss: 1.4051639
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 1.0495552 ---Validation accuracy:--- 0.5556 Validation Loss: 1.1692408
Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.1230412 ---Validation accuracy:--- 0.5286 Validation Loss: 1.1642262
Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.04505 ---Validation accuracy:--- 0.4952 Validation Loss: 1.1269529
Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.0095628 ---Validation accuracy:--- 0.5446 Validation Loss: 1.0977787
Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 0.9802469 ---Validation accuracy:--- 0.5552 Validation Loss: 1.1213278
Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.278852 ---Validation accuracy:--- 0.5062 Validation Loss: 1.250861
Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.0067569 ---Validation accuracy:--- 0.5412 Validation Loss: 1.1099147
Epoch: 0 ---Training accuracy:--- 0.47 Training Loss: 1.5681009 ---Validation accuracy:--- 0.4786 Validation Loss: 1.801982
Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 2.2978675 ---Validation accuracy:--- 0.2952 Validation Loss: 2.6433132
Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.4457556 ---Validation accuracy:--- 0.4076 Validation Loss: 1.555587
Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.3672229 ---Validation accuracy:--- 0.4166 Validation Loss: 1.3455344
Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.3013846 ---Validation accuracy:--- 0.5064 Validation Loss: 1.225139
Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.1831236 ---Validation accuracy:--- 0.5094 Validation Loss: 1.1695454
Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.0793333 ---Validation accuracy:--- 0.5182 Validation Loss: 1.1986992
Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.2375879 ---Validation accuracy:--- 0.4784 Validation Loss: 1.3060582
Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.293433 ---Validation accuracy:--- 0.4768 Validation Loss: 1.3721478
Epoch: 0 ---Training accuracy:--- 0.47 Training Loss: 1.1248286 ---Validation accuracy:--- 0.4798 Validation Loss: 1.1712487
Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.0912635 ---Validation accuracy:--- 0.483 Validation Loss: 1.2443789
Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.2970948 ---Validation accuracy:--- 0.475 Validation Loss: 1.3756605
Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.2229388 ---Validation accuracy:--- 0.488 Validation Loss: 1.1580106
Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.0182295 ---Validation accuracy:--- 0.5434 Validation Loss: 1.1260006
Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 0.9634342 ---Validation accuracy:--- 0.5568 Validation Loss: 1.1056232
Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.0960059 ---Validation accuracy:--- 0.5182 Validation Loss: 1.1422565
Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.0503141 ---Validation accuracy:--- 0.5478 Validation Loss: 1.1265252
Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.1858045 ---Validation accuracy:--- 0.5508 Validation Loss: 1.1285516
Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 0.98226005 ---Validation accuracy:--- 0.5046 Validation Loss: 1.1114786
Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 0.98148227 ---Validation accuracy:--- 0.497 Validation Loss: 1.1263051
Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 1.0481296 ---Validation accuracy:--- 0.457 Validation Loss: 1.2491633
Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.1388341 ---Validation accuracy:--- 0.5336 Validation Loss: 1.1114606
Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.0694581 ---Validation accuracy:--- 0.527 Validation Loss: 1.1151072
Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 0.9730712 ---Validation accuracy:--- 0.4762 Validation Loss: 1.1001854
Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.044752 ---Validation accuracy:--- 0.563 Validation Loss: 1.0962781
Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.2302794 ---Validation accuracy:--- 0.493 Validation Loss: 1.3652424
Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.34588 ---Validation accuracy:--- 0.4458 Validation Loss: 1.300821
Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.2025743 ---Validation accuracy:--- 0.5406 Validation Loss: 1.1638924
Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.0182358 ---Validation accuracy:--- 0.5482 Validation Loss: 1.1131054
Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.9350749 ---Validation accuracy:--- 0.5146 Validation Loss: 1.1560133
Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 0.94936836 ---Validation accuracy:--- 0.5706 Validation Loss: 1.0963407
Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.0177578 ---Validation accuracy:--- 0.578 Validation Loss: 1.0812552
Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.167275 ---Validation accuracy:--- 0.5894 Validation Loss: 1.077002
Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.93011796 ---Validation accuracy:--- 0.586 Validation Loss: 1.047249
Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.0314759 ---Validation accuracy:--- 0.5702 Validation Loss: 1.0628841
Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.0628151 ---Validation accuracy:--- 0.5304 Validation Loss: 1.1592646
Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.0365945 ---Validation accuracy:--- 0.5738 Validation Loss: 1.0476156
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 0.97289497 ---Validation accuracy:--- 0.5744 Validation Loss: 1.0292549
Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.0347133 ---Validation accuracy:--- 0.5396 Validation Loss: 1.1080321
Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.2202686 ---Validation accuracy:--- 0.4746 Validation Loss: 1.4483172
Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.4085993 ---Validation accuracy:--- 0.45 Validation Loss: 1.338978
Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.2890772 ---Validation accuracy:--- 0.4742 Validation Loss: 1.2903683
Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.2394574 ---Validation accuracy:--- 0.4446 Validation Loss: 1.3177034
Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.1300191 ---Validation accuracy:--- 0.578 Validation Loss: 1.0985613
Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 0.97405463 ---Validation accuracy:--- 0.5086 Validation Loss: 1.1015003
Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.8378155 ---Validation accuracy:--- 0.5368 Validation Loss: 1.1296859
Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 0.8915945 ---Validation accuracy:--- 0.5764 Validation Loss: 1.0795486
Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 0.9911945 ---Validation accuracy:--- 0.596 Validation Loss: 1.0528195
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.0608344 ---Validation accuracy:--- 0.5472 Validation Loss: 1.1157055
Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.0064026 ---Validation accuracy:--- 0.5966 Validation Loss: 1.0631812
Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 0.8147224 ---Validation accuracy:--- 0.5682 Validation Loss: 1.0531656
Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.9404815 ---Validation accuracy:--- 0.5664 Validation Loss: 1.1072272
Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 1.0530149 ---Validation accuracy:--- 0.5332 Validation Loss: 1.371066
Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.3129056 ---Validation accuracy:--- 0.5404 Validation Loss: 1.3520051
Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.2136759 ---Validation accuracy:--- 0.5604 Validation Loss: 1.2370036
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.8668953 ---Validation accuracy:--- 0.5556 Validation Loss: 1.1944348
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.0485848 ---Validation accuracy:--- 0.5184 Validation Loss: 1.2000718
Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.7102658 ---Validation accuracy:--- 0.4318 Validation Loss: 1.5844479
Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.0398974 ---Validation accuracy:--- 0.536 Validation Loss: 1.1159674
Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.0658166 ---Validation accuracy:--- 0.5664 Validation Loss: 1.1874232
Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.0584906 ---Validation accuracy:--- 0.539 Validation Loss: 1.117568
Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.2846874 ---Validation accuracy:--- 0.5598 Validation Loss: 1.1182908
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.9452819 ---Validation accuracy:--- 0.6134 Validation Loss: 1.0564018
Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.0985847 ---Validation accuracy:--- 0.6144 Validation Loss: 1.0184602
Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 0.9351684 ---Validation accuracy:--- 0.5986 Validation Loss: 1.0176469
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.9233858 ---Validation accuracy:--- 0.6376 Validation Loss: 1.016146
Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 0.91772914 ---Validation accuracy:--- 0.583 Validation Loss: 1.0361692
Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.0211788 ---Validation accuracy:--- 0.614 Validation Loss: 0.99377215
Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 0.9312747 ---Validation accuracy:--- 0.6188 Validation Loss: 1.0226703
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 0.9797006 ---Validation accuracy:--- 0.5894 Validation Loss: 1.0706255
Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.0847014 ---Validation accuracy:--- 0.5428 Validation Loss: 1.2256464
Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 0.92175055 ---Validation accuracy:--- 0.6124 Validation Loss: 1.0223261
Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 0.9222559 ---Validation accuracy:--- 0.5262 Validation Loss: 1.1253203
Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 0.92276186 ---Validation accuracy:--- 0.5744 Validation Loss: 0.9808001
Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.6885423 ---Validation accuracy:--- 0.6022 Validation Loss: 0.97593796
Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 0.9002269 ---Validation accuracy:--- 0.5978 Validation Loss: 0.98802483
Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.0282791 ---Validation accuracy:--- 0.5296 Validation Loss: 1.0774134
Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.0587981 ---Validation accuracy:--- 0.5756 Validation Loss: 1.0443105
Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.0200658 ---Validation accuracy:--- 0.5504 Validation Loss: 1.1338989
Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.0054704 ---Validation accuracy:--- 0.6188 Validation Loss: 1.0447257
Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 0.9351926 ---Validation accuracy:--- 0.5398 Validation Loss: 1.0293804
Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 0.93022656 ---Validation accuracy:--- 0.5878 Validation Loss: 1.1962105
Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.2412105 ---Validation accuracy:--- 0.5236 Validation Loss: 1.2694033
Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.3575959 ---Validation accuracy:--- 0.5346 Validation Loss: 1.1714904
Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.0379362 ---Validation accuracy:--- 0.5146 Validation Loss: 1.1301272
Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.1896738 ---Validation accuracy:--- 0.5384 Validation Loss: 1.105421
Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.92766494 ---Validation accuracy:--- 0.632 Validation Loss: 1.0065697
Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 0.7791423 ---Validation accuracy:--- 0.6082 Validation Loss: 0.9737627
Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.85595864 ---Validation accuracy:--- 0.6062 Validation Loss: 0.97932464
Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.73119247 ---Validation accuracy:--- 0.642 Validation Loss: 0.97676355
Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 0.9696952 ---Validation accuracy:--- 0.654 Validation Loss: 0.9806965
Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.2147938 ---Validation accuracy:--- 0.5844 Validation Loss: 1.2217702
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.0879855 ---Validation accuracy:--- 0.4346 Validation Loss: 1.4405941
Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.0312104 ---Validation accuracy:--- 0.5332 Validation Loss: 1.2491506
Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.0895408 ---Validation accuracy:--- 0.501 Validation Loss: 1.2653843
Epoch: 0 ---Training accuracy:--- 0.42 Training Loss: 1.8231721 ---Validation accuracy:--- 0.4114 Validation Loss: 1.7537594
Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.2544154 ---Validation accuracy:--- 0.5142 Validation Loss: 1.3412788
Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.2229086 ---Validation accuracy:--- 0.5544 Validation Loss: 1.2049317
Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 0.9394179 ---Validation accuracy:--- 0.5658 Validation Loss: 1.0463588
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.85019875 ---Validation accuracy:--- 0.6322 Validation Loss: 1.0079918
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.7365079 ---Validation accuracy:--- 0.6128 Validation Loss: 0.965805
Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.82372284 ---Validation accuracy:--- 0.6348 Validation Loss: 0.98053205
Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.8203942 ---Validation accuracy:--- 0.614 Validation Loss: 1.0170037
Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.70237976 ---Validation accuracy:--- 0.681 Validation Loss: 0.93999845
Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.7392703 ---Validation accuracy:--- 0.5886 Validation Loss: 1.0344223
Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 0.8709923 ---Validation accuracy:--- 0.579 Validation Loss: 0.9801796
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 0.9161153 ---Validation accuracy:--- 0.621 Validation Loss: 1.1173265
Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 1.0152868 ---Validation accuracy:--- 0.668 Validation Loss: 0.9641662
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.7942633 ---Validation accuracy:--- 0.6168 Validation Loss: 0.93232
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.9699804 ---Validation accuracy:--- 0.622 Validation Loss: 1.0182843
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.7154456 ---Validation accuracy:--- 0.6072 Validation Loss: 1.0386482
Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.2090485 ---Validation accuracy:--- 0.586 Validation Loss: 1.1139543
Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 0.95184 ---Validation accuracy:--- 0.6058 Validation Loss: 0.9986136
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.78757876 ---Validation accuracy:--- 0.6366 Validation Loss: 1.041976
Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 0.9121206 ---Validation accuracy:--- 0.6022 Validation Loss: 1.0200682
Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 0.8944218 ---Validation accuracy:--- 0.6344 Validation Loss: 0.99141866
Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.8109195 ---Validation accuracy:--- 0.6774 Validation Loss: 0.98802024
Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.4009973 ---Validation accuracy:--- 0.5494 Validation Loss: 1.3262266
Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.1841944 ---Validation accuracy:--- 0.5088 Validation Loss: 1.3644339
Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 1.1702691 ---Validation accuracy:--- 0.586 Validation Loss: 1.1718826
Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.0322956 ---Validation accuracy:--- 0.5528 Validation Loss: 1.1746868
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 0.89517516 ---Validation accuracy:--- 0.5886 Validation Loss: 0.98894763
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 0.9970425 ---Validation accuracy:--- 0.6446 Validation Loss: 0.93687636
Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.1000357 ---Validation accuracy:--- 0.6556 Validation Loss: 0.9322
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.6784981 ---Validation accuracy:--- 0.6256 Validation Loss: 0.8943339
Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.8438469 ---Validation accuracy:--- 0.6438 Validation Loss: 0.9592127
Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.013185 ---Validation accuracy:--- 0.6096 Validation Loss: 0.9278589
Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.2605764 ---Validation accuracy:--- 0.5334 Validation Loss: 1.1403916
Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 2.3658123 ---Validation accuracy:--- 0.5302 Validation Loss: 2.4524581
Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.4482454 ---Validation accuracy:--- 0.3722 Validation Loss: 1.4607044
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.0511376 ---Validation accuracy:--- 0.5878 Validation Loss: 1.111709
Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.0436188 ---Validation accuracy:--- 0.5778 Validation Loss: 1.0607733
Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 0.98989785 ---Validation accuracy:--- 0.5294 Validation Loss: 1.1008053
Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 0.9354221 ---Validation accuracy:--- 0.5894 Validation Loss: 1.0791056
Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.1457028 ---Validation accuracy:--- 0.5784 Validation Loss: 1.0760152
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 0.98018295 ---Validation accuracy:--- 0.603 Validation Loss: 1.0195765
Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.8199332 ---Validation accuracy:--- 0.5922 Validation Loss: 1.0272495
Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.8534472 ---Validation accuracy:--- 0.592 Validation Loss: 1.0000975
Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 0.99620026 ---Validation accuracy:--- 0.5932 Validation Loss: 0.9866451
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.85632795 ---Validation accuracy:--- 0.6476 Validation Loss: 1.0114625
Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.0446527 ---Validation accuracy:--- 0.5572 Validation Loss: 1.0949689
Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 0.97587496 ---Validation accuracy:--- 0.5314 Validation Loss: 1.1514584
Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 0.86985093 ---Validation accuracy:--- 0.6558 Validation Loss: 0.9784018
Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 0.9795614 ---Validation accuracy:--- 0.625 Validation Loss: 0.97463477
Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 0.8821564 ---Validation accuracy:--- 0.674 Validation Loss: 0.9260867
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.8506696 ---Validation accuracy:--- 0.668 Validation Loss: 0.9139576
Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.8920048 ---Validation accuracy:--- 0.6768 Validation Loss: 0.9483147
Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 1.0459218 ---Validation accuracy:--- 0.6082 Validation Loss: 1.084264
Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 0.96858233 ---Validation accuracy:--- 0.5752 Validation Loss: 1.122073
Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 0.9776971 ---Validation accuracy:--- 0.6196 Validation Loss: 0.97960645
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.9530937 ---Validation accuracy:--- 0.6498 Validation Loss: 0.96933573
Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 0.9709483 ---Validation accuracy:--- 0.62 Validation Loss: 0.9888788
Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.2588652 ---Validation accuracy:--- 0.5344 Validation Loss: 1.239378
Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.0613549 ---Validation accuracy:--- 0.5582 Validation Loss: 1.1089376
Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.0543637 ---Validation accuracy:--- 0.5886 Validation Loss: 1.0441313
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 0.96854407 ---Validation accuracy:--- 0.603 Validation Loss: 1.0152166
Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.2382197 ---Validation accuracy:--- 0.568 Validation Loss: 1.2128707
Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.0171765 ---Validation accuracy:--- 0.637 Validation Loss: 0.97238624
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.75723284 ---Validation accuracy:--- 0.674 Validation Loss: 0.8816163
Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.7008549 ---Validation accuracy:--- 0.7134 Validation Loss: 0.8606076
Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.7951733 ---Validation accuracy:--- 0.7288 Validation Loss: 0.8574918
Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.65271455 ---Validation accuracy:--- 0.6038 Validation Loss: 0.9022382
Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.77397025 ---Validation accuracy:--- 0.658 Validation Loss: 0.9177959
Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.7146674 ---Validation accuracy:--- 0.701 Validation Loss: 0.82136494
Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.5432834 ---Validation accuracy:--- 0.7188 Validation Loss: 0.82339686
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.61579347 ---Validation accuracy:--- 0.6656 Validation Loss: 0.8929553
Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 0.93386686 ---Validation accuracy:--- 0.6376 Validation Loss: 0.89500105
Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.8108484 ---Validation accuracy:--- 0.711 Validation Loss: 0.86223143
Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.6683328 ---Validation accuracy:--- 0.6948 Validation Loss: 0.8548671
Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.82919365 ---Validation accuracy:--- 0.7014 Validation Loss: 0.87681895
Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.7980372 ---Validation accuracy:--- 0.6418 Validation Loss: 0.89206815
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.81229216 ---Validation accuracy:--- 0.7206 Validation Loss: 0.84292793
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.5800048 ---Validation accuracy:--- 0.7392 Validation Loss: 0.80485046
Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.753858 ---Validation accuracy:--- 0.7066 Validation Loss: 0.84351426
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.61815125 ---Validation accuracy:--- 0.7192 Validation Loss: 0.82064646
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.67972505 ---Validation accuracy:--- 0.7102 Validation Loss: 0.79996955
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.6329809 ---Validation accuracy:--- 0.6944 Validation Loss: 0.8856041
Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.6743428 ---Validation accuracy:--- 0.7048 Validation Loss: 0.8228842
Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.7799126 ---Validation accuracy:--- 0.7082 Validation Loss: 0.890372
Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 0.90174055 ---Validation accuracy:--- 0.5782 Validation Loss: 1.2210175
Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.327717 ---Validation accuracy:--- 0.4912 Validation Loss: 1.3197021
Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.0017552 ---Validation accuracy:--- 0.5504 Validation Loss: 1.1285852
Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.90493274 ---Validation accuracy:--- 0.6844 Validation Loss: 0.88237315
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.7013214 ---Validation accuracy:--- 0.6596 Validation Loss: 0.91336507
Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 0.9369623 ---Validation accuracy:--- 0.5974 Validation Loss: 0.9437625
Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.8884515 ---Validation accuracy:--- 0.622 Validation Loss: 1.2868418
Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.69422835 ---Validation accuracy:--- 0.7156 Validation Loss: 0.8892463
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.6552587 ---Validation accuracy:--- 0.7378 Validation Loss: 0.80049855
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.58946526 ---Validation accuracy:--- 0.677 Validation Loss: 1.0044229
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 0.98923606 ---Validation accuracy:--- 0.6456 Validation Loss: 1.0163621
Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 0.92638975 ---Validation accuracy:--- 0.648 Validation Loss: 0.95983654
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5929859 ---Validation accuracy:--- 0.7412 Validation Loss: 0.76724964
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.6825392 ---Validation accuracy:--- 0.724 Validation Loss: 0.81115884
Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 0.8975898 ---Validation accuracy:--- 0.6692 Validation Loss: 0.8759238
Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 0.9775564 ---Validation accuracy:--- 0.6968 Validation Loss: 0.8838342
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.82565653 ---Validation accuracy:--- 0.714 Validation Loss: 0.8694827
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.7428087 ---Validation accuracy:--- 0.7424 Validation Loss: 0.8178462
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.67406243 ---Validation accuracy:--- 0.7446 Validation Loss: 0.7962329
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.7690233 ---Validation accuracy:--- 0.6886 Validation Loss: 0.91237694
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.6745347 ---Validation accuracy:--- 0.7536 Validation Loss: 0.77959496
Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.6274403 ---Validation accuracy:--- 0.713 Validation Loss: 0.8410916
Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.83707273 ---Validation accuracy:--- 0.6336 Validation Loss: 1.0506768
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.0692024 ---Validation accuracy:--- 0.6194 Validation Loss: 0.9430879
Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.8843136 ---Validation accuracy:--- 0.7244 Validation Loss: 0.85370374
Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.7870018 ---Validation accuracy:--- 0.6112 Validation Loss: 1.0340848
Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.1148468 ---Validation accuracy:--- 0.615 Validation Loss: 1.0761714
Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.76072586 ---Validation accuracy:--- 0.694 Validation Loss: 0.8516082
Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.6861243 ---Validation accuracy:--- 0.738 Validation Loss: 0.8158727
Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.8177646 ---Validation accuracy:--- 0.696 Validation Loss: 0.8813449
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.76049894 ---Validation accuracy:--- 0.7368 Validation Loss: 0.7724662
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.61245215 ---Validation accuracy:--- 0.74 Validation Loss: 0.7635926
Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 0.8342239 ---Validation accuracy:--- 0.7278 Validation Loss: 0.8173095
Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 0.7243974 ---Validation accuracy:--- 0.6218 Validation Loss: 0.9733324
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.64860135 ---Validation accuracy:--- 0.7232 Validation Loss: 0.825983
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.818629 ---Validation accuracy:--- 0.773 Validation Loss: 0.7567475
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.7684796 ---Validation accuracy:--- 0.7572 Validation Loss: 0.747249
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.743652 ---Validation accuracy:--- 0.7092 Validation Loss: 0.82784307
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.59042186 ---Validation accuracy:--- 0.7592 Validation Loss: 0.7389589
Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.5854879 ---Validation accuracy:--- 0.7476 Validation Loss: 0.74627507
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.7879104 ---Validation accuracy:--- 0.702 Validation Loss: 0.7868605
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.62648886 ---Validation accuracy:--- 0.7682 Validation Loss: 0.7210036
Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.737641 ---Validation accuracy:--- 0.6874 Validation Loss: 0.8566537
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.64797676 ---Validation accuracy:--- 0.7574 Validation Loss: 0.771049
Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.8132537 ---Validation accuracy:--- 0.7026 Validation Loss: 0.82658386
Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.6939412 ---Validation accuracy:--- 0.7632 Validation Loss: 0.7367685
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.71625185 ---Validation accuracy:--- 0.7552 Validation Loss: 0.7237566
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.549234 ---Validation accuracy:--- 0.7618 Validation Loss: 0.73220325
Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.65432745 ---Validation accuracy:--- 0.7492 Validation Loss: 0.7461228
Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.6172611 ---Validation accuracy:--- 0.7428 Validation Loss: 0.7561523
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.7017828 ---Validation accuracy:--- 0.7448 Validation Loss: 0.76391995
Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.7710236 ---Validation accuracy:--- 0.7204 Validation Loss: 0.78062725
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.6975765 ---Validation accuracy:--- 0.7192 Validation Loss: 0.7824732
Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.78545547 ---Validation accuracy:--- 0.671 Validation Loss: 0.8703089
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.5604802 ---Validation accuracy:--- 0.7362 Validation Loss: 0.7825656
Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.7546071 ---Validation accuracy:--- 0.6992 Validation Loss: 0.83949065
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.71845853 ---Validation accuracy:--- 0.7742 Validation Loss: 0.69211507
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.51027215 ---Validation accuracy:--- 0.7508 Validation Loss: 0.7033917
Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.6134944 ---Validation accuracy:--- 0.759 Validation Loss: 0.74191856
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.4954071 ---Validation accuracy:--- 0.7628 Validation Loss: 0.74605066
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.49662864 ---Validation accuracy:--- 0.748 Validation Loss: 0.7396349
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.584461 ---Validation accuracy:--- 0.7694 Validation Loss: 0.69835764
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.56449205 ---Validation accuracy:--- 0.731 Validation Loss: 0.76056844
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.50060934 ---Validation accuracy:--- 0.7598 Validation Loss: 0.6999279
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.84655195 ---Validation accuracy:--- 0.6626 Validation Loss: 0.99858123
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.82316804 ---Validation accuracy:--- 0.6924 Validation Loss: 0.9793926
Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 1.2423978 ---Validation accuracy:--- 0.6404 Validation Loss: 1.3160207
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.6519363 ---Validation accuracy:--- 0.6756 Validation Loss: 0.8935038
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.7385823 ---Validation accuracy:--- 0.7422 Validation Loss: 0.76263976
Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.8623131 ---Validation accuracy:--- 0.6816 Validation Loss: 0.917675
Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 0.9079332 ---Validation accuracy:--- 0.6284 Validation Loss: 1.0424792
Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.7486118 ---Validation accuracy:--- 0.6922 Validation Loss: 0.87811077
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.59285474 ---Validation accuracy:--- 0.7056 Validation Loss: 0.80488884
Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.68520266 ---Validation accuracy:--- 0.6696 Validation Loss: 0.84893084
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.71037626 ---Validation accuracy:--- 0.6842 Validation Loss: 0.9198451
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.7857459 ---Validation accuracy:--- 0.7438 Validation Loss: 0.82989514
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.74897295 ---Validation accuracy:--- 0.7788 Validation Loss: 0.71370214
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.62505996 ---Validation accuracy:--- 0.7718 Validation Loss: 0.69148195
Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.61139274 ---Validation accuracy:--- 0.771 Validation Loss: 0.6906116
Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.7578661 ---Validation accuracy:--- 0.774 Validation Loss: 0.70613277
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.6417342 ---Validation accuracy:--- 0.784 Validation Loss: 0.6671797
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.6022518 ---Validation accuracy:--- 0.7618 Validation Loss: 0.74486595
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.5600881 ---Validation accuracy:--- 0.765 Validation Loss: 0.7611484
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.547715 ---Validation accuracy:--- 0.7288 Validation Loss: 0.7828019
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.80811584 ---Validation accuracy:--- 0.6896 Validation Loss: 0.94012547
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.58072805 ---Validation accuracy:--- 0.7652 Validation Loss: 0.67973894
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.5518621 ---Validation accuracy:--- 0.7774 Validation Loss: 0.6800598
Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.6815757 ---Validation accuracy:--- 0.699 Validation Loss: 0.76221395
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.58267844 ---Validation accuracy:--- 0.7476 Validation Loss: 0.74445945
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.5187328 ---Validation accuracy:--- 0.7716 Validation Loss: 0.71539044
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.66417915 ---Validation accuracy:--- 0.723 Validation Loss: 0.81420475
Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.8520198 ---Validation accuracy:--- 0.6634 Validation Loss: 0.8928359
Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.5918708 ---Validation accuracy:--- 0.7254 Validation Loss: 0.75200653
Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.7934699 ---Validation accuracy:--- 0.7694 Validation Loss: 0.65851164
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.789019 ---Validation accuracy:--- 0.743 Validation Loss: 0.7202904
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.630751 ---Validation accuracy:--- 0.7782 Validation Loss: 0.65157384
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.7123595 ---Validation accuracy:--- 0.7604 Validation Loss: 0.7345707
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.58260244 ---Validation accuracy:--- 0.7412 Validation Loss: 0.7912087
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.66472703 ---Validation accuracy:--- 0.7784 Validation Loss: 0.6910593
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5680852 ---Validation accuracy:--- 0.7922 Validation Loss: 0.6635741
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.5895006 ---Validation accuracy:--- 0.7838 Validation Loss: 0.6473399
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.6779459 ---Validation accuracy:--- 0.7514 Validation Loss: 0.71902305
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.95610726 ---Validation accuracy:--- 0.7408 Validation Loss: 0.7584252
Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.7505223 ---Validation accuracy:--- 0.7532 Validation Loss: 0.71778476
Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.71099037 ---Validation accuracy:--- 0.7524 Validation Loss: 0.6878205
Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.6513637 ---Validation accuracy:--- 0.7798 Validation Loss: 0.6518602
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.6866106 ---Validation accuracy:--- 0.7204 Validation Loss: 0.9228617
Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.89481 ---Validation accuracy:--- 0.6592 Validation Loss: 0.9938855
Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.7656299 ---Validation accuracy:--- 0.6614 Validation Loss: 0.92774314
Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.67944694 ---Validation accuracy:--- 0.7374 Validation Loss: 0.79548675
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.7135231 ---Validation accuracy:--- 0.724 Validation Loss: 0.7904924
Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.72296697 ---Validation accuracy:--- 0.778 Validation Loss: 0.75149566
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5690469 ---Validation accuracy:--- 0.7858 Validation Loss: 0.6834968
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.5412266 ---Validation accuracy:--- 0.7764 Validation Loss: 0.7120265
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.47238868 ---Validation accuracy:--- 0.7822 Validation Loss: 0.64220107
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.54622024 ---Validation accuracy:--- 0.7746 Validation Loss: 0.64876866
Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.6505509 ---Validation accuracy:--- 0.718 Validation Loss: 0.7673206
Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.0232598 ---Validation accuracy:--- 0.5816 Validation Loss: 1.1691067
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 1.0006986 ---Validation accuracy:--- 0.6504 Validation Loss: 1.109222
Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.8680886 ---Validation accuracy:--- 0.7446 Validation Loss: 0.888991
Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.6141909 ---Validation accuracy:--- 0.719 Validation Loss: 0.7510586
Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.71751463 ---Validation accuracy:--- 0.7822 Validation Loss: 0.6900039
Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.59591365 ---Validation accuracy:--- 0.7826 Validation Loss: 0.6799502
Epoch: 1 ---Training accuracy:--- 0.73 Training Loss: 0.70201296 ---Validation accuracy:--- 0.7776 Validation Loss: 0.7054103
Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.69742996 ---Validation accuracy:--- 0.6974 Validation Loss: 0.82761776
Epoch: 1 ---Training accuracy:--- 0.65 Training Loss: 0.9144551 ---Validation accuracy:--- 0.6052 Validation Loss: 1.1519516
Epoch: 1 ---Training accuracy:--- 0.65 Training Loss: 0.956792 ---Validation accuracy:--- 0.6634 Validation Loss: 0.9289147
Epoch: 1 ---Training accuracy:--- 0.65 Training Loss: 0.95155627 ---Validation accuracy:--- 0.6586 Validation Loss: 1.1309346
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.6910237 ---Validation accuracy:--- 0.7096 Validation Loss: 0.83630234
Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.5640844 ---Validation accuracy:--- 0.6832 Validation Loss: 0.82613826
Epoch: 1 ---Training accuracy:--- 0.65 Training Loss: 0.9800712 ---Validation accuracy:--- 0.6714 Validation Loss: 0.9387848
Epoch: 1 ---Training accuracy:--- 0.71 Training Loss: 0.64430726 ---Validation accuracy:--- 0.7122 Validation Loss: 0.8202297
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.5074618 ---Validation accuracy:--- 0.7788 Validation Loss: 0.6839232
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.47161162 ---Validation accuracy:--- 0.788 Validation Loss: 0.6542209
Epoch: 1 ---Training accuracy:--- 0.73 Training Loss: 0.74708945 ---Validation accuracy:--- 0.7872 Validation Loss: 0.6661456
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.6042553 ---Validation accuracy:--- 0.7786 Validation Loss: 0.67898816
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.5704537 ---Validation accuracy:--- 0.785 Validation Loss: 0.6806663
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.52789587 ---Validation accuracy:--- 0.7366 Validation Loss: 0.65770185
Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.6419307 ---Validation accuracy:--- 0.7922 Validation Loss: 0.6596961
Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.6871779 ---Validation accuracy:--- 0.7872 Validation Loss: 0.6465924
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.5075022 ---Validation accuracy:--- 0.7938 Validation Loss: 0.6379703
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.42361733 ---Validation accuracy:--- 0.785 Validation Loss: 0.6590571
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.4332041 ---Validation accuracy:--- 0.8008 Validation Loss: 0.6275468
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.59843224 ---Validation accuracy:--- 0.772 Validation Loss: 0.6992647
Epoch: 1 ---Training accuracy:--- 0.65 Training Loss: 0.8914537 ---Validation accuracy:--- 0.7568 Validation Loss: 0.76442957
Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.60012734 ---Validation accuracy:--- 0.7516 Validation Loss: 0.7532015
Epoch: 1 ---Training accuracy:--- 0.73 Training Loss: 0.7747211 ---Validation accuracy:--- 0.7088 Validation Loss: 0.8638217
Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.6344379 ---Validation accuracy:--- 0.7452 Validation Loss: 0.7725295
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.52931523 ---Validation accuracy:--- 0.7726 Validation Loss: 0.71153176
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.4565841 ---Validation accuracy:--- 0.802 Validation Loss: 0.6225056
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.37358657 ---Validation accuracy:--- 0.8052 Validation Loss: 0.6201233
Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.680211 ---Validation accuracy:--- 0.7844 Validation Loss: 0.6441943
Epoch: 1 ---Training accuracy:--- 0.74 Training Loss: 0.6001389 ---Validation accuracy:--- 0.6906 Validation Loss: 0.8455127
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.43136036 ---Validation accuracy:--- 0.7764 Validation Loss: 0.6570153
Epoch: 1 ---Training accuracy:--- 0.7 Training Loss: 0.84153503 ---Validation accuracy:--- 0.6982 Validation Loss: 0.85665596
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.48422232 ---Validation accuracy:--- 0.7864 Validation Loss: 0.64716524
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.6173689 ---Validation accuracy:--- 0.76 Validation Loss: 0.6853766
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.5618988 ---Validation accuracy:--- 0.7688 Validation Loss: 0.6756122
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.5407048 ---Validation accuracy:--- 0.7892 Validation Loss: 0.66391975
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.68235445 ---Validation accuracy:--- 0.7714 Validation Loss: 0.7076436
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.52654386 ---Validation accuracy:--- 0.755 Validation Loss: 0.77401775
Epoch: 1 ---Training accuracy:--- 0.73 Training Loss: 0.67997724 ---Validation accuracy:--- 0.7514 Validation Loss: 0.70356834
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.6112675 ---Validation accuracy:--- 0.7778 Validation Loss: 0.6354636
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.6024733 ---Validation accuracy:--- 0.7722 Validation Loss: 0.641538
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.5253218 ---Validation accuracy:--- 0.7714 Validation Loss: 0.6772527
Epoch: 1 ---Training accuracy:--- 0.63 Training Loss: 1.0144068 ---Validation accuracy:--- 0.6664 Validation Loss: 0.94274706
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.50185275 ---Validation accuracy:--- 0.7908 Validation Loss: 0.68265086
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.57532173 ---Validation accuracy:--- 0.7642 Validation Loss: 0.68189585
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.43975422 ---Validation accuracy:--- 0.7994 Validation Loss: 0.6211589
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.58914304 ---Validation accuracy:--- 0.7818 Validation Loss: 0.7211574
Epoch: 1 ---Training accuracy:--- 0.57 Training Loss: 1.111995 ---Validation accuracy:--- 0.6254 Validation Loss: 1.1043425
Epoch: 1 ---Training accuracy:--- 0.66 Training Loss: 0.9094931 ---Validation accuracy:--- 0.6856 Validation Loss: 0.8184656
Epoch: 1 ---Training accuracy:--- 0.71 Training Loss: 0.81067 ---Validation accuracy:--- 0.7366 Validation Loss: 0.81054777
Epoch: 1 ---Training accuracy:--- 0.72 Training Loss: 0.7836893 ---Validation accuracy:--- 0.7124 Validation Loss: 0.8152833
Epoch: 1 ---Training accuracy:--- 0.72 Training Loss: 0.61541444 ---Validation accuracy:--- 0.7436 Validation Loss: 0.74058545
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.5966438 ---Validation accuracy:--- 0.7798 Validation Loss: 0.6443625
Epoch: 1 ---Training accuracy:--- 0.73 Training Loss: 0.7367008 ---Validation accuracy:--- 0.7522 Validation Loss: 0.76170987
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.44988662 ---Validation accuracy:--- 0.7914 Validation Loss: 0.6386329
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.5294919 ---Validation accuracy:--- 0.7654 Validation Loss: 0.6931224
Epoch: 1 ---Training accuracy:--- 0.73 Training Loss: 0.7338247 ---Validation accuracy:--- 0.7208 Validation Loss: 0.7630244
Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.66773415 ---Validation accuracy:--- 0.7486 Validation Loss: 0.7115521
Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.61035657 ---Validation accuracy:--- 0.757 Validation Loss: 0.7206126
Epoch: 1 ---Training accuracy:--- 0.7 Training Loss: 0.7252325 ---Validation accuracy:--- 0.7072 Validation Loss: 0.77227116
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.66512275 ---Validation accuracy:--- 0.7726 Validation Loss: 0.67936814
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.5270787 ---Validation accuracy:--- 0.7916 Validation Loss: 0.6311837
Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.66301924 ---Validation accuracy:--- 0.7544 Validation Loss: 0.77088106
Epoch: 1 ---Training accuracy:--- 0.74 Training Loss: 0.6898561 ---Validation accuracy:--- 0.6768 Validation Loss: 0.91141135
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.6480494 ---Validation accuracy:--- 0.7676 Validation Loss: 0.70651424
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.59249043 ---Validation accuracy:--- 0.801 Validation Loss: 0.65042484
Epoch: 1 ---Training accuracy:--- 0.74 Training Loss: 0.6643741 ---Validation accuracy:--- 0.7618 Validation Loss: 0.6606188
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.5320596 ---Validation accuracy:--- 0.801 Validation Loss: 0.6685328
Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.65644646 ---Validation accuracy:--- 0.7904 Validation Loss: 0.6431067
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.45337355 ---Validation accuracy:--- 0.8008 Validation Loss: 0.60944796
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.40692237 ---Validation accuracy:--- 0.807 Validation Loss: 0.6127382
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.49532273 ---Validation accuracy:--- 0.792 Validation Loss: 0.6115773
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.5669534 ---Validation accuracy:--- 0.7886 Validation Loss: 0.70169234
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.38002533 ---Validation accuracy:--- 0.791 Validation Loss: 0.644184
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.63088715 ---Validation accuracy:--- 0.7914 Validation Loss: 0.64322454
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.40912256 ---Validation accuracy:--- 0.8132 Validation Loss: 0.5908422
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.5551537 ---Validation accuracy:--- 0.7962 Validation Loss: 0.6314886
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.5127517 ---Validation accuracy:--- 0.8024 Validation Loss: 0.591833
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.49522018 ---Validation accuracy:--- 0.7684 Validation Loss: 0.6804263
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.5812244 ---Validation accuracy:--- 0.7528 Validation Loss: 0.7309878
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.39669037 ---Validation accuracy:--- 0.7846 Validation Loss: 0.6685588
Epoch: 1 ---Training accuracy:--- 0.74 Training Loss: 0.8178938 ---Validation accuracy:--- 0.7098 Validation Loss: 0.8977371
Epoch: 1 ---Training accuracy:--- 0.74 Training Loss: 0.8873763 ---Validation accuracy:--- 0.6212 Validation Loss: 1.2298343
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.8447742 ---Validation accuracy:--- 0.7078 Validation Loss: 0.9702303
Epoch: 1 ---Training accuracy:--- 0.68 Training Loss: 0.8507335 ---Validation accuracy:--- 0.6844 Validation Loss: 0.86195993
Epoch: 1 ---Training accuracy:--- 0.71 Training Loss: 0.7142612 ---Validation accuracy:--- 0.6742 Validation Loss: 0.90906775
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.62679315 ---Validation accuracy:--- 0.7702 Validation Loss: 0.67358965
Epoch: 1 ---Training accuracy:--- 0.66 Training Loss: 0.88939315 ---Validation accuracy:--- 0.6718 Validation Loss: 1.0030433
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.56456465 ---Validation accuracy:--- 0.7746 Validation Loss: 0.677038
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.46235076 ---Validation accuracy:--- 0.772 Validation Loss: 0.6471267
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.52853894 ---Validation accuracy:--- 0.7972 Validation Loss: 0.64827937
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.5894258 ---Validation accuracy:--- 0.7936 Validation Loss: 0.6453134
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.5671897 ---Validation accuracy:--- 0.7854 Validation Loss: 0.6446536
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.5777017 ---Validation accuracy:--- 0.766 Validation Loss: 0.6836838
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.4437718 ---Validation accuracy:--- 0.7982 Validation Loss: 0.6176878
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.4946623 ---Validation accuracy:--- 0.7834 Validation Loss: 0.6413708
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.55443656 ---Validation accuracy:--- 0.7852 Validation Loss: 0.6276383
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.6193044 ---Validation accuracy:--- 0.7774 Validation Loss: 0.65530646
Epoch: 1 ---Training accuracy:--- 0.74 Training Loss: 0.81137013 ---Validation accuracy:--- 0.772 Validation Loss: 0.7112788
Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.7331759 ---Validation accuracy:--- 0.7888 Validation Loss: 0.73624766
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.5259565 ---Validation accuracy:--- 0.7682 Validation Loss: 0.67239827
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.5795634 ---Validation accuracy:--- 0.8188 Validation Loss: 0.6026982
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.5038642 ---Validation accuracy:--- 0.7862 Validation Loss: 0.6041948
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.5039148 ---Validation accuracy:--- 0.803 Validation Loss: 0.6156776
Epoch: 1 ---Training accuracy:--- 0.66 Training Loss: 0.9572743 ---Validation accuracy:--- 0.7134 Validation Loss: 0.86678
Epoch: 1 ---Training accuracy:--- 0.62 Training Loss: 0.81541795 ---Validation accuracy:--- 0.687 Validation Loss: 0.7959805
Epoch: 1 ---Training accuracy:--- 0.72 Training Loss: 0.8200174 ---Validation accuracy:--- 0.6844 Validation Loss: 1.1581098
Epoch: 1 ---Training accuracy:--- 0.7 Training Loss: 0.81274825 ---Validation accuracy:--- 0.7296 Validation Loss: 0.8670615
Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.5870245 ---Validation accuracy:--- 0.728 Validation Loss: 0.7586158
Epoch: 1 ---Training accuracy:--- 0.65 Training Loss: 0.8928343 ---Validation accuracy:--- 0.6992 Validation Loss: 0.90256834
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.46089828 ---Validation accuracy:--- 0.7798 Validation Loss: 0.65692693
Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.606471 ---Validation accuracy:--- 0.7874 Validation Loss: 0.6881495
Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.59712535 ---Validation accuracy:--- 0.8072 Validation Loss: 0.6099417
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.5199106 ---Validation accuracy:--- 0.7776 Validation Loss: 0.6371129
Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.6139104 ---Validation accuracy:--- 0.7382 Validation Loss: 0.71793693
Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.6348541 ---Validation accuracy:--- 0.7734 Validation Loss: 0.6760188
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.60300463 ---Validation accuracy:--- 0.742 Validation Loss: 0.7379589
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.5015769 ---Validation accuracy:--- 0.7858 Validation Loss: 0.6274021
Epoch: 1 ---Training accuracy:--- 0.74 Training Loss: 0.632402 ---Validation accuracy:--- 0.7762 Validation Loss: 0.69647276
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24297482 ---Validation accuracy:--- 0.7914 Validation Loss: 0.6465088
Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.73464155 ---Validation accuracy:--- 0.7652 Validation Loss: 0.7022579
Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.67172813 ---Validation accuracy:--- 0.7616 Validation Loss: 0.70950216
Epoch: 1 ---Training accuracy:--- 0.74 Training Loss: 0.7972091 ---Validation accuracy:--- 0.6968 Validation Loss: 0.95282423
Epoch: 1 ---Training accuracy:--- 0.57 Training Loss: 1.3244983 ---Validation accuracy:--- 0.65 Validation Loss: 1.221149
Epoch: 1 ---Training accuracy:--- 0.62 Training Loss: 1.1092274 ---Validation accuracy:--- 0.6138 Validation Loss: 1.1260906
Epoch: 1 ---Training accuracy:--- 0.61 Training Loss: 1.1715815 ---Validation accuracy:--- 0.6264 Validation Loss: 1.0090926
Epoch: 1 ---Training accuracy:--- 0.62 Training Loss: 0.79218245 ---Validation accuracy:--- 0.6742 Validation Loss: 0.7926412
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.53932065 ---Validation accuracy:--- 0.7606 Validation Loss: 0.6943794
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.59713566 ---Validation accuracy:--- 0.8046 Validation Loss: 0.6319829
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.5330091 ---Validation accuracy:--- 0.788 Validation Loss: 0.6762414
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.5585852 ---Validation accuracy:--- 0.799 Validation Loss: 0.64182746
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.48501396 ---Validation accuracy:--- 0.7644 Validation Loss: 0.6705731
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.49975958 ---Validation accuracy:--- 0.8172 Validation Loss: 0.62311786
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.48310235 ---Validation accuracy:--- 0.7536 Validation Loss: 0.7101372
Epoch: 1 ---Training accuracy:--- 0.7 Training Loss: 0.7379158 ---Validation accuracy:--- 0.7394 Validation Loss: 0.77068037
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.54152757 ---Validation accuracy:--- 0.8064 Validation Loss: 0.6222698
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.44981202 ---Validation accuracy:--- 0.8156 Validation Loss: 0.60324126
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.45289806 ---Validation accuracy:--- 0.8076 Validation Loss: 0.5984623
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.42425522 ---Validation accuracy:--- 0.802 Validation Loss: 0.5967895
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.56363076 ---Validation accuracy:--- 0.798 Validation Loss: 0.6183014
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.7259563 ---Validation accuracy:--- 0.7912 Validation Loss: 0.6398907
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.4260208 ---Validation accuracy:--- 0.8066 Validation Loss: 0.6083547
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.44655517 ---Validation accuracy:--- 0.7864 Validation Loss: 0.6147153
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.51895165 ---Validation accuracy:--- 0.7904 Validation Loss: 0.6704537
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.6344345 ---Validation accuracy:--- 0.7856 Validation Loss: 0.64113224
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.5170087 ---Validation accuracy:--- 0.7916 Validation Loss: 0.6358616
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.4324335 ---Validation accuracy:--- 0.8082 Validation Loss: 0.61813664
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.4473478 ---Validation accuracy:--- 0.8222 Validation Loss: 0.5988006
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.50808066 ---Validation accuracy:--- 0.7822 Validation Loss: 0.64963835
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.49548215 ---Validation accuracy:--- 0.7836 Validation Loss: 0.62321687
Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.68529874 ---Validation accuracy:--- 0.7678 Validation Loss: 0.6847586
Epoch: 1 ---Training accuracy:--- 0.68 Training Loss: 0.6749731 ---Validation accuracy:--- 0.7132 Validation Loss: 0.7671151
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.481672 ---Validation accuracy:--- 0.8046 Validation Loss: 0.5987827
Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.7634773 ---Validation accuracy:--- 0.7914 Validation Loss: 0.6152985
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.5442805 ---Validation accuracy:--- 0.8104 Validation Loss: 0.5956141
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.6065861 ---Validation accuracy:--- 0.7538 Validation Loss: 0.68196374
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.5423827 ---Validation accuracy:--- 0.7892 Validation Loss: 0.64182425
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.6129151 ---Validation accuracy:--- 0.7554 Validation Loss: 0.76511985
Epoch: 1 ---Training accuracy:--- 0.63 Training Loss: 0.8596779 ---Validation accuracy:--- 0.6858 Validation Loss: 0.8837918
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.5948336 ---Validation accuracy:--- 0.778 Validation Loss: 0.6663991
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.5794614 ---Validation accuracy:--- 0.7784 Validation Loss: 0.6494156
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.40636766 ---Validation accuracy:--- 0.8034 Validation Loss: 0.5889844
Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.6799971 ---Validation accuracy:--- 0.792 Validation Loss: 0.6137052
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.426314 ---Validation accuracy:--- 0.7834 Validation Loss: 0.6597532
Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.57733274 ---Validation accuracy:--- 0.7746 Validation Loss: 0.6462562
Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.47723883 ---Validation accuracy:--- 0.7122 Validation Loss: 0.6625002
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.45741463 ---Validation accuracy:--- 0.778 Validation Loss: 0.68762267
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.43828103 ---Validation accuracy:--- 0.8098 Validation Loss: 0.58979654
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.39460784 ---Validation accuracy:--- 0.7998 Validation Loss: 0.5972744
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.50680476 ---Validation accuracy:--- 0.793 Validation Loss: 0.6503894
Epoch: 1 ---Training accuracy:--- 0.73 Training Loss: 0.69160795 ---Validation accuracy:--- 0.7772 Validation Loss: 0.69590163
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.58021706 ---Validation accuracy:--- 0.7756 Validation Loss: 0.6839988
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.5673611 ---Validation accuracy:--- 0.7674 Validation Loss: 0.66156787
Epoch: 1 ---Training accuracy:--- 0.74 Training Loss: 0.8309286 ---Validation accuracy:--- 0.7758 Validation Loss: 0.72735107
Epoch: 1 ---Training accuracy:--- 0.73 Training Loss: 0.62769514 ---Validation accuracy:--- 0.7788 Validation Loss: 0.64743316
Epoch: 1 ---Training accuracy:--- 0.68 Training Loss: 0.771688 ---Validation accuracy:--- 0.7798 Validation Loss: 0.64841133
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.51292044 ---Validation accuracy:--- 0.788 Validation Loss: 0.6442711
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.4509833 ---Validation accuracy:--- 0.8086 Validation Loss: 0.5999812
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.49291787 ---Validation accuracy:--- 0.8094 Validation Loss: 0.6039319
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.4961699 ---Validation accuracy:--- 0.7852 Validation Loss: 0.72380084
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.59306604 ---Validation accuracy:--- 0.803 Validation Loss: 0.5973578
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.53932655 ---Validation accuracy:--- 0.8088 Validation Loss: 0.5976561
Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.5635333 ---Validation accuracy:--- 0.811 Validation Loss: 0.59159166
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.60076576 ---Validation accuracy:--- 0.803 Validation Loss: 0.5647892
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.47505805 ---Validation accuracy:--- 0.8198 Validation Loss: 0.55815905
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.63261163 ---Validation accuracy:--- 0.738 Validation Loss: 0.8253668
Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.67499113 ---Validation accuracy:--- 0.712 Validation Loss: 0.7345457
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.4299083 ---Validation accuracy:--- 0.7932 Validation Loss: 0.5972882
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.8018875 ---Validation accuracy:--- 0.7614 Validation Loss: 0.6989805
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.5003566 ---Validation accuracy:--- 0.7556 Validation Loss: 0.6555242
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.46793696 ---Validation accuracy:--- 0.8104 Validation Loss: 0.58734304
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.57287645 ---Validation accuracy:--- 0.7666 Validation Loss: 0.7284898
Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.77504206 ---Validation accuracy:--- 0.7246 Validation Loss: 0.78035885
Epoch: 1 ---Training accuracy:--- 0.71 Training Loss: 0.72497225 ---Validation accuracy:--- 0.7684 Validation Loss: 0.6657437
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.50776666 ---Validation accuracy:--- 0.8034 Validation Loss: 0.5994267
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.40832207 ---Validation accuracy:--- 0.8112 Validation Loss: 0.57350075
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.47240016 ---Validation accuracy:--- 0.8112 Validation Loss: 0.5574739
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.53246135 ---Validation accuracy:--- 0.8142 Validation Loss: 0.57209337
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.5741995 ---Validation accuracy:--- 0.7572 Validation Loss: 0.6819963
Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.5844618 ---Validation accuracy:--- 0.7626 Validation Loss: 0.6684169
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.53294736 ---Validation accuracy:--- 0.7952 Validation Loss: 0.62601787
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.4715934 ---Validation accuracy:--- 0.7778 Validation Loss: 0.6779947
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.45255294 ---Validation accuracy:--- 0.8222 Validation Loss: 0.57202584
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.49617484 ---Validation accuracy:--- 0.7774 Validation Loss: 0.65261376
Epoch: 1 ---Training accuracy:--- 0.7 Training Loss: 0.704503 ---Validation accuracy:--- 0.7362 Validation Loss: 0.7169998
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.4856569 ---Validation accuracy:--- 0.789 Validation Loss: 0.58031553
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.37163466 ---Validation accuracy:--- 0.7984 Validation Loss: 0.5721812
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.41270682 ---Validation accuracy:--- 0.799 Validation Loss: 0.63746923
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.5365544 ---Validation accuracy:--- 0.7868 Validation Loss: 0.6823169
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.520263 ---Validation accuracy:--- 0.7558 Validation Loss: 0.7622333
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.5870952 ---Validation accuracy:--- 0.8274 Validation Loss: 0.56746805
Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.6294412 ---Validation accuracy:--- 0.7886 Validation Loss: 0.5936642
Epoch: 1 ---Training accuracy:--- 0.71 Training Loss: 0.6911717 ---Validation accuracy:--- 0.748 Validation Loss: 0.70788425
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.5386656 ---Validation accuracy:--- 0.799 Validation Loss: 0.5750769
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.5165214 ---Validation accuracy:--- 0.8262 Validation Loss: 0.55528545
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.4132419 ---Validation accuracy:--- 0.8138 Validation Loss: 0.5852476
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.5026846 ---Validation accuracy:--- 0.7966 Validation Loss: 0.5738108
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.4843764 ---Validation accuracy:--- 0.8046 Validation Loss: 0.5743455
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.6068541 ---Validation accuracy:--- 0.7882 Validation Loss: 0.6215118
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.412583 ---Validation accuracy:--- 0.7986 Validation Loss: 0.58796775
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.50050294 ---Validation accuracy:--- 0.8024 Validation Loss: 0.5861375
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.49896973 ---Validation accuracy:--- 0.7598 Validation Loss: 0.6855888
Epoch: 1 ---Training accuracy:--- 0.7 Training Loss: 0.7641501 ---Validation accuracy:--- 0.6994 Validation Loss: 0.8339301
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.53431016 ---Validation accuracy:--- 0.7934 Validation Loss: 0.6910627
Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.53540236 ---Validation accuracy:--- 0.7488 Validation Loss: 0.7439037
Epoch: 1 ---Training accuracy:--- 0.73 Training Loss: 0.6654048 ---Validation accuracy:--- 0.777 Validation Loss: 0.67147297
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.36630622 ---Validation accuracy:--- 0.8156 Validation Loss: 0.5655372
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.45681915 ---Validation accuracy:--- 0.8052 Validation Loss: 0.6154948
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.5029333 ---Validation accuracy:--- 0.8116 Validation Loss: 0.5769663
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.623765 ---Validation accuracy:--- 0.7884 Validation Loss: 0.6065596
Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.5304621 ---Validation accuracy:--- 0.7628 Validation Loss: 0.6632155
Epoch: 1 ---Training accuracy:--- 0.73 Training Loss: 0.633285 ---Validation accuracy:--- 0.7574 Validation Loss: 0.6873581
Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.5926382 ---Validation accuracy:--- 0.7612 Validation Loss: 0.6684711
Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.5800517 ---Validation accuracy:--- 0.7934 Validation Loss: 0.60644996
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.54535806 ---Validation accuracy:--- 0.8004 Validation Loss: 0.62651956
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.5213857 ---Validation accuracy:--- 0.807 Validation Loss: 0.59758234
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.55992705 ---Validation accuracy:--- 0.7948 Validation Loss: 0.6020622
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.40477782 ---Validation accuracy:--- 0.7752 Validation Loss: 0.63669753
Epoch: 1 ---Training accuracy:--- 0.73 Training Loss: 0.60618687 ---Validation accuracy:--- 0.7408 Validation Loss: 0.64753866
Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.5869568 ---Validation accuracy:--- 0.8052 Validation Loss: 0.5585353
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.6061565 ---Validation accuracy:--- 0.7918 Validation Loss: 0.5876783
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.4947235 ---Validation accuracy:--- 0.82 Validation Loss: 0.54295
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.3870677 ---Validation accuracy:--- 0.8252 Validation Loss: 0.53090316
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.42371738 ---Validation accuracy:--- 0.8058 Validation Loss: 0.55613446
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.50901884 ---Validation accuracy:--- 0.808 Validation Loss: 0.5814046
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.35901535 ---Validation accuracy:--- 0.7854 Validation Loss: 0.6212076
Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.6068789 ---Validation accuracy:--- 0.7502 Validation Loss: 0.67852014
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.39082447 ---Validation accuracy:--- 0.7852 Validation Loss: 0.5880223
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.46702063 ---Validation accuracy:--- 0.8234 Validation Loss: 0.5492994
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.3583038 ---Validation accuracy:--- 0.811 Validation Loss: 0.54848975
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.4375734 ---Validation accuracy:--- 0.7802 Validation Loss: 0.73171985
Epoch: 1 ---Training accuracy:--- 0.62 Training Loss: 1.0448315 ---Validation accuracy:--- 0.6554 Validation Loss: 1.0375218
Epoch: 1 ---Training accuracy:--- 0.66 Training Loss: 0.9849301 ---Validation accuracy:--- 0.6292 Validation Loss: 1.0985498
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.57864463 ---Validation accuracy:--- 0.7672 Validation Loss: 0.74830306
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.45667338 ---Validation accuracy:--- 0.8162 Validation Loss: 0.5692321
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.4641642 ---Validation accuracy:--- 0.816 Validation Loss: 0.5549448
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.4847153 ---Validation accuracy:--- 0.7786 Validation Loss: 0.6423923
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.64567107 ---Validation accuracy:--- 0.7618 Validation Loss: 0.7103174
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.55282617 ---Validation accuracy:--- 0.8068 Validation Loss: 0.5562001
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.52334166 ---Validation accuracy:--- 0.8102 Validation Loss: 0.5661879
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.5243041 ---Validation accuracy:--- 0.7992 Validation Loss: 0.58062434
Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.7101964 ---Validation accuracy:--- 0.7926 Validation Loss: 0.66857374
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.5431753 ---Validation accuracy:--- 0.812 Validation Loss: 0.579501
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.620907 ---Validation accuracy:--- 0.8218 Validation Loss: 0.54686266
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.39036426 ---Validation accuracy:--- 0.8256 Validation Loss: 0.54730093
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.5024939 ---Validation accuracy:--- 0.797 Validation Loss: 0.58098686
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.4464102 ---Validation accuracy:--- 0.8132 Validation Loss: 0.54617846
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.54266965 ---Validation accuracy:--- 0.8036 Validation Loss: 0.5742454
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.61345315 ---Validation accuracy:--- 0.7832 Validation Loss: 0.65451974
Epoch: 1 ---Training accuracy:--- 0.74 Training Loss: 0.64612335 ---Validation accuracy:--- 0.7656 Validation Loss: 0.6697602
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.4623954 ---Validation accuracy:--- 0.8224 Validation Loss: 0.5404378
Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.6004011 ---Validation accuracy:--- 0.8004 Validation Loss: 0.54988587
Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.7513592 ---Validation accuracy:--- 0.799 Validation Loss: 0.6100009
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.4328157 ---Validation accuracy:--- 0.7988 Validation Loss: 0.580532
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.4309825 ---Validation accuracy:--- 0.783 Validation Loss: 0.6372623
Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.725844 ---Validation accuracy:--- 0.7456 Validation Loss: 0.72750646
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.5201265 ---Validation accuracy:--- 0.82 Validation Loss: 0.55012023
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.35621575 ---Validation accuracy:--- 0.809 Validation Loss: 0.5560312
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.41085804 ---Validation accuracy:--- 0.832 Validation Loss: 0.5795033
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.5792421 ---Validation accuracy:--- 0.777 Validation Loss: 0.6657744
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.48189473 ---Validation accuracy:--- 0.7846 Validation Loss: 0.6194697
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.6619228 ---Validation accuracy:--- 0.7676 Validation Loss: 0.779714
Epoch: 1 ---Training accuracy:--- 0.72 Training Loss: 0.70344645 ---Validation accuracy:--- 0.7698 Validation Loss: 0.68581223
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.5973669 ---Validation accuracy:--- 0.7962 Validation Loss: 0.59152234
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.31136283 ---Validation accuracy:--- 0.8284 Validation Loss: 0.53889084
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.5558693 ---Validation accuracy:--- 0.8114 Validation Loss: 0.5634971
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.43948486 ---Validation accuracy:--- 0.8256 Validation Loss: 0.5456178
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.46922204 ---Validation accuracy:--- 0.813 Validation Loss: 0.5775049
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.35120228 ---Validation accuracy:--- 0.8222 Validation Loss: 0.5926061
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.5166242 ---Validation accuracy:--- 0.8142 Validation Loss: 0.5668404
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.61364156 ---Validation accuracy:--- 0.8016 Validation Loss: 0.5811004
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.4430248 ---Validation accuracy:--- 0.816 Validation Loss: 0.5425899
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.52146184 ---Validation accuracy:--- 0.8102 Validation Loss: 0.5469454
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.5210595 ---Validation accuracy:--- 0.8216 Validation Loss: 0.5377359
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.42125332 ---Validation accuracy:--- 0.7958 Validation Loss: 0.58018535
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.529262 ---Validation accuracy:--- 0.8208 Validation Loss: 0.52833027
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.48525336 ---Validation accuracy:--- 0.8216 Validation Loss: 0.51602834
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.4675753 ---Validation accuracy:--- 0.7542 Validation Loss: 0.70637643
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.53297055 ---Validation accuracy:--- 0.7774 Validation Loss: 0.61699003
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.4887667 ---Validation accuracy:--- 0.8036 Validation Loss: 0.5887428
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.49447823 ---Validation accuracy:--- 0.8124 Validation Loss: 0.56289357
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.37030166 ---Validation accuracy:--- 0.8182 Validation Loss: 0.55670744
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.33779517 ---Validation accuracy:--- 0.8262 Validation Loss: 0.5212633
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.44883254 ---Validation accuracy:--- 0.8112 Validation Loss: 0.5639671
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.37924716 ---Validation accuracy:--- 0.8216 Validation Loss: 0.5266577
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.25134668 ---Validation accuracy:--- 0.8168 Validation Loss: 0.517559
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.4617173 ---Validation accuracy:--- 0.8286 Validation Loss: 0.52758884
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.5207823 ---Validation accuracy:--- 0.7946 Validation Loss: 0.6071209
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.5148898 ---Validation accuracy:--- 0.8022 Validation Loss: 0.5716121
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.40829217 ---Validation accuracy:--- 0.8264 Validation Loss: 0.5322214
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.3460266 ---Validation accuracy:--- 0.815 Validation Loss: 0.5893387
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.4211908 ---Validation accuracy:--- 0.8184 Validation Loss: 0.5372756
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.4360909 ---Validation accuracy:--- 0.8328 Validation Loss: 0.5464595
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.5924878 ---Validation accuracy:--- 0.7936 Validation Loss: 0.6750462
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.61441195 ---Validation accuracy:--- 0.7468 Validation Loss: 0.73286843
Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.84975314 ---Validation accuracy:--- 0.7798 Validation Loss: 0.7533087
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.45668396 ---Validation accuracy:--- 0.793 Validation Loss: 0.62150353
Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.69419116 ---Validation accuracy:--- 0.7454 Validation Loss: 0.7674699
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.3138234 ---Validation accuracy:--- 0.8246 Validation Loss: 0.553365
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.33376122 ---Validation accuracy:--- 0.7866 Validation Loss: 0.65879565
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.55559963 ---Validation accuracy:--- 0.794 Validation Loss: 0.63247657
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.48493743 ---Validation accuracy:--- 0.7494 Validation Loss: 0.74925035
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.54554397 ---Validation accuracy:--- 0.7838 Validation Loss: 0.6156697
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.37111306 ---Validation accuracy:--- 0.815 Validation Loss: 0.5760446
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.55076295 ---Validation accuracy:--- 0.8072 Validation Loss: 0.6041488
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.55531603 ---Validation accuracy:--- 0.8172 Validation Loss: 0.5664556
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.3668789 ---Validation accuracy:--- 0.8014 Validation Loss: 0.6036114
Epoch: 1 ---Training accuracy:--- 0.74 Training Loss: 0.5926886 ---Validation accuracy:--- 0.8212 Validation Loss: 0.5726894
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.47187114 ---Validation accuracy:--- 0.7974 Validation Loss: 0.602705
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.44362152 ---Validation accuracy:--- 0.82 Validation Loss: 0.54204816
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.351852 ---Validation accuracy:--- 0.8198 Validation Loss: 0.53845936
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.39659402 ---Validation accuracy:--- 0.81 Validation Loss: 0.55243224
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.28631535 ---Validation accuracy:--- 0.8152 Validation Loss: 0.53896075
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.54249907 ---Validation accuracy:--- 0.817 Validation Loss: 0.5531036
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.29218453 ---Validation accuracy:--- 0.827 Validation Loss: 0.55615604
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.43633136 ---Validation accuracy:--- 0.8032 Validation Loss: 0.5940714
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.61571044 ---Validation accuracy:--- 0.789 Validation Loss: 0.6208117
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.9379283 ---Validation accuracy:--- 0.7458 Validation Loss: 0.89443654
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.48011643 ---Validation accuracy:--- 0.8034 Validation Loss: 0.6285829
Epoch: 1 ---Training accuracy:--- 0.73 Training Loss: 0.66767764 ---Validation accuracy:--- 0.7908 Validation Loss: 0.6763872
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.5531672 ---Validation accuracy:--- 0.8182 Validation Loss: 0.55501986
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.5351069 ---Validation accuracy:--- 0.8242 Validation Loss: 0.56553173
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.5962299 ---Validation accuracy:--- 0.8212 Validation Loss: 0.53596777
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.43070298 ---Validation accuracy:--- 0.8132 Validation Loss: 0.55269855
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.49453312 ---Validation accuracy:--- 0.8298 Validation Loss: 0.5259888
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.45557198 ---Validation accuracy:--- 0.8286 Validation Loss: 0.5140191
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.5015491 ---Validation accuracy:--- 0.8182 Validation Loss: 0.53963435
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.378872 ---Validation accuracy:--- 0.8132 Validation Loss: 0.54446787
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.5165444 ---Validation accuracy:--- 0.7564 Validation Loss: 0.7020652
Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.6009427 ---Validation accuracy:--- 0.8062 Validation Loss: 0.57331115
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.31351683 ---Validation accuracy:--- 0.8164 Validation Loss: 0.5466052
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.52475524 ---Validation accuracy:--- 0.828 Validation Loss: 0.5325261
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.48979995 ---Validation accuracy:--- 0.8198 Validation Loss: 0.5613539
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.36693078 ---Validation accuracy:--- 0.8304 Validation Loss: 0.51096934
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.39694864 ---Validation accuracy:--- 0.8218 Validation Loss: 0.54363626
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.4260481 ---Validation accuracy:--- 0.8212 Validation Loss: 0.5499317
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.3474958 ---Validation accuracy:--- 0.8226 Validation Loss: 0.52952695
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.45494246 ---Validation accuracy:--- 0.8196 Validation Loss: 0.5314417
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.3999879 ---Validation accuracy:--- 0.8142 Validation Loss: 0.5836521
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.5336283 ---Validation accuracy:--- 0.8354 Validation Loss: 0.5215457
Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.6572078 ---Validation accuracy:--- 0.809 Validation Loss: 0.58072025
Epoch: 1 ---Training accuracy:--- 0.72 Training Loss: 0.8103187 ---Validation accuracy:--- 0.7344 Validation Loss: 0.86633635
Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.68705726 ---Validation accuracy:--- 0.783 Validation Loss: 0.6518335
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.52380174 ---Validation accuracy:--- 0.8024 Validation Loss: 0.6445343
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.44728905 ---Validation accuracy:--- 0.8236 Validation Loss: 0.5253975
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.5455279 ---Validation accuracy:--- 0.8092 Validation Loss: 0.58383566
Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.68274766 ---Validation accuracy:--- 0.7462 Validation Loss: 0.7616521
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.42867112 ---Validation accuracy:--- 0.8014 Validation Loss: 0.60516006
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.5857632 ---Validation accuracy:--- 0.7684 Validation Loss: 0.70748943
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.52180266 ---Validation accuracy:--- 0.8384 Validation Loss: 0.52064914
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.43894634 ---Validation accuracy:--- 0.8226 Validation Loss: 0.5373496
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.2671117 ---Validation accuracy:--- 0.8404 Validation Loss: 0.5056209
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.42946908 ---Validation accuracy:--- 0.8372 Validation Loss: 0.54162556
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.43916428 ---Validation accuracy:--- 0.8186 Validation Loss: 0.5342479
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.5063826 ---Validation accuracy:--- 0.8206 Validation Loss: 0.5389536
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.5457553 ---Validation accuracy:--- 0.8196 Validation Loss: 0.5303169
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.3358045 ---Validation accuracy:--- 0.8202 Validation Loss: 0.5299757
Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.6318896 ---Validation accuracy:--- 0.803 Validation Loss: 0.6059599
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.4168383 ---Validation accuracy:--- 0.827 Validation Loss: 0.56687766
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.38893983 ---Validation accuracy:--- 0.8214 Validation Loss: 0.5176596
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.66696775 ---Validation accuracy:--- 0.8108 Validation Loss: 0.5722558
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.36837432 ---Validation accuracy:--- 0.8372 Validation Loss: 0.5173349
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.4686699 ---Validation accuracy:--- 0.8318 Validation Loss: 0.51665133
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.6902703 ---Validation accuracy:--- 0.8274 Validation Loss: 0.52475154
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.35542747 ---Validation accuracy:--- 0.831 Validation Loss: 0.525308
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.27121696 ---Validation accuracy:--- 0.8358 Validation Loss: 0.51792395
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.402442 ---Validation accuracy:--- 0.8368 Validation Loss: 0.5170221
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.37700698 ---Validation accuracy:--- 0.827 Validation Loss: 0.5249403
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.40559167 ---Validation accuracy:--- 0.8302 Validation Loss: 0.5327421
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.50246274 ---Validation accuracy:--- 0.8358 Validation Loss: 0.5283518
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.488334 ---Validation accuracy:--- 0.7822 Validation Loss: 0.6101293
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.38316464 ---Validation accuracy:--- 0.8346 Validation Loss: 0.5056301
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.42215452 ---Validation accuracy:--- 0.838 Validation Loss: 0.49974355
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.66033036 ---Validation accuracy:--- 0.7912 Validation Loss: 0.68908024
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22826938 ---Validation accuracy:--- 0.8214 Validation Loss: 0.54007053
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.4121884 ---Validation accuracy:--- 0.8176 Validation Loss: 0.55213714
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.44281906 ---Validation accuracy:--- 0.829 Validation Loss: 0.5592881
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.4266412 ---Validation accuracy:--- 0.8292 Validation Loss: 0.5296851
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.39010474 ---Validation accuracy:--- 0.8238 Validation Loss: 0.5444798
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.65458673 ---Validation accuracy:--- 0.8306 Validation Loss: 0.5648062
Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.7077454 ---Validation accuracy:--- 0.8104 Validation Loss: 0.60184747
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.52101606 ---Validation accuracy:--- 0.8404 Validation Loss: 0.52895135
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.5160808 ---Validation accuracy:--- 0.809 Validation Loss: 0.62697905
Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.6263054 ---Validation accuracy:--- 0.7682 Validation Loss: 0.6864696
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.44364607 ---Validation accuracy:--- 0.8088 Validation Loss: 0.56409216
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.4978843 ---Validation accuracy:--- 0.8488 Validation Loss: 0.502478
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.3049511 ---Validation accuracy:--- 0.8068 Validation Loss: 0.5842912
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.4895752 ---Validation accuracy:--- 0.7868 Validation Loss: 0.59376764
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.4586904 ---Validation accuracy:--- 0.831 Validation Loss: 0.5305622
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.36401352 ---Validation accuracy:--- 0.8402 Validation Loss: 0.5160208
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.41642424 ---Validation accuracy:--- 0.8096 Validation Loss: 0.5264392
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.27856734 ---Validation accuracy:--- 0.8446 Validation Loss: 0.4955079
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.55697256 ---Validation accuracy:--- 0.8048 Validation Loss: 0.5624571
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.38156927 ---Validation accuracy:--- 0.8184 Validation Loss: 0.52850026
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.5786721 ---Validation accuracy:--- 0.8038 Validation Loss: 0.5617913
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.54773694 ---Validation accuracy:--- 0.8216 Validation Loss: 0.57347345
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.71393204 ---Validation accuracy:--- 0.7876 Validation Loss: 0.6912211
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.75021154 ---Validation accuracy:--- 0.7276 Validation Loss: 0.86891806
Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.6755603 ---Validation accuracy:--- 0.7704 Validation Loss: 0.6643588
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.35786778 ---Validation accuracy:--- 0.8252 Validation Loss: 0.5471464
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.58335453 ---Validation accuracy:--- 0.8226 Validation Loss: 0.5421259
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.4887503 ---Validation accuracy:--- 0.8304 Validation Loss: 0.5450681
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.29760522 ---Validation accuracy:--- 0.8376 Validation Loss: 0.5154306
Epoch: 1 ---Training accuracy:--- 0.75 Training Loss: 0.50406814 ---Validation accuracy:--- 0.742 Validation Loss: 0.67781866
Epoch: 1 ---Training accuracy:--- 0.73 Training Loss: 0.5725627 ---Validation accuracy:--- 0.8284 Validation Loss: 0.5529174
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.43010366 ---Validation accuracy:--- 0.79 Validation Loss: 0.61938035
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.36301318 ---Validation accuracy:--- 0.7902 Validation Loss: 0.69584334
Epoch: 1 ---Training accuracy:--- 0.64 Training Loss: 0.9630978 ---Validation accuracy:--- 0.6686 Validation Loss: 1.0605462
Epoch: 1 ---Training accuracy:--- 0.61 Training Loss: 1.25141 ---Validation accuracy:--- 0.6088 Validation Loss: 1.4240584
Epoch: 1 ---Training accuracy:--- 0.49 Training Loss: 1.4760551 ---Validation accuracy:--- 0.4658 Validation Loss: 1.6426347
Epoch: 1 ---Training accuracy:--- 0.55 Training Loss: 1.4094092 ---Validation accuracy:--- 0.572 Validation Loss: 1.3601764
Epoch: 1 ---Training accuracy:--- 0.61 Training Loss: 1.131947 ---Validation accuracy:--- 0.5752 Validation Loss: 1.3736676
Epoch: 1 ---Training accuracy:--- 0.72 Training Loss: 0.7953125 ---Validation accuracy:--- 0.6682 Validation Loss: 0.93520564
Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.76133424 ---Validation accuracy:--- 0.7218 Validation Loss: 0.86133426
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.61914414 ---Validation accuracy:--- 0.8032 Validation Loss: 0.6411913
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.53337914 ---Validation accuracy:--- 0.7736 Validation Loss: 0.69041884
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.43128037 ---Validation accuracy:--- 0.7814 Validation Loss: 0.65208644
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.54363006 ---Validation accuracy:--- 0.7252 Validation Loss: 0.7215248
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.48650032 ---Validation accuracy:--- 0.802 Validation Loss: 0.594277
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.5474805 ---Validation accuracy:--- 0.823 Validation Loss: 0.5542696
Epoch: 1 ---Training accuracy:--- 0.72 Training Loss: 0.6631903 ---Validation accuracy:--- 0.7454 Validation Loss: 0.7757945
Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.65037966 ---Validation accuracy:--- 0.7904 Validation Loss: 0.63381916
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.5977047 ---Validation accuracy:--- 0.7846 Validation Loss: 0.6579111
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.51389 ---Validation accuracy:--- 0.8264 Validation Loss: 0.56538546
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.4945112 ---Validation accuracy:--- 0.8172 Validation Loss: 0.5413709
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.4211868 ---Validation accuracy:--- 0.8322 Validation Loss: 0.557912
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.36729681 ---Validation accuracy:--- 0.8274 Validation Loss: 0.5340765
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.4201405 ---Validation accuracy:--- 0.8168 Validation Loss: 0.53213394
Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.5815682 ---Validation accuracy:--- 0.8366 Validation Loss: 0.55242085
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.4015743 ---Validation accuracy:--- 0.8312 Validation Loss: 0.5488245
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.4359412 ---Validation accuracy:--- 0.8328 Validation Loss: 0.51471496
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.52284235 ---Validation accuracy:--- 0.817 Validation Loss: 0.60301465
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.4378312 ---Validation accuracy:--- 0.8316 Validation Loss: 0.5121783
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.42357278 ---Validation accuracy:--- 0.8246 Validation Loss: 0.5770286
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.48238173 ---Validation accuracy:--- 0.7966 Validation Loss: 0.63450676
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.9539958 ---Validation accuracy:--- 0.805 Validation Loss: 0.7138454
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.792393 ---Validation accuracy:--- 0.7588 Validation Loss: 0.8534399
Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.69227755 ---Validation accuracy:--- 0.7756 Validation Loss: 0.76953447
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.5462173 ---Validation accuracy:--- 0.7782 Validation Loss: 0.6864975
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.69266665 ---Validation accuracy:--- 0.7362 Validation Loss: 0.80888486
Epoch: 1 ---Training accuracy:--- 0.69 Training Loss: 0.8545041 ---Validation accuracy:--- 0.7214 Validation Loss: 0.7717209
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.4434244 ---Validation accuracy:--- 0.8152 Validation Loss: 0.59946406
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.48034233 ---Validation accuracy:--- 0.8224 Validation Loss: 0.5371583
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.47958663 ---Validation accuracy:--- 0.7948 Validation Loss: 0.61082625
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.43833923 ---Validation accuracy:--- 0.8234 Validation Loss: 0.5607629
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.4660011 ---Validation accuracy:--- 0.8258 Validation Loss: 0.52238125
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.40717393 ---Validation accuracy:--- 0.8354 Validation Loss: 0.53075314
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.44295913 ---Validation accuracy:--- 0.8146 Validation Loss: 0.5609624
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.49193332 ---Validation accuracy:--- 0.837 Validation Loss: 0.5325276
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.37021577 ---Validation accuracy:--- 0.8372 Validation Loss: 0.4998966
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.45739967 ---Validation accuracy:--- 0.7364 Validation Loss: 0.71085775
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.6187148 ---Validation accuracy:--- 0.7834 Validation Loss: 0.76022196
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.46970612 ---Validation accuracy:--- 0.7598 Validation Loss: 0.7142224
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.50156856 ---Validation accuracy:--- 0.7566 Validation Loss: 0.79939723
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.49019933 ---Validation accuracy:--- 0.8122 Validation Loss: 0.5950046
Epoch: 1 ---Training accuracy:--- 0.76 Training Loss: 0.7565728 ---Validation accuracy:--- 0.7454 Validation Loss: 0.77120966
Epoch: 1 ---Training accuracy:--- 0.69 Training Loss: 1.0369185 ---Validation accuracy:--- 0.6912 Validation Loss: 0.92301404
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.5441162 ---Validation accuracy:--- 0.7876 Validation Loss: 0.64883953
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.3480469 ---Validation accuracy:--- 0.8084 Validation Loss: 0.5435949
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.5463766 ---Validation accuracy:--- 0.8376 Validation Loss: 0.54409
Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.6239914 ---Validation accuracy:--- 0.8302 Validation Loss: 0.5147046
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.47445098 ---Validation accuracy:--- 0.8422 Validation Loss: 0.4958544
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.5364396 ---Validation accuracy:--- 0.8144 Validation Loss: 0.56999314
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.4302804 ---Validation accuracy:--- 0.8272 Validation Loss: 0.51977086
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.52443236 ---Validation accuracy:--- 0.8256 Validation Loss: 0.5222664
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.50157046 ---Validation accuracy:--- 0.8272 Validation Loss: 0.5531615
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.6973082 ---Validation accuracy:--- 0.7798 Validation Loss: 0.7163096
Epoch: 1 ---Training accuracy:--- 0.74 Training Loss: 0.77488655 ---Validation accuracy:--- 0.6796 Validation Loss: 0.9484713
Epoch: 1 ---Training accuracy:--- 0.62 Training Loss: 0.9823732 ---Validation accuracy:--- 0.6368 Validation Loss: 0.98538905
Epoch: 1 ---Training accuracy:--- 0.72 Training Loss: 0.69234693 ---Validation accuracy:--- 0.7286 Validation Loss: 0.74415195
Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.6370866 ---Validation accuracy:--- 0.8116 Validation Loss: 0.6532215
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.4638997 ---Validation accuracy:--- 0.8392 Validation Loss: 0.5219177
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.60668474 ---Validation accuracy:--- 0.826 Validation Loss: 0.5076629
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.6004032 ---Validation accuracy:--- 0.8332 Validation Loss: 0.51102966
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.5012188 ---Validation accuracy:--- 0.8438 Validation Loss: 0.49896738
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.572658 ---Validation accuracy:--- 0.7968 Validation Loss: 0.6329941
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.73132604 ---Validation accuracy:--- 0.7726 Validation Loss: 0.7412548
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.47143814 ---Validation accuracy:--- 0.8214 Validation Loss: 0.5561045
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.44856995 ---Validation accuracy:--- 0.834 Validation Loss: 0.5226718
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.32580537 ---Validation accuracy:--- 0.836 Validation Loss: 0.520471
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.45078105 ---Validation accuracy:--- 0.8106 Validation Loss: 0.5562913
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.45832026 ---Validation accuracy:--- 0.8272 Validation Loss: 0.5535928
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.42413193 ---Validation accuracy:--- 0.8272 Validation Loss: 0.549548
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.37031558 ---Validation accuracy:--- 0.8418 Validation Loss: 0.48958135
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.47518212 ---Validation accuracy:--- 0.8274 Validation Loss: 0.53357315
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.363917 ---Validation accuracy:--- 0.8442 Validation Loss: 0.48287567
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.43204334 ---Validation accuracy:--- 0.849 Validation Loss: 0.49345753
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.25944877 ---Validation accuracy:--- 0.825 Validation Loss: 0.5230574
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.31209004 ---Validation accuracy:--- 0.838 Validation Loss: 0.5216476
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.44030204 ---Validation accuracy:--- 0.8408 Validation Loss: 0.49241874
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.42764693 ---Validation accuracy:--- 0.8084 Validation Loss: 0.54829687
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.3308287 ---Validation accuracy:--- 0.8316 Validation Loss: 0.5214893
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.27371496 ---Validation accuracy:--- 0.849 Validation Loss: 0.51232255
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25877425 ---Validation accuracy:--- 0.8334 Validation Loss: 0.54638386
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.31289533 ---Validation accuracy:--- 0.8464 Validation Loss: 0.49777436
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.43257335 ---Validation accuracy:--- 0.7978 Validation Loss: 0.58405524
Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.5268805 ---Validation accuracy:--- 0.7978 Validation Loss: 0.57551795
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.56693506 ---Validation accuracy:--- 0.796 Validation Loss: 0.80355966
Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.8488664 ---Validation accuracy:--- 0.747 Validation Loss: 0.8420624
Epoch: 1 ---Training accuracy:--- 0.78 Training Loss: 0.6211501 ---Validation accuracy:--- 0.7532 Validation Loss: 0.7498912
Epoch: 1 ---Training accuracy:--- 0.81 Training Loss: 0.5911736 ---Validation accuracy:--- 0.7832 Validation Loss: 0.6712203
Epoch: 1 ---Training accuracy:--- 0.73 Training Loss: 0.7973323 ---Validation accuracy:--- 0.7406 Validation Loss: 0.8779037
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.50615555 ---Validation accuracy:--- 0.8156 Validation Loss: 0.6147117
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.30691004 ---Validation accuracy:--- 0.8332 Validation Loss: 0.5353742
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.4820124 ---Validation accuracy:--- 0.778 Validation Loss: 0.58599466
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.37393966 ---Validation accuracy:--- 0.8332 Validation Loss: 0.56601465
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.45382544 ---Validation accuracy:--- 0.8376 Validation Loss: 0.52794886
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25245193 ---Validation accuracy:--- 0.8428 Validation Loss: 0.50996387
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.27992913 ---Validation accuracy:--- 0.8458 Validation Loss: 0.5009083
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.27256933 ---Validation accuracy:--- 0.8464 Validation Loss: 0.50017166
Epoch: 1 ---Training accuracy:--- 0.85 Training Loss: 0.44850922 ---Validation accuracy:--- 0.84 Validation Loss: 0.53188264
Epoch: 1 ---Training accuracy:--- 0.82 Training Loss: 0.55279183 ---Validation accuracy:--- 0.8322 Validation Loss: 0.60517913
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.48382422 ---Validation accuracy:--- 0.7532 Validation Loss: 0.6686106
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.42914474 ---Validation accuracy:--- 0.8234 Validation Loss: 0.587974
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.3689686 ---Validation accuracy:--- 0.8416 Validation Loss: 0.5213357
Epoch: 1 ---Training accuracy:--- 0.83 Training Loss: 0.49140894 ---Validation accuracy:--- 0.8312 Validation Loss: 0.5519539
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.39142075 ---Validation accuracy:--- 0.829 Validation Loss: 0.5530146
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.41969064 ---Validation accuracy:--- 0.8328 Validation Loss: 0.53647506
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.35583118 ---Validation accuracy:--- 0.8174 Validation Loss: 0.5653746
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.4934577 ---Validation accuracy:--- 0.8458 Validation Loss: 0.53992754
Epoch: 1 ---Training accuracy:--- 0.8 Training Loss: 0.5896119 ---Validation accuracy:--- 0.835 Validation Loss: 0.51177186
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.2833428 ---Validation accuracy:--- 0.8336 Validation Loss: 0.52597505
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.4965428 ---Validation accuracy:--- 0.7866 Validation Loss: 0.60716856
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.46561828 ---Validation accuracy:--- 0.8278 Validation Loss: 0.57026464
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.31852326 ---Validation accuracy:--- 0.8298 Validation Loss: 0.53653055
Epoch: 1 ---Training accuracy:--- 0.79 Training Loss: 0.48552617 ---Validation accuracy:--- 0.8164 Validation Loss: 0.50247127
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.24748655 ---Validation accuracy:--- 0.8442 Validation Loss: 0.5050884
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3211628 ---Validation accuracy:--- 0.8306 Validation Loss: 0.5377775
Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.5881284 ---Validation accuracy:--- 0.8336 Validation Loss: 0.5705336
Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.5163256 ---Validation accuracy:--- 0.848 Validation Loss: 0.5357767
Epoch: 2 ---Training accuracy:--- 0.78 Training Loss: 0.5653465 ---Validation accuracy:--- 0.842 Validation Loss: 0.48923886
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.38145393 ---Validation accuracy:--- 0.8268 Validation Loss: 0.5034463
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.32106677 ---Validation accuracy:--- 0.8504 Validation Loss: 0.4847263
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.44563448 ---Validation accuracy:--- 0.8506 Validation Loss: 0.47900888
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.46207604 ---Validation accuracy:--- 0.8436 Validation Loss: 0.4973669
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.48114693 ---Validation accuracy:--- 0.8312 Validation Loss: 0.54627025
Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.47943565 ---Validation accuracy:--- 0.8394 Validation Loss: 0.51220125
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.28223932 ---Validation accuracy:--- 0.8364 Validation Loss: 0.5025331
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.34004638 ---Validation accuracy:--- 0.8492 Validation Loss: 0.50615495
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.4177916 ---Validation accuracy:--- 0.8412 Validation Loss: 0.51433825
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.33790398 ---Validation accuracy:--- 0.8436 Validation Loss: 0.4854475
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.45194253 ---Validation accuracy:--- 0.7994 Validation Loss: 0.59639084
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.36785722 ---Validation accuracy:--- 0.839 Validation Loss: 0.5257912
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.29482856 ---Validation accuracy:--- 0.8508 Validation Loss: 0.50431824
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.29328424 ---Validation accuracy:--- 0.8524 Validation Loss: 0.47206488
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.45067143 ---Validation accuracy:--- 0.824 Validation Loss: 0.5537043
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.41642743 ---Validation accuracy:--- 0.8394 Validation Loss: 0.5054258
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.3779037 ---Validation accuracy:--- 0.8476 Validation Loss: 0.49212494
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.4672763 ---Validation accuracy:--- 0.849 Validation Loss: 0.50768137
Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.45055667 ---Validation accuracy:--- 0.8384 Validation Loss: 0.56588274
Epoch: 2 ---Training accuracy:--- 0.78 Training Loss: 0.57983345 ---Validation accuracy:--- 0.7618 Validation Loss: 0.6616046
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.40898147 ---Validation accuracy:--- 0.8206 Validation Loss: 0.5629373
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.3380207 ---Validation accuracy:--- 0.831 Validation Loss: 0.53483903
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3263968 ---Validation accuracy:--- 0.8282 Validation Loss: 0.542338
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.32168043 ---Validation accuracy:--- 0.85 Validation Loss: 0.48307592
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19812527 ---Validation accuracy:--- 0.843 Validation Loss: 0.49933955
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.29512534 ---Validation accuracy:--- 0.8492 Validation Loss: 0.51558447
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.22241025 ---Validation accuracy:--- 0.8442 Validation Loss: 0.49623707
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.19952121 ---Validation accuracy:--- 0.8444 Validation Loss: 0.5178675
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.3797422 ---Validation accuracy:--- 0.832 Validation Loss: 0.5342214
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.6081003 ---Validation accuracy:--- 0.8356 Validation Loss: 0.5588519
Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.61687016 ---Validation accuracy:--- 0.8234 Validation Loss: 0.604081
Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.8513875 ---Validation accuracy:--- 0.753 Validation Loss: 0.7434877
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.5751945 ---Validation accuracy:--- 0.8208 Validation Loss: 0.6167578
Epoch: 2 ---Training accuracy:--- 0.78 Training Loss: 0.5005719 ---Validation accuracy:--- 0.7876 Validation Loss: 0.58694494
Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.4897284 ---Validation accuracy:--- 0.8336 Validation Loss: 0.5775454
Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 1.0294396 ---Validation accuracy:--- 0.736 Validation Loss: 0.83408797
Epoch: 2 ---Training accuracy:--- 0.68 Training Loss: 0.7765491 ---Validation accuracy:--- 0.73 Validation Loss: 0.7186781
Epoch: 2 ---Training accuracy:--- 0.79 Training Loss: 0.6858141 ---Validation accuracy:--- 0.7404 Validation Loss: 0.79156345
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.43277085 ---Validation accuracy:--- 0.8382 Validation Loss: 0.52290857
Epoch: 2 ---Training accuracy:--- 0.78 Training Loss: 0.66223043 ---Validation accuracy:--- 0.7918 Validation Loss: 0.7080736
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.52877647 ---Validation accuracy:--- 0.806 Validation Loss: 0.6251128
Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.5987268 ---Validation accuracy:--- 0.826 Validation Loss: 0.5602258
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.39745998 ---Validation accuracy:--- 0.8528 Validation Loss: 0.50441766
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3093367 ---Validation accuracy:--- 0.8366 Validation Loss: 0.55177855
Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.6130438 ---Validation accuracy:--- 0.846 Validation Loss: 0.55630887
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.31299427 ---Validation accuracy:--- 0.83 Validation Loss: 0.53989744
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.3371936 ---Validation accuracy:--- 0.8356 Validation Loss: 0.5449142
Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.55759245 ---Validation accuracy:--- 0.8434 Validation Loss: 0.5268172
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.49166846 ---Validation accuracy:--- 0.8186 Validation Loss: 0.5910134
Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.5039182 ---Validation accuracy:--- 0.8292 Validation Loss: 0.5802625
Epoch: 2 ---Training accuracy:--- 0.81 Training Loss: 0.45903304 ---Validation accuracy:--- 0.8484 Validation Loss: 0.49688742
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.38585317 ---Validation accuracy:--- 0.8644 Validation Loss: 0.46184316
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.25296324 ---Validation accuracy:--- 0.8516 Validation Loss: 0.46212706
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.41187698 ---Validation accuracy:--- 0.8578 Validation Loss: 0.46328837
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.24486424 ---Validation accuracy:--- 0.8548 Validation Loss: 0.47499678
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.37842652 ---Validation accuracy:--- 0.8486 Validation Loss: 0.5067165
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.23536246 ---Validation accuracy:--- 0.863 Validation Loss: 0.47813585
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.33179855 ---Validation accuracy:--- 0.8466 Validation Loss: 0.48977804
Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.45786536 ---Validation accuracy:--- 0.852 Validation Loss: 0.4905788
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3305605 ---Validation accuracy:--- 0.8536 Validation Loss: 0.48108125
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.36682808 ---Validation accuracy:--- 0.8562 Validation Loss: 0.46340883
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.45365438 ---Validation accuracy:--- 0.8536 Validation Loss: 0.48734048
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.38491303 ---Validation accuracy:--- 0.8606 Validation Loss: 0.45646015
Epoch: 2 ---Training accuracy:--- 0.77 Training Loss: 0.544358 ---Validation accuracy:--- 0.8188 Validation Loss: 0.5278503
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.330083 ---Validation accuracy:--- 0.8556 Validation Loss: 0.48224542
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3500445 ---Validation accuracy:--- 0.8556 Validation Loss: 0.4806348
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.33706883 ---Validation accuracy:--- 0.8594 Validation Loss: 0.47011045
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.40772575 ---Validation accuracy:--- 0.8588 Validation Loss: 0.47707525
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.53619933 ---Validation accuracy:--- 0.8498 Validation Loss: 0.50037426
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.37226105 ---Validation accuracy:--- 0.8662 Validation Loss: 0.45630243
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3488776 ---Validation accuracy:--- 0.8476 Validation Loss: 0.5054298
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.31359786 ---Validation accuracy:--- 0.8534 Validation Loss: 0.4821855
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.26621547 ---Validation accuracy:--- 0.8632 Validation Loss: 0.45762223
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.36084118 ---Validation accuracy:--- 0.8526 Validation Loss: 0.49895483
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.36609817 ---Validation accuracy:--- 0.865 Validation Loss: 0.45826113
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.28605822 ---Validation accuracy:--- 0.8252 Validation Loss: 0.5820776
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.42890465 ---Validation accuracy:--- 0.817 Validation Loss: 0.6332086
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.347308 ---Validation accuracy:--- 0.8466 Validation Loss: 0.52703774
Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.46739632 ---Validation accuracy:--- 0.8604 Validation Loss: 0.47108424
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.45827675 ---Validation accuracy:--- 0.8528 Validation Loss: 0.5013319
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.4042511 ---Validation accuracy:--- 0.8126 Validation Loss: 0.7254161
Epoch: 2 ---Training accuracy:--- 0.77 Training Loss: 0.5209105 ---Validation accuracy:--- 0.7598 Validation Loss: 0.65069747
Epoch: 2 ---Training accuracy:--- 0.75 Training Loss: 0.7355794 ---Validation accuracy:--- 0.8102 Validation Loss: 0.66002643
Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 0.7955336 ---Validation accuracy:--- 0.754 Validation Loss: 0.81465507
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.43062207 ---Validation accuracy:--- 0.8376 Validation Loss: 0.5901043
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.44128692 ---Validation accuracy:--- 0.8168 Validation Loss: 0.5959061
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.41811934 ---Validation accuracy:--- 0.8298 Validation Loss: 0.5591879
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23506416 ---Validation accuracy:--- 0.8564 Validation Loss: 0.5170308
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.37875244 ---Validation accuracy:--- 0.8562 Validation Loss: 0.49538213
Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.5841787 ---Validation accuracy:--- 0.8194 Validation Loss: 0.62443185
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.32932007 ---Validation accuracy:--- 0.829 Validation Loss: 0.6103424
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.4331823 ---Validation accuracy:--- 0.8602 Validation Loss: 0.48145273
Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 0.689896 ---Validation accuracy:--- 0.7836 Validation Loss: 0.6478765
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.38286513 ---Validation accuracy:--- 0.836 Validation Loss: 0.5582552
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.4145979 ---Validation accuracy:--- 0.8308 Validation Loss: 0.56172955
Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.61285555 ---Validation accuracy:--- 0.792 Validation Loss: 0.6699243
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.40598136 ---Validation accuracy:--- 0.852 Validation Loss: 0.50112087
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.4158459 ---Validation accuracy:--- 0.8562 Validation Loss: 0.5381653
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21191365 ---Validation accuracy:--- 0.8686 Validation Loss: 0.45834678
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.35759372 ---Validation accuracy:--- 0.828 Validation Loss: 0.5328086
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.407471 ---Validation accuracy:--- 0.866 Validation Loss: 0.47818696
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3007565 ---Validation accuracy:--- 0.8616 Validation Loss: 0.48334667
Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.4940424 ---Validation accuracy:--- 0.8488 Validation Loss: 0.5278212
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.23689671 ---Validation accuracy:--- 0.8526 Validation Loss: 0.48899478
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.28121775 ---Validation accuracy:--- 0.8696 Validation Loss: 0.46678868
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.34108925 ---Validation accuracy:--- 0.8326 Validation Loss: 0.5643252
Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.66832906 ---Validation accuracy:--- 0.8012 Validation Loss: 0.6580899
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.428413 ---Validation accuracy:--- 0.8444 Validation Loss: 0.59202147
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.45372802 ---Validation accuracy:--- 0.8628 Validation Loss: 0.5153818
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3611604 ---Validation accuracy:--- 0.7996 Validation Loss: 0.58779377
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.35355216 ---Validation accuracy:--- 0.8644 Validation Loss: 0.4774411
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.33343753 ---Validation accuracy:--- 0.8546 Validation Loss: 0.49786338
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.34809288 ---Validation accuracy:--- 0.8464 Validation Loss: 0.54640573
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3216941 ---Validation accuracy:--- 0.8542 Validation Loss: 0.52567565
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.24951774 ---Validation accuracy:--- 0.8758 Validation Loss: 0.43906552
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.4429708 ---Validation accuracy:--- 0.813 Validation Loss: 0.6024256
Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.66865087 ---Validation accuracy:--- 0.7976 Validation Loss: 0.7317126
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3553074 ---Validation accuracy:--- 0.845 Validation Loss: 0.56864285
Epoch: 2 ---Training accuracy:--- 0.77 Training Loss: 0.66012543 ---Validation accuracy:--- 0.7914 Validation Loss: 0.63201106
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.38522255 ---Validation accuracy:--- 0.8632 Validation Loss: 0.49004903
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2836409 ---Validation accuracy:--- 0.87 Validation Loss: 0.47746465
Epoch: 2 ---Training accuracy:--- 0.81 Training Loss: 0.58520937 ---Validation accuracy:--- 0.8256 Validation Loss: 0.5927176
Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.48748496 ---Validation accuracy:--- 0.802 Validation Loss: 0.6284316
Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.59666365 ---Validation accuracy:--- 0.7746 Validation Loss: 0.938608
Epoch: 2 ---Training accuracy:--- 0.67 Training Loss: 0.9465703 ---Validation accuracy:--- 0.659 Validation Loss: 0.97691345
Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.70089704 ---Validation accuracy:--- 0.714 Validation Loss: 1.005284
Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 0.7204222 ---Validation accuracy:--- 0.7394 Validation Loss: 0.8088679
Epoch: 2 ---Training accuracy:--- 0.77 Training Loss: 1.0539408 ---Validation accuracy:--- 0.6744 Validation Loss: 1.2560377
Epoch: 2 ---Training accuracy:--- 0.67 Training Loss: 0.83823633 ---Validation accuracy:--- 0.6268 Validation Loss: 0.91680694
Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.79123354 ---Validation accuracy:--- 0.818 Validation Loss: 0.80939037
Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.58338416 ---Validation accuracy:--- 0.7704 Validation Loss: 0.7464199
Epoch: 2 ---Training accuracy:--- 0.78 Training Loss: 0.5636463 ---Validation accuracy:--- 0.7364 Validation Loss: 0.75582373
Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.58848494 ---Validation accuracy:--- 0.8466 Validation Loss: 0.5639099
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.34102368 ---Validation accuracy:--- 0.8536 Validation Loss: 0.5338894
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3388394 ---Validation accuracy:--- 0.8508 Validation Loss: 0.5374427
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.447764 ---Validation accuracy:--- 0.8386 Validation Loss: 0.5728417
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.33876333 ---Validation accuracy:--- 0.8454 Validation Loss: 0.5481547
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23016378 ---Validation accuracy:--- 0.87 Validation Loss: 0.47678524
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.5314424 ---Validation accuracy:--- 0.864 Validation Loss: 0.5247894
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.4011687 ---Validation accuracy:--- 0.8528 Validation Loss: 0.5223539
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.37997678 ---Validation accuracy:--- 0.826 Validation Loss: 0.5470459
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.3756669 ---Validation accuracy:--- 0.8598 Validation Loss: 0.4964136
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.33884114 ---Validation accuracy:--- 0.8668 Validation Loss: 0.5180577
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.44483688 ---Validation accuracy:--- 0.8668 Validation Loss: 0.5116741
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.33971694 ---Validation accuracy:--- 0.8564 Validation Loss: 0.5121838
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.4239627 ---Validation accuracy:--- 0.85 Validation Loss: 0.5156678
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.4550959 ---Validation accuracy:--- 0.8514 Validation Loss: 0.55451506
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.54353887 ---Validation accuracy:--- 0.8294 Validation Loss: 0.6012744
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.4370803 ---Validation accuracy:--- 0.8092 Validation Loss: 0.61888283
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.4015003 ---Validation accuracy:--- 0.845 Validation Loss: 0.5485788
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.35968566 ---Validation accuracy:--- 0.8546 Validation Loss: 0.52041554
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.37303793 ---Validation accuracy:--- 0.86 Validation Loss: 0.5026811
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.49165756 ---Validation accuracy:--- 0.8634 Validation Loss: 0.5255532
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.33490375 ---Validation accuracy:--- 0.8626 Validation Loss: 0.5098227
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.45109382 ---Validation accuracy:--- 0.8594 Validation Loss: 0.5780028
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.31091154 ---Validation accuracy:--- 0.8588 Validation Loss: 0.5217152
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21226037 ---Validation accuracy:--- 0.8708 Validation Loss: 0.4973059
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.33867386 ---Validation accuracy:--- 0.8536 Validation Loss: 0.6158059
Epoch: 2 ---Training accuracy:--- 0.78 Training Loss: 0.6140599 ---Validation accuracy:--- 0.8128 Validation Loss: 0.6965372
Epoch: 2 ---Training accuracy:--- 0.77 Training Loss: 0.655574 ---Validation accuracy:--- 0.7894 Validation Loss: 0.6910833
Epoch: 2 ---Training accuracy:--- 0.79 Training Loss: 0.6530682 ---Validation accuracy:--- 0.7696 Validation Loss: 0.8070483
Epoch: 2 ---Training accuracy:--- 0.81 Training Loss: 0.490534 ---Validation accuracy:--- 0.8344 Validation Loss: 0.5743015
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.49933028 ---Validation accuracy:--- 0.8306 Validation Loss: 0.5917926
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.37388265 ---Validation accuracy:--- 0.851 Validation Loss: 0.51329297
Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.5551808 ---Validation accuracy:--- 0.855 Validation Loss: 0.51853126
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.28605205 ---Validation accuracy:--- 0.8312 Validation Loss: 0.59449226
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22992101 ---Validation accuracy:--- 0.863 Validation Loss: 0.48580128
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.43831673 ---Validation accuracy:--- 0.8152 Validation Loss: 0.5633578
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.32990962 ---Validation accuracy:--- 0.7994 Validation Loss: 0.5869217
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.5278207 ---Validation accuracy:--- 0.8082 Validation Loss: 0.6173659
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.5786121 ---Validation accuracy:--- 0.8552 Validation Loss: 0.53835946
Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.49227494 ---Validation accuracy:--- 0.7854 Validation Loss: 0.6037367
Epoch: 2 ---Training accuracy:--- 0.79 Training Loss: 0.7066594 ---Validation accuracy:--- 0.7244 Validation Loss: 0.8686247
Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.52961516 ---Validation accuracy:--- 0.817 Validation Loss: 0.6460734
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.39800033 ---Validation accuracy:--- 0.8438 Validation Loss: 0.55290335
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.44155258 ---Validation accuracy:--- 0.852 Validation Loss: 0.49091464
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3509 ---Validation accuracy:--- 0.8508 Validation Loss: 0.509255
Epoch: 2 ---Training accuracy:--- 0.79 Training Loss: 0.59080786 ---Validation accuracy:--- 0.8196 Validation Loss: 0.5979798
Epoch: 2 ---Training accuracy:--- 0.77 Training Loss: 0.61814356 ---Validation accuracy:--- 0.7626 Validation Loss: 0.70299053
Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.47977218 ---Validation accuracy:--- 0.7808 Validation Loss: 0.6247546
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.40398657 ---Validation accuracy:--- 0.8258 Validation Loss: 0.59685165
Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.51811594 ---Validation accuracy:--- 0.8552 Validation Loss: 0.57580537
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.45672372 ---Validation accuracy:--- 0.83 Validation Loss: 0.55249023
Epoch: 2 ---Training accuracy:--- 0.81 Training Loss: 0.524208 ---Validation accuracy:--- 0.8324 Validation Loss: 0.56997234
Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.5694639 ---Validation accuracy:--- 0.8702 Validation Loss: 0.48455888
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.43385163 ---Validation accuracy:--- 0.8666 Validation Loss: 0.48479483
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.53653663 ---Validation accuracy:--- 0.8312 Validation Loss: 0.61919266
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.39739308 ---Validation accuracy:--- 0.8532 Validation Loss: 0.51212966
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.4391998 ---Validation accuracy:--- 0.847 Validation Loss: 0.5210129
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.31769466 ---Validation accuracy:--- 0.8732 Validation Loss: 0.45620537
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3182769 ---Validation accuracy:--- 0.8702 Validation Loss: 0.44836742
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.32784104 ---Validation accuracy:--- 0.8714 Validation Loss: 0.45321134
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.25537476 ---Validation accuracy:--- 0.8626 Validation Loss: 0.4613665
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.31880772 ---Validation accuracy:--- 0.8688 Validation Loss: 0.4612588
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.31679192 ---Validation accuracy:--- 0.8598 Validation Loss: 0.5072209
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.37499106 ---Validation accuracy:--- 0.862 Validation Loss: 0.4707644
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.4351319 ---Validation accuracy:--- 0.8532 Validation Loss: 0.51201767
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.47739533 ---Validation accuracy:--- 0.8712 Validation Loss: 0.47356728
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.3377113 ---Validation accuracy:--- 0.8684 Validation Loss: 0.48599854
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.32135695 ---Validation accuracy:--- 0.8564 Validation Loss: 0.5058354
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.28339574 ---Validation accuracy:--- 0.8686 Validation Loss: 0.5046646
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.36275437 ---Validation accuracy:--- 0.8436 Validation Loss: 0.527871
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.46533135 ---Validation accuracy:--- 0.838 Validation Loss: 0.66071606
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.5222682 ---Validation accuracy:--- 0.8372 Validation Loss: 0.615659
Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.49189064 ---Validation accuracy:--- 0.7972 Validation Loss: 0.58088595
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.42489487 ---Validation accuracy:--- 0.8562 Validation Loss: 0.51542276
Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.49021938 ---Validation accuracy:--- 0.8634 Validation Loss: 0.47161198
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.46171626 ---Validation accuracy:--- 0.8466 Validation Loss: 0.5205799
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.3751793 ---Validation accuracy:--- 0.8708 Validation Loss: 0.45658398
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2426117 ---Validation accuracy:--- 0.8534 Validation Loss: 0.47710204
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.37860915 ---Validation accuracy:--- 0.8528 Validation Loss: 0.52484596
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.40701923 ---Validation accuracy:--- 0.839 Validation Loss: 0.5333174
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.31026065 ---Validation accuracy:--- 0.875 Validation Loss: 0.45904747
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.35884967 ---Validation accuracy:--- 0.8696 Validation Loss: 0.47957724
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.31203675 ---Validation accuracy:--- 0.8772 Validation Loss: 0.44697896
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.34849593 ---Validation accuracy:--- 0.8522 Validation Loss: 0.52687687
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.20136715 ---Validation accuracy:--- 0.8776 Validation Loss: 0.44378945
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.47191745 ---Validation accuracy:--- 0.8312 Validation Loss: 0.58565915
Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.5849712 ---Validation accuracy:--- 0.7852 Validation Loss: 0.7851931
Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.74908096 ---Validation accuracy:--- 0.8042 Validation Loss: 0.6853229
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.4372134 ---Validation accuracy:--- 0.8008 Validation Loss: 0.58449596
Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 0.69601417 ---Validation accuracy:--- 0.7922 Validation Loss: 0.67092294
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.530379 ---Validation accuracy:--- 0.8122 Validation Loss: 0.6368535
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.40111053 ---Validation accuracy:--- 0.8662 Validation Loss: 0.4835247
Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.6086077 ---Validation accuracy:--- 0.8618 Validation Loss: 0.48391163
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3439247 ---Validation accuracy:--- 0.8702 Validation Loss: 0.46387637
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.4056327 ---Validation accuracy:--- 0.8448 Validation Loss: 0.49557656
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.4046228 ---Validation accuracy:--- 0.8676 Validation Loss: 0.48966694
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.42411822 ---Validation accuracy:--- 0.8614 Validation Loss: 0.49665356
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.45975345 ---Validation accuracy:--- 0.8356 Validation Loss: 0.5858936
Epoch: 2 ---Training accuracy:--- 0.81 Training Loss: 0.53199595 ---Validation accuracy:--- 0.858 Validation Loss: 0.5061045
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.3636705 ---Validation accuracy:--- 0.866 Validation Loss: 0.4439575
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.4018989 ---Validation accuracy:--- 0.87 Validation Loss: 0.4535582
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.35976943 ---Validation accuracy:--- 0.8612 Validation Loss: 0.47993106
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.34142792 ---Validation accuracy:--- 0.8702 Validation Loss: 0.4584154
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.3418499 ---Validation accuracy:--- 0.868 Validation Loss: 0.47083008
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.47249058 ---Validation accuracy:--- 0.8602 Validation Loss: 0.5098713
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.419507 ---Validation accuracy:--- 0.864 Validation Loss: 0.50113183
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3457233 ---Validation accuracy:--- 0.8538 Validation Loss: 0.5696038
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.61833173 ---Validation accuracy:--- 0.8132 Validation Loss: 0.64621127
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.37716046 ---Validation accuracy:--- 0.8484 Validation Loss: 0.5616732
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.32225007 ---Validation accuracy:--- 0.8514 Validation Loss: 0.5175105
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.45869544 ---Validation accuracy:--- 0.8484 Validation Loss: 0.5142469
Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.5820462 ---Validation accuracy:--- 0.7846 Validation Loss: 0.71807116
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.43094414 ---Validation accuracy:--- 0.8674 Validation Loss: 0.5061393
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.49790412 ---Validation accuracy:--- 0.8582 Validation Loss: 0.5136218
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3812436 ---Validation accuracy:--- 0.8516 Validation Loss: 0.53436726
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.36777267 ---Validation accuracy:--- 0.8746 Validation Loss: 0.45601285
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.33378905 ---Validation accuracy:--- 0.8602 Validation Loss: 0.4960123
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.3270294 ---Validation accuracy:--- 0.8774 Validation Loss: 0.43634483
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.39905876 ---Validation accuracy:--- 0.8648 Validation Loss: 0.47149053
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.3180692 ---Validation accuracy:--- 0.8776 Validation Loss: 0.43467182
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.25354713 ---Validation accuracy:--- 0.8726 Validation Loss: 0.44956046
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.4214882 ---Validation accuracy:--- 0.8372 Validation Loss: 0.515336
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.38250473 ---Validation accuracy:--- 0.863 Validation Loss: 0.48259893
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25780421 ---Validation accuracy:--- 0.8754 Validation Loss: 0.43435606
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.18367188 ---Validation accuracy:--- 0.869 Validation Loss: 0.44595653
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.33128503 ---Validation accuracy:--- 0.873 Validation Loss: 0.46213317
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.40275025 ---Validation accuracy:--- 0.8576 Validation Loss: 0.49074146
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.46190917 ---Validation accuracy:--- 0.8472 Validation Loss: 0.5293913
Epoch: 2 ---Training accuracy:--- 0.75 Training Loss: 0.70209646 ---Validation accuracy:--- 0.8032 Validation Loss: 0.6026898
Epoch: 2 ---Training accuracy:--- 0.81 Training Loss: 0.50125647 ---Validation accuracy:--- 0.8114 Validation Loss: 0.5964476
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.48453164 ---Validation accuracy:--- 0.8652 Validation Loss: 0.5021734
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.24277222 ---Validation accuracy:--- 0.8678 Validation Loss: 0.47329056
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.39357072 ---Validation accuracy:--- 0.8806 Validation Loss: 0.41450068
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.408938 ---Validation accuracy:--- 0.8804 Validation Loss: 0.43031162
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3831504 ---Validation accuracy:--- 0.8778 Validation Loss: 0.40707144
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22537258 ---Validation accuracy:--- 0.8822 Validation Loss: 0.40689135
Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.6266785 ---Validation accuracy:--- 0.8596 Validation Loss: 0.5111205
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.32277688 ---Validation accuracy:--- 0.8606 Validation Loss: 0.49747306
Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.51945627 ---Validation accuracy:--- 0.8152 Validation Loss: 0.55472636
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.46821317 ---Validation accuracy:--- 0.8602 Validation Loss: 0.48276034
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.27202153 ---Validation accuracy:--- 0.8624 Validation Loss: 0.48696962
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.26748788 ---Validation accuracy:--- 0.8668 Validation Loss: 0.46188828
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.31014356 ---Validation accuracy:--- 0.8646 Validation Loss: 0.4555002
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.3966341 ---Validation accuracy:--- 0.8712 Validation Loss: 0.44925937
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3905648 ---Validation accuracy:--- 0.8556 Validation Loss: 0.471788
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.4630524 ---Validation accuracy:--- 0.8656 Validation Loss: 0.4682731
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23578124 ---Validation accuracy:--- 0.868 Validation Loss: 0.45384833
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3266753 ---Validation accuracy:--- 0.8628 Validation Loss: 0.46656388
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.34485406 ---Validation accuracy:--- 0.8744 Validation Loss: 0.44340083
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.29266733 ---Validation accuracy:--- 0.8808 Validation Loss: 0.43125147
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.44242087 ---Validation accuracy:--- 0.8794 Validation Loss: 0.46246788
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.4251713 ---Validation accuracy:--- 0.8102 Validation Loss: 0.6026935
Epoch: 2 ---Training accuracy:--- 0.79 Training Loss: 0.5312592 ---Validation accuracy:--- 0.788 Validation Loss: 0.57420665
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.34436992 ---Validation accuracy:--- 0.8666 Validation Loss: 0.50207627
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.42839554 ---Validation accuracy:--- 0.8836 Validation Loss: 0.42618912
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.32511932 ---Validation accuracy:--- 0.879 Validation Loss: 0.44045204
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.3819994 ---Validation accuracy:--- 0.866 Validation Loss: 0.46688575
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.3244359 ---Validation accuracy:--- 0.8366 Validation Loss: 0.602545
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.35459122 ---Validation accuracy:--- 0.857 Validation Loss: 0.47558838
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.45892775 ---Validation accuracy:--- 0.8458 Validation Loss: 0.5028514
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.34964818 ---Validation accuracy:--- 0.882 Validation Loss: 0.44177216
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.22117569 ---Validation accuracy:--- 0.8748 Validation Loss: 0.4355711
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.31870854 ---Validation accuracy:--- 0.8832 Validation Loss: 0.4341414
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.313004 ---Validation accuracy:--- 0.866 Validation Loss: 0.4571398
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.29330257 ---Validation accuracy:--- 0.872 Validation Loss: 0.44643277
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.5310897 ---Validation accuracy:--- 0.8626 Validation Loss: 0.49316025
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.28667477 ---Validation accuracy:--- 0.8568 Validation Loss: 0.5204724
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.31313175 ---Validation accuracy:--- 0.8412 Validation Loss: 0.5346872
Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.84795135 ---Validation accuracy:--- 0.724 Validation Loss: 0.95392156
Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.71762717 ---Validation accuracy:--- 0.7136 Validation Loss: 0.8421154
Epoch: 2 ---Training accuracy:--- 0.67 Training Loss: 0.75661796 ---Validation accuracy:--- 0.7166 Validation Loss: 0.76201606
Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 0.93303466 ---Validation accuracy:--- 0.6966 Validation Loss: 1.0169157
Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.6259515 ---Validation accuracy:--- 0.7684 Validation Loss: 0.62567234
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.33524144 ---Validation accuracy:--- 0.862 Validation Loss: 0.56213945
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.4689823 ---Validation accuracy:--- 0.8706 Validation Loss: 0.48457685
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.43017602 ---Validation accuracy:--- 0.8052 Validation Loss: 0.64353585
Epoch: 2 ---Training accuracy:--- 0.75 Training Loss: 0.80146086 ---Validation accuracy:--- 0.8158 Validation Loss: 0.6483494
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.39588988 ---Validation accuracy:--- 0.8394 Validation Loss: 0.5496958
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.37170395 ---Validation accuracy:--- 0.8596 Validation Loss: 0.5060635
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.51128435 ---Validation accuracy:--- 0.863 Validation Loss: 0.5077742
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23382676 ---Validation accuracy:--- 0.8706 Validation Loss: 0.47915235
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.41287446 ---Validation accuracy:--- 0.8468 Validation Loss: 0.52192277
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.44571435 ---Validation accuracy:--- 0.8588 Validation Loss: 0.5120552
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.29618534 ---Validation accuracy:--- 0.8474 Validation Loss: 0.5312034
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.45029786 ---Validation accuracy:--- 0.8392 Validation Loss: 0.5258616
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.3560254 ---Validation accuracy:--- 0.8642 Validation Loss: 0.47901398
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.34957206 ---Validation accuracy:--- 0.8546 Validation Loss: 0.5036079
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.39592597 ---Validation accuracy:--- 0.8314 Validation Loss: 0.5591994
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.19441995 ---Validation accuracy:--- 0.8466 Validation Loss: 0.5612222
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.3224389 ---Validation accuracy:--- 0.8596 Validation Loss: 0.49096403
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.4330194 ---Validation accuracy:--- 0.8678 Validation Loss: 0.4831627
Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.56875914 ---Validation accuracy:--- 0.7996 Validation Loss: 0.733014
Epoch: 2 ---Training accuracy:--- 0.79 Training Loss: 0.64317644 ---Validation accuracy:--- 0.7838 Validation Loss: 0.6580726
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.39912933 ---Validation accuracy:--- 0.862 Validation Loss: 0.49116495
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.32747298 ---Validation accuracy:--- 0.8696 Validation Loss: 0.49336466
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.32017562 ---Validation accuracy:--- 0.865 Validation Loss: 0.50085354
Epoch: 2 ---Training accuracy:--- 0.79 Training Loss: 0.6476506 ---Validation accuracy:--- 0.7944 Validation Loss: 0.62205225
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.39810914 ---Validation accuracy:--- 0.84 Validation Loss: 0.55760664
Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.56477785 ---Validation accuracy:--- 0.8396 Validation Loss: 0.5523264
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.39944142 ---Validation accuracy:--- 0.8596 Validation Loss: 0.48807904
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.21200603 ---Validation accuracy:--- 0.8558 Validation Loss: 0.5010995
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.5036799 ---Validation accuracy:--- 0.8382 Validation Loss: 0.5527417
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.45854267 ---Validation accuracy:--- 0.836 Validation Loss: 0.56560695
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.4119397 ---Validation accuracy:--- 0.8602 Validation Loss: 0.5398328
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.33517152 ---Validation accuracy:--- 0.8686 Validation Loss: 0.4861043
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.47473708 ---Validation accuracy:--- 0.8598 Validation Loss: 0.5078335
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.4491535 ---Validation accuracy:--- 0.872 Validation Loss: 0.46433502
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.40599442 ---Validation accuracy:--- 0.8592 Validation Loss: 0.49415946
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.47327903 ---Validation accuracy:--- 0.8708 Validation Loss: 0.47752607
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.5472587 ---Validation accuracy:--- 0.879 Validation Loss: 0.4764207
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.33183536 ---Validation accuracy:--- 0.883 Validation Loss: 0.42565826
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.3579235 ---Validation accuracy:--- 0.8826 Validation Loss: 0.43660957
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.46620762 ---Validation accuracy:--- 0.882 Validation Loss: 0.44148022
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.34277165 ---Validation accuracy:--- 0.869 Validation Loss: 0.46058652
Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.4645861 ---Validation accuracy:--- 0.8536 Validation Loss: 0.5135085
Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.4510916 ---Validation accuracy:--- 0.8556 Validation Loss: 0.50357884
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.37262484 ---Validation accuracy:--- 0.8856 Validation Loss: 0.44104496
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3025766 ---Validation accuracy:--- 0.8758 Validation Loss: 0.4398687
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.31058818 ---Validation accuracy:--- 0.8864 Validation Loss: 0.42996857
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.38670245 ---Validation accuracy:--- 0.8824 Validation Loss: 0.42334205
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.3379425 ---Validation accuracy:--- 0.8814 Validation Loss: 0.43383622
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.4907447 ---Validation accuracy:--- 0.8446 Validation Loss: 0.50065297
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.29305512 ---Validation accuracy:--- 0.8848 Validation Loss: 0.43691307
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.177841 ---Validation accuracy:--- 0.8702 Validation Loss: 0.47483402
Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.54249257 ---Validation accuracy:--- 0.8804 Validation Loss: 0.45529458
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.33533353 ---Validation accuracy:--- 0.871 Validation Loss: 0.465446
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.34117955 ---Validation accuracy:--- 0.873 Validation Loss: 0.4884792
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.3163363 ---Validation accuracy:--- 0.8598 Validation Loss: 0.49317667
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.34011436 ---Validation accuracy:--- 0.85 Validation Loss: 0.514275
Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.4443393 ---Validation accuracy:--- 0.8662 Validation Loss: 0.46896026
Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.5456919 ---Validation accuracy:--- 0.8768 Validation Loss: 0.45686918
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25930822 ---Validation accuracy:--- 0.8608 Validation Loss: 0.48132008
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.44626015 ---Validation accuracy:--- 0.882 Validation Loss: 0.44934267
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.27302393 ---Validation accuracy:--- 0.8884 Validation Loss: 0.40903223
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17716102 ---Validation accuracy:--- 0.8846 Validation Loss: 0.418425
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.39954627 ---Validation accuracy:--- 0.873 Validation Loss: 0.4444782
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21096148 ---Validation accuracy:--- 0.8786 Validation Loss: 0.43986514
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.44572833 ---Validation accuracy:--- 0.8786 Validation Loss: 0.43976763
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2974776 ---Validation accuracy:--- 0.8824 Validation Loss: 0.44864044
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.25481233 ---Validation accuracy:--- 0.8884 Validation Loss: 0.41257724
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.35621634 ---Validation accuracy:--- 0.8672 Validation Loss: 0.49874282
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.30837768 ---Validation accuracy:--- 0.8864 Validation Loss: 0.4275333
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.5128741 ---Validation accuracy:--- 0.8652 Validation Loss: 0.46318156
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.5132433 ---Validation accuracy:--- 0.7982 Validation Loss: 0.5729959
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.41298842 ---Validation accuracy:--- 0.8346 Validation Loss: 0.57917345
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.441247 ---Validation accuracy:--- 0.8818 Validation Loss: 0.4675072
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.36125427 ---Validation accuracy:--- 0.86 Validation Loss: 0.48874542
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.45822567 ---Validation accuracy:--- 0.8716 Validation Loss: 0.4679545
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.37789384 ---Validation accuracy:--- 0.8612 Validation Loss: 0.465663
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.38508615 ---Validation accuracy:--- 0.884 Validation Loss: 0.44748735
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.394012 ---Validation accuracy:--- 0.8572 Validation Loss: 0.47745898
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.30119255 ---Validation accuracy:--- 0.8846 Validation Loss: 0.41208974
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.24967332 ---Validation accuracy:--- 0.8824 Validation Loss: 0.41775
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.44632095 ---Validation accuracy:--- 0.8632 Validation Loss: 0.49395654
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.267588 ---Validation accuracy:--- 0.8746 Validation Loss: 0.44801098
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.35907632 ---Validation accuracy:--- 0.8632 Validation Loss: 0.454266
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.48834485 ---Validation accuracy:--- 0.8744 Validation Loss: 0.44348985
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.36564624 ---Validation accuracy:--- 0.8694 Validation Loss: 0.42843413
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.28082994 ---Validation accuracy:--- 0.8904 Validation Loss: 0.40894303
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.36440316 ---Validation accuracy:--- 0.8846 Validation Loss: 0.425315
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.5508907 ---Validation accuracy:--- 0.8574 Validation Loss: 0.5427106
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2555623 ---Validation accuracy:--- 0.8784 Validation Loss: 0.43518165
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.32610658 ---Validation accuracy:--- 0.8742 Validation Loss: 0.43926406
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.32178766 ---Validation accuracy:--- 0.8816 Validation Loss: 0.44064546
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2813654 ---Validation accuracy:--- 0.879 Validation Loss: 0.43759683
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.38967583 ---Validation accuracy:--- 0.8784 Validation Loss: 0.4547767
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.29820195 ---Validation accuracy:--- 0.8878 Validation Loss: 0.40191656
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.20892043 ---Validation accuracy:--- 0.8826 Validation Loss: 0.44091818
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.24348827 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3903835
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.25468886 ---Validation accuracy:--- 0.8858 Validation Loss: 0.43836612
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.20336176 ---Validation accuracy:--- 0.8932 Validation Loss: 0.38595837
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13801372 ---Validation accuracy:--- 0.8816 Validation Loss: 0.4378043
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.403753 ---Validation accuracy:--- 0.888 Validation Loss: 0.4044366
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.35831952 ---Validation accuracy:--- 0.8594 Validation Loss: 0.5312085
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25351375 ---Validation accuracy:--- 0.883 Validation Loss: 0.43714878
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.29448086 ---Validation accuracy:--- 0.8726 Validation Loss: 0.44561026
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.4142801 ---Validation accuracy:--- 0.8854 Validation Loss: 0.4063518
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2606999 ---Validation accuracy:--- 0.8796 Validation Loss: 0.43661255
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3206859 ---Validation accuracy:--- 0.8854 Validation Loss: 0.40313575
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.39942157 ---Validation accuracy:--- 0.8858 Validation Loss: 0.41288993
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.5468548 ---Validation accuracy:--- 0.824 Validation Loss: 0.65930104
Epoch: 2 ---Training accuracy:--- 0.62 Training Loss: 1.2095296 ---Validation accuracy:--- 0.7162 Validation Loss: 0.9962559
Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 0.9911234 ---Validation accuracy:--- 0.7046 Validation Loss: 1.0041907
Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.51968277 ---Validation accuracy:--- 0.8178 Validation Loss: 0.60702556
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.41195267 ---Validation accuracy:--- 0.8382 Validation Loss: 0.5170704
Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.701573 ---Validation accuracy:--- 0.8688 Validation Loss: 0.4956705
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.28163496 ---Validation accuracy:--- 0.8744 Validation Loss: 0.45502597
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3741098 ---Validation accuracy:--- 0.8792 Validation Loss: 0.4490877
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.43380317 ---Validation accuracy:--- 0.8462 Validation Loss: 0.5187126
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.47139144 ---Validation accuracy:--- 0.836 Validation Loss: 0.5488534
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.45520505 ---Validation accuracy:--- 0.885 Validation Loss: 0.42065963
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3274453 ---Validation accuracy:--- 0.8882 Validation Loss: 0.4035861
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.37670594 ---Validation accuracy:--- 0.8712 Validation Loss: 0.44246748
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.4049677 ---Validation accuracy:--- 0.8692 Validation Loss: 0.4524065
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.3472895 ---Validation accuracy:--- 0.8744 Validation Loss: 0.43677938
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.45603928 ---Validation accuracy:--- 0.8808 Validation Loss: 0.4245684
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3010376 ---Validation accuracy:--- 0.8534 Validation Loss: 0.48198047
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.45443657 ---Validation accuracy:--- 0.8746 Validation Loss: 0.4840839
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.33045524 ---Validation accuracy:--- 0.8842 Validation Loss: 0.4474959
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.52417654 ---Validation accuracy:--- 0.8594 Validation Loss: 0.4813999
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.325214 ---Validation accuracy:--- 0.8588 Validation Loss: 0.5216531
Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.6048755 ---Validation accuracy:--- 0.7936 Validation Loss: 0.62338835
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.3668205 ---Validation accuracy:--- 0.8494 Validation Loss: 0.55974305
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.5416021 ---Validation accuracy:--- 0.8602 Validation Loss: 0.53049207
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.26000318 ---Validation accuracy:--- 0.875 Validation Loss: 0.46111265
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.42942935 ---Validation accuracy:--- 0.8802 Validation Loss: 0.4336141
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23639105 ---Validation accuracy:--- 0.8826 Validation Loss: 0.41756406
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.31064442 ---Validation accuracy:--- 0.8712 Validation Loss: 0.45871308
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.4175577 ---Validation accuracy:--- 0.881 Validation Loss: 0.43686348
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.39566475 ---Validation accuracy:--- 0.878 Validation Loss: 0.45147598
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.33998513 ---Validation accuracy:--- 0.8646 Validation Loss: 0.4963184
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3345367 ---Validation accuracy:--- 0.8808 Validation Loss: 0.4511406
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.36739197 ---Validation accuracy:--- 0.8864 Validation Loss: 0.40303594
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21542016 ---Validation accuracy:--- 0.887 Validation Loss: 0.39911455
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.48526448 ---Validation accuracy:--- 0.8846 Validation Loss: 0.41872677
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.39049676 ---Validation accuracy:--- 0.8834 Validation Loss: 0.41839755
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.42290658 ---Validation accuracy:--- 0.8652 Validation Loss: 0.46085995
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.30445474 ---Validation accuracy:--- 0.885 Validation Loss: 0.4313811
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.37904465 ---Validation accuracy:--- 0.8836 Validation Loss: 0.42365727
Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.50911367 ---Validation accuracy:--- 0.858 Validation Loss: 0.4990918
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.2953533 ---Validation accuracy:--- 0.8806 Validation Loss: 0.4201625
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.28709257 ---Validation accuracy:--- 0.883 Validation Loss: 0.41251305
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.24092111 ---Validation accuracy:--- 0.884 Validation Loss: 0.40008438
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23610878 ---Validation accuracy:--- 0.881 Validation Loss: 0.41815865
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.37991184 ---Validation accuracy:--- 0.851 Validation Loss: 0.49730897
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.30277237 ---Validation accuracy:--- 0.8408 Validation Loss: 0.4800548
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.36331642 ---Validation accuracy:--- 0.8872 Validation Loss: 0.38603905
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.3136534 ---Validation accuracy:--- 0.8588 Validation Loss: 0.4881397
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.12444391 ---Validation accuracy:--- 0.8744 Validation Loss: 0.40076122
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.46443516 ---Validation accuracy:--- 0.8586 Validation Loss: 0.4445114
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.5045318 ---Validation accuracy:--- 0.8832 Validation Loss: 0.41111544
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.33726647 ---Validation accuracy:--- 0.8264 Validation Loss: 0.651442
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.3689739 ---Validation accuracy:--- 0.8826 Validation Loss: 0.43197548
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.48019636 ---Validation accuracy:--- 0.8758 Validation Loss: 0.41360435
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.47743338 ---Validation accuracy:--- 0.8642 Validation Loss: 0.4711832
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3353429 ---Validation accuracy:--- 0.8822 Validation Loss: 0.42613214
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.35770753 ---Validation accuracy:--- 0.8672 Validation Loss: 0.43906084
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.33797744 ---Validation accuracy:--- 0.8772 Validation Loss: 0.42666718
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.26613194 ---Validation accuracy:--- 0.8824 Validation Loss: 0.40651324
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22565003 ---Validation accuracy:--- 0.8836 Validation Loss: 0.41995907
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2556488 ---Validation accuracy:--- 0.8884 Validation Loss: 0.40022153
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.3371391 ---Validation accuracy:--- 0.88 Validation Loss: 0.4090801
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.40741006 ---Validation accuracy:--- 0.8778 Validation Loss: 0.42171505
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.34859237 ---Validation accuracy:--- 0.8698 Validation Loss: 0.44546992
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.33253196 ---Validation accuracy:--- 0.8768 Validation Loss: 0.42784527
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.50499845 ---Validation accuracy:--- 0.853 Validation Loss: 0.52476346
Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.585785 ---Validation accuracy:--- 0.8406 Validation Loss: 0.56145304
Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.6143959 ---Validation accuracy:--- 0.8186 Validation Loss: 0.575432
Epoch: 2 ---Training accuracy:--- 0.69 Training Loss: 0.8577827 ---Validation accuracy:--- 0.744 Validation Loss: 0.7546048
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.35052168 ---Validation accuracy:--- 0.8874 Validation Loss: 0.41340625
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.2029848 ---Validation accuracy:--- 0.8882 Validation Loss: 0.40849555
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.4610659 ---Validation accuracy:--- 0.8742 Validation Loss: 0.44324318
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22095658 ---Validation accuracy:--- 0.8936 Validation Loss: 0.40171203
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1811744 ---Validation accuracy:--- 0.8852 Validation Loss: 0.40121138
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.28249493 ---Validation accuracy:--- 0.8746 Validation Loss: 0.4694646
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2574275 ---Validation accuracy:--- 0.8712 Validation Loss: 0.4499648
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.59841204 ---Validation accuracy:--- 0.8258 Validation Loss: 0.6501965
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.31314504 ---Validation accuracy:--- 0.8608 Validation Loss: 0.4800891
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.47689113 ---Validation accuracy:--- 0.855 Validation Loss: 0.53393
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.47211215 ---Validation accuracy:--- 0.8872 Validation Loss: 0.45109904
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.32399276 ---Validation accuracy:--- 0.8876 Validation Loss: 0.41924033
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.27934492 ---Validation accuracy:--- 0.8772 Validation Loss: 0.4419999
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.41659194 ---Validation accuracy:--- 0.8848 Validation Loss: 0.4200128
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23968998 ---Validation accuracy:--- 0.883 Validation Loss: 0.42785722
Epoch: 2 ---Training accuracy:--- 0.86 Training Loss: 0.34559083 ---Validation accuracy:--- 0.885 Validation Loss: 0.40548754
Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.6551579 ---Validation accuracy:--- 0.8392 Validation Loss: 0.54197246
Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.5131319 ---Validation accuracy:--- 0.838 Validation Loss: 0.5161613
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.37705934 ---Validation accuracy:--- 0.8836 Validation Loss: 0.40225562
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.4388101 ---Validation accuracy:--- 0.8908 Validation Loss: 0.4385155
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.26943257 ---Validation accuracy:--- 0.8668 Validation Loss: 0.44590616
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.22149856 ---Validation accuracy:--- 0.8964 Validation Loss: 0.39094144
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.45225585 ---Validation accuracy:--- 0.8752 Validation Loss: 0.4168598
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.4749903 ---Validation accuracy:--- 0.884 Validation Loss: 0.4596414
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.4458651 ---Validation accuracy:--- 0.8902 Validation Loss: 0.41415292
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.23585106 ---Validation accuracy:--- 0.8842 Validation Loss: 0.42086744
Epoch: 2 ---Training accuracy:--- 0.79 Training Loss: 0.6123551 ---Validation accuracy:--- 0.782 Validation Loss: 0.73679435
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.40056598 ---Validation accuracy:--- 0.8136 Validation Loss: 0.56252694
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.36401692 ---Validation accuracy:--- 0.845 Validation Loss: 0.46850234
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.38225067 ---Validation accuracy:--- 0.8626 Validation Loss: 0.48363104
Epoch: 2 ---Training accuracy:--- 0.85 Training Loss: 0.4416439 ---Validation accuracy:--- 0.8668 Validation Loss: 0.44897187
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.4203231 ---Validation accuracy:--- 0.8854 Validation Loss: 0.42550904
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.23199801 ---Validation accuracy:--- 0.8844 Validation Loss: 0.43061242
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.35087073 ---Validation accuracy:--- 0.8714 Validation Loss: 0.454953
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.33240092 ---Validation accuracy:--- 0.8576 Validation Loss: 0.5232813
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.28629094 ---Validation accuracy:--- 0.8796 Validation Loss: 0.45617843
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.27843302 ---Validation accuracy:--- 0.8786 Validation Loss: 0.4361414
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.37612918 ---Validation accuracy:--- 0.8926 Validation Loss: 0.41463673
Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.5598397 ---Validation accuracy:--- 0.7858 Validation Loss: 0.6026776
Epoch: 2 ---Training accuracy:--- 0.83 Training Loss: 0.55381376 ---Validation accuracy:--- 0.7586 Validation Loss: 0.9883969
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.4856466 ---Validation accuracy:--- 0.8686 Validation Loss: 0.55906564
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.23041786 ---Validation accuracy:--- 0.877 Validation Loss: 0.4563086
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.5607534 ---Validation accuracy:--- 0.8394 Validation Loss: 0.6013538
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.35211822 ---Validation accuracy:--- 0.8734 Validation Loss: 0.49417758
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.4541156 ---Validation accuracy:--- 0.8614 Validation Loss: 0.5201195
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.4456201 ---Validation accuracy:--- 0.8634 Validation Loss: 0.50839317
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.39372727 ---Validation accuracy:--- 0.8732 Validation Loss: 0.452372
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.39134437 ---Validation accuracy:--- 0.888 Validation Loss: 0.4155991
Epoch: 2 ---Training accuracy:--- 0.84 Training Loss: 0.61788976 ---Validation accuracy:--- 0.8188 Validation Loss: 0.56754065
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.5008257 ---Validation accuracy:--- 0.8788 Validation Loss: 0.4616754
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.24736466 ---Validation accuracy:--- 0.886 Validation Loss: 0.4215338
Epoch: 2 ---Training accuracy:--- 0.82 Training Loss: 0.516382 ---Validation accuracy:--- 0.8546 Validation Loss: 0.49909237
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.33358756 ---Validation accuracy:--- 0.8844 Validation Loss: 0.4404706
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.38169926 ---Validation accuracy:--- 0.8812 Validation Loss: 0.4318134
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2676828 ---Validation accuracy:--- 0.884 Validation Loss: 0.43630478
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.49772042 ---Validation accuracy:--- 0.8704 Validation Loss: 0.46379718
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.27489474 ---Validation accuracy:--- 0.891 Validation Loss: 0.4172254
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11962478 ---Validation accuracy:--- 0.8856 Validation Loss: 0.40618062
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.28819716 ---Validation accuracy:--- 0.8952 Validation Loss: 0.401608
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23550768 ---Validation accuracy:--- 0.8934 Validation Loss: 0.4101542
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.25328663 ---Validation accuracy:--- 0.8854 Validation Loss: 0.42588618
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.44956824 ---Validation accuracy:--- 0.8924 Validation Loss: 0.41301903
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.50401497 ---Validation accuracy:--- 0.8554 Validation Loss: 0.54502326
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18618298 ---Validation accuracy:--- 0.8862 Validation Loss: 0.40251508
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.32698077 ---Validation accuracy:--- 0.8844 Validation Loss: 0.40032473
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.5236515 ---Validation accuracy:--- 0.8654 Validation Loss: 0.47449204
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.4401232 ---Validation accuracy:--- 0.8512 Validation Loss: 0.50583845
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.24336398 ---Validation accuracy:--- 0.87 Validation Loss: 0.45263144
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.33281377 ---Validation accuracy:--- 0.8844 Validation Loss: 0.4147669
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21599993 ---Validation accuracy:--- 0.8914 Validation Loss: 0.39622307
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.26203227 ---Validation accuracy:--- 0.8536 Validation Loss: 0.49844298
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3607051 ---Validation accuracy:--- 0.8162 Validation Loss: 0.6272133
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.24630873 ---Validation accuracy:--- 0.8382 Validation Loss: 0.53823644
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.342713 ---Validation accuracy:--- 0.8842 Validation Loss: 0.41629434
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2714895 ---Validation accuracy:--- 0.8864 Validation Loss: 0.413153
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22203696 ---Validation accuracy:--- 0.889 Validation Loss: 0.4289853
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.31706357 ---Validation accuracy:--- 0.8814 Validation Loss: 0.43873897
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.33496734 ---Validation accuracy:--- 0.8724 Validation Loss: 0.46754903
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.5526767 ---Validation accuracy:--- 0.8816 Validation Loss: 0.44679913
Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.64465463 ---Validation accuracy:--- 0.876 Validation Loss: 0.4560638
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.41939187 ---Validation accuracy:--- 0.8836 Validation Loss: 0.44968536
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.33732727 ---Validation accuracy:--- 0.8838 Validation Loss: 0.4430975
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.2839157 ---Validation accuracy:--- 0.8848 Validation Loss: 0.44420516
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19465795 ---Validation accuracy:--- 0.8772 Validation Loss: 0.44744474
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.45489135 ---Validation accuracy:--- 0.8736 Validation Loss: 0.44215512
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.33451903 ---Validation accuracy:--- 0.8682 Validation Loss: 0.4643546
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.31541732 ---Validation accuracy:--- 0.8778 Validation Loss: 0.43214116
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.41468632 ---Validation accuracy:--- 0.88 Validation Loss: 0.45102397
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.38920516 ---Validation accuracy:--- 0.883 Validation Loss: 0.42077374
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.37450546 ---Validation accuracy:--- 0.8864 Validation Loss: 0.4071442
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3077093 ---Validation accuracy:--- 0.8778 Validation Loss: 0.427463
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.36586684 ---Validation accuracy:--- 0.8894 Validation Loss: 0.39880842
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.339916 ---Validation accuracy:--- 0.8734 Validation Loss: 0.4435521
Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.55132556 ---Validation accuracy:--- 0.8666 Validation Loss: 0.4572003
Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.36501125 ---Validation accuracy:--- 0.8592 Validation Loss: 0.4689045
Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.4345704 ---Validation accuracy:--- 0.8626 Validation Loss: 0.4681813
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.30594158 ---Validation accuracy:--- 0.8638 Validation Loss: 0.46749088
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.4530487 ---Validation accuracy:--- 0.8712 Validation Loss: 0.44897035
Epoch: 3 ---Training accuracy:--- 0.83 Training Loss: 0.4467353 ---Validation accuracy:--- 0.8396 Validation Loss: 0.5330126
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.4133199 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3941346
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.48571053 ---Validation accuracy:--- 0.8234 Validation Loss: 0.609232
Epoch: 3 ---Training accuracy:--- 0.76 Training Loss: 0.80466676 ---Validation accuracy:--- 0.7278 Validation Loss: 0.95006776
Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.4968379 ---Validation accuracy:--- 0.8252 Validation Loss: 0.55158055
Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.51442814 ---Validation accuracy:--- 0.8368 Validation Loss: 0.5387353
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.362289 ---Validation accuracy:--- 0.8794 Validation Loss: 0.46886823
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.25413522 ---Validation accuracy:--- 0.8618 Validation Loss: 0.47253546
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.35685748 ---Validation accuracy:--- 0.8126 Validation Loss: 0.53091365
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.24191622 ---Validation accuracy:--- 0.849 Validation Loss: 0.48241308
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.26597312 ---Validation accuracy:--- 0.8616 Validation Loss: 0.47232306
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.45012257 ---Validation accuracy:--- 0.8382 Validation Loss: 0.6092736
Epoch: 3 ---Training accuracy:--- 0.79 Training Loss: 0.83683985 ---Validation accuracy:--- 0.7978 Validation Loss: 0.7365192
Epoch: 3 ---Training accuracy:--- 0.83 Training Loss: 0.45523643 ---Validation accuracy:--- 0.8364 Validation Loss: 0.55119497
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.31966037 ---Validation accuracy:--- 0.8894 Validation Loss: 0.41173202
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.13952562 ---Validation accuracy:--- 0.8838 Validation Loss: 0.43134752
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.2685596 ---Validation accuracy:--- 0.8544 Validation Loss: 0.48465624
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.39637578 ---Validation accuracy:--- 0.8864 Validation Loss: 0.43325254
Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.66554475 ---Validation accuracy:--- 0.8172 Validation Loss: 0.632861
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.36963287 ---Validation accuracy:--- 0.8718 Validation Loss: 0.49955097
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.23205908 ---Validation accuracy:--- 0.8786 Validation Loss: 0.44634902
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3325436 ---Validation accuracy:--- 0.8328 Validation Loss: 0.56640536
Epoch: 3 ---Training accuracy:--- 0.66 Training Loss: 1.0669167 ---Validation accuracy:--- 0.7204 Validation Loss: 0.9036789
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.516837 ---Validation accuracy:--- 0.8824 Validation Loss: 0.44612736
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.3473606 ---Validation accuracy:--- 0.8744 Validation Loss: 0.46429062
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3331195 ---Validation accuracy:--- 0.876 Validation Loss: 0.43551514
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.31858268 ---Validation accuracy:--- 0.8868 Validation Loss: 0.40349072
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16760269 ---Validation accuracy:--- 0.8864 Validation Loss: 0.39970797
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.32147765 ---Validation accuracy:--- 0.8836 Validation Loss: 0.43635416
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.282256 ---Validation accuracy:--- 0.8564 Validation Loss: 0.50433093
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.24382046 ---Validation accuracy:--- 0.841 Validation Loss: 0.5550438
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19664292 ---Validation accuracy:--- 0.8952 Validation Loss: 0.4047333
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.3218544 ---Validation accuracy:--- 0.889 Validation Loss: 0.4157956
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.34835824 ---Validation accuracy:--- 0.8816 Validation Loss: 0.42507383
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.25246048 ---Validation accuracy:--- 0.8878 Validation Loss: 0.4234952
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.37853864 ---Validation accuracy:--- 0.8642 Validation Loss: 0.61351717
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.24475963 ---Validation accuracy:--- 0.8644 Validation Loss: 0.6360267
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.34294915 ---Validation accuracy:--- 0.8766 Validation Loss: 0.46499136
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.35289642 ---Validation accuracy:--- 0.8852 Validation Loss: 0.42486364
Epoch: 3 ---Training accuracy:--- 0.83 Training Loss: 0.49933144 ---Validation accuracy:--- 0.7814 Validation Loss: 0.5967595
Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.48387298 ---Validation accuracy:--- 0.824 Validation Loss: 0.61496025
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.419952 ---Validation accuracy:--- 0.8632 Validation Loss: 0.5484499
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.40132472 ---Validation accuracy:--- 0.8842 Validation Loss: 0.48798344
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2555399 ---Validation accuracy:--- 0.8822 Validation Loss: 0.4320105
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.34392062 ---Validation accuracy:--- 0.8864 Validation Loss: 0.41781953
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.27984688 ---Validation accuracy:--- 0.8642 Validation Loss: 0.47527045
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.5124237 ---Validation accuracy:--- 0.8396 Validation Loss: 0.52299696
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2647202 ---Validation accuracy:--- 0.8764 Validation Loss: 0.45133302
Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.4691869 ---Validation accuracy:--- 0.8598 Validation Loss: 0.45858136
Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.6004776 ---Validation accuracy:--- 0.8526 Validation Loss: 0.489129
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.3598044 ---Validation accuracy:--- 0.8824 Validation Loss: 0.41548055
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.25465935 ---Validation accuracy:--- 0.8856 Validation Loss: 0.41586816
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.3447984 ---Validation accuracy:--- 0.8916 Validation Loss: 0.3894159
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.27585575 ---Validation accuracy:--- 0.8722 Validation Loss: 0.46226138
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.26506624 ---Validation accuracy:--- 0.8824 Validation Loss: 0.45850894
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.44285473 ---Validation accuracy:--- 0.8878 Validation Loss: 0.43382704
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.24847168 ---Validation accuracy:--- 0.8942 Validation Loss: 0.38829452
Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.49355757 ---Validation accuracy:--- 0.8844 Validation Loss: 0.43441352
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.31360584 ---Validation accuracy:--- 0.896 Validation Loss: 0.40163106
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.2026408 ---Validation accuracy:--- 0.891 Validation Loss: 0.39846498
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2614596 ---Validation accuracy:--- 0.8798 Validation Loss: 0.44284502
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.3369797 ---Validation accuracy:--- 0.8822 Validation Loss: 0.42580616
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.30860892 ---Validation accuracy:--- 0.8804 Validation Loss: 0.43027744
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.22782823 ---Validation accuracy:--- 0.872 Validation Loss: 0.4416249
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20070565 ---Validation accuracy:--- 0.8916 Validation Loss: 0.39844754
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.32972297 ---Validation accuracy:--- 0.8932 Validation Loss: 0.40087515
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.21057849 ---Validation accuracy:--- 0.8936 Validation Loss: 0.41968724
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.28358823 ---Validation accuracy:--- 0.8936 Validation Loss: 0.43949273
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2703748 ---Validation accuracy:--- 0.8842 Validation Loss: 0.42814097
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.36494672 ---Validation accuracy:--- 0.8826 Validation Loss: 0.44171846
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.27306503 ---Validation accuracy:--- 0.8854 Validation Loss: 0.43839726
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.24397926 ---Validation accuracy:--- 0.8778 Validation Loss: 0.44086373
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.35348883 ---Validation accuracy:--- 0.8552 Validation Loss: 0.49985468
Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.55190516 ---Validation accuracy:--- 0.8174 Validation Loss: 0.56967473
Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.42057854 ---Validation accuracy:--- 0.8574 Validation Loss: 0.5021278
Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.40920362 ---Validation accuracy:--- 0.8782 Validation Loss: 0.44336647
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.23402256 ---Validation accuracy:--- 0.878 Validation Loss: 0.4263308
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.32807338 ---Validation accuracy:--- 0.8784 Validation Loss: 0.42921147
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.22465698 ---Validation accuracy:--- 0.8838 Validation Loss: 0.4237648
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.342323 ---Validation accuracy:--- 0.8898 Validation Loss: 0.40027812
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.2521729 ---Validation accuracy:--- 0.8852 Validation Loss: 0.39719686
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.25534478 ---Validation accuracy:--- 0.8886 Validation Loss: 0.3985302
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.3261348 ---Validation accuracy:--- 0.8806 Validation Loss: 0.4218965
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.28600505 ---Validation accuracy:--- 0.8744 Validation Loss: 0.44589403
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.36317077 ---Validation accuracy:--- 0.8908 Validation Loss: 0.40239248
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.37419385 ---Validation accuracy:--- 0.8934 Validation Loss: 0.39393917
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18730922 ---Validation accuracy:--- 0.892 Validation Loss: 0.39500433
Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.55911225 ---Validation accuracy:--- 0.86 Validation Loss: 0.4671938
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.3757308 ---Validation accuracy:--- 0.8872 Validation Loss: 0.40437043
Epoch: 3 ---Training accuracy:--- 0.83 Training Loss: 0.53801924 ---Validation accuracy:--- 0.8878 Validation Loss: 0.4245477
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.34545192 ---Validation accuracy:--- 0.8624 Validation Loss: 0.48395294
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.38353842 ---Validation accuracy:--- 0.8604 Validation Loss: 0.47270575
Epoch: 3 ---Training accuracy:--- 0.79 Training Loss: 0.8017618 ---Validation accuracy:--- 0.7654 Validation Loss: 0.8203188
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.5466606 ---Validation accuracy:--- 0.8438 Validation Loss: 0.5536584
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.27344167 ---Validation accuracy:--- 0.8902 Validation Loss: 0.4317285
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20599122 ---Validation accuracy:--- 0.8856 Validation Loss: 0.40114716
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.41543016 ---Validation accuracy:--- 0.8538 Validation Loss: 0.5113047
Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.5364219 ---Validation accuracy:--- 0.8578 Validation Loss: 0.4750006
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.23652878 ---Validation accuracy:--- 0.881 Validation Loss: 0.4550788
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.42611358 ---Validation accuracy:--- 0.8856 Validation Loss: 0.40603876
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.28430942 ---Validation accuracy:--- 0.865 Validation Loss: 0.44967788
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.32496408 ---Validation accuracy:--- 0.8748 Validation Loss: 0.4604844
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.28064665 ---Validation accuracy:--- 0.8686 Validation Loss: 0.4852167
Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.43064198 ---Validation accuracy:--- 0.883 Validation Loss: 0.4812269
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.38072273 ---Validation accuracy:--- 0.8678 Validation Loss: 0.45318487
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.32809258 ---Validation accuracy:--- 0.8856 Validation Loss: 0.4212833
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23961674 ---Validation accuracy:--- 0.8736 Validation Loss: 0.45974874
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.25928986 ---Validation accuracy:--- 0.8894 Validation Loss: 0.4054315
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.41437244 ---Validation accuracy:--- 0.8814 Validation Loss: 0.42296806
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.3863417 ---Validation accuracy:--- 0.892 Validation Loss: 0.38984692
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.19717999 ---Validation accuracy:--- 0.8896 Validation Loss: 0.39193726
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.29942366 ---Validation accuracy:--- 0.8536 Validation Loss: 0.48538944
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.2578494 ---Validation accuracy:--- 0.872 Validation Loss: 0.43590507
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.2715768 ---Validation accuracy:--- 0.8752 Validation Loss: 0.42525536
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.22650276 ---Validation accuracy:--- 0.8874 Validation Loss: 0.40153134
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21237248 ---Validation accuracy:--- 0.8912 Validation Loss: 0.4046291
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.34649673 ---Validation accuracy:--- 0.8848 Validation Loss: 0.4109672
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.4034121 ---Validation accuracy:--- 0.8664 Validation Loss: 0.48168075
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.5210883 ---Validation accuracy:--- 0.8444 Validation Loss: 0.53082937
Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.48419625 ---Validation accuracy:--- 0.8652 Validation Loss: 0.49065536
Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.46268657 ---Validation accuracy:--- 0.88 Validation Loss: 0.41582462
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.4132257 ---Validation accuracy:--- 0.8688 Validation Loss: 0.52135557
Epoch: 3 ---Training accuracy:--- 0.72 Training Loss: 0.8897463 ---Validation accuracy:--- 0.8192 Validation Loss: 0.6534968
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.38549972 ---Validation accuracy:--- 0.8638 Validation Loss: 0.5070005
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.4562109 ---Validation accuracy:--- 0.8732 Validation Loss: 0.47343594
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2739077 ---Validation accuracy:--- 0.889 Validation Loss: 0.41951552
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.3631431 ---Validation accuracy:--- 0.8718 Validation Loss: 0.4519416
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2792943 ---Validation accuracy:--- 0.879 Validation Loss: 0.41752905
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.27802265 ---Validation accuracy:--- 0.8882 Validation Loss: 0.40822363
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20785227 ---Validation accuracy:--- 0.8774 Validation Loss: 0.46526298
Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.53551733 ---Validation accuracy:--- 0.828 Validation Loss: 0.5670835
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.5019205 ---Validation accuracy:--- 0.8666 Validation Loss: 0.50094014
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.25610963 ---Validation accuracy:--- 0.8896 Validation Loss: 0.40708834
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.3392372 ---Validation accuracy:--- 0.8946 Validation Loss: 0.39995673
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.2901242 ---Validation accuracy:--- 0.8968 Validation Loss: 0.40532154
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.35627463 ---Validation accuracy:--- 0.8988 Validation Loss: 0.40152726
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.38627893 ---Validation accuracy:--- 0.8844 Validation Loss: 0.4601842
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2635876 ---Validation accuracy:--- 0.882 Validation Loss: 0.4179423
Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.61309135 ---Validation accuracy:--- 0.889 Validation Loss: 0.42015478
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.21318649 ---Validation accuracy:--- 0.8918 Validation Loss: 0.40168774
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.35749376 ---Validation accuracy:--- 0.8782 Validation Loss: 0.4398728
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.38893947 ---Validation accuracy:--- 0.8824 Validation Loss: 0.43402335
Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.49950284 ---Validation accuracy:--- 0.8204 Validation Loss: 0.57603073
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.31474695 ---Validation accuracy:--- 0.8378 Validation Loss: 0.54539436
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.6017566 ---Validation accuracy:--- 0.8336 Validation Loss: 0.59013075
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.2905137 ---Validation accuracy:--- 0.89 Validation Loss: 0.4105802
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.28293824 ---Validation accuracy:--- 0.8826 Validation Loss: 0.4459787
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.23757362 ---Validation accuracy:--- 0.8858 Validation Loss: 0.40487316
Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.4740786 ---Validation accuracy:--- 0.86 Validation Loss: 0.47027114
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.340505 ---Validation accuracy:--- 0.8782 Validation Loss: 0.43648314
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.36457664 ---Validation accuracy:--- 0.8794 Validation Loss: 0.4409708
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.25278977 ---Validation accuracy:--- 0.8764 Validation Loss: 0.46078676
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.312014 ---Validation accuracy:--- 0.889 Validation Loss: 0.40461928
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.41388556 ---Validation accuracy:--- 0.876 Validation Loss: 0.44660708
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.2985872 ---Validation accuracy:--- 0.8906 Validation Loss: 0.41515824
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.2731842 ---Validation accuracy:--- 0.8868 Validation Loss: 0.40872243
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.30581483 ---Validation accuracy:--- 0.8826 Validation Loss: 0.41855836
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.29932994 ---Validation accuracy:--- 0.8924 Validation Loss: 0.40924478
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.29081038 ---Validation accuracy:--- 0.8888 Validation Loss: 0.46440157
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19696526 ---Validation accuracy:--- 0.898 Validation Loss: 0.38829127
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.31898713 ---Validation accuracy:--- 0.8906 Validation Loss: 0.41188666
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2311049 ---Validation accuracy:--- 0.8934 Validation Loss: 0.4017921
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2605936 ---Validation accuracy:--- 0.8806 Validation Loss: 0.42704266
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.21597357 ---Validation accuracy:--- 0.8668 Validation Loss: 0.45238173
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.35048562 ---Validation accuracy:--- 0.856 Validation Loss: 0.53663796
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.31727287 ---Validation accuracy:--- 0.8766 Validation Loss: 0.4289626
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3407983 ---Validation accuracy:--- 0.8974 Validation Loss: 0.39715582
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.26775435 ---Validation accuracy:--- 0.8904 Validation Loss: 0.39521176
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.32631516 ---Validation accuracy:--- 0.8858 Validation Loss: 0.39979294
Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.46055168 ---Validation accuracy:--- 0.8844 Validation Loss: 0.40307778
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.3723775 ---Validation accuracy:--- 0.8952 Validation Loss: 0.384
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.58892655 ---Validation accuracy:--- 0.7982 Validation Loss: 0.7731536
Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.60782206 ---Validation accuracy:--- 0.7816 Validation Loss: 0.7084865
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.35406443 ---Validation accuracy:--- 0.8604 Validation Loss: 0.46378082
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.31742516 ---Validation accuracy:--- 0.8828 Validation Loss: 0.4064341
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19384174 ---Validation accuracy:--- 0.8796 Validation Loss: 0.40931198
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23785885 ---Validation accuracy:--- 0.8884 Validation Loss: 0.39153177
Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.4816739 ---Validation accuracy:--- 0.8774 Validation Loss: 0.41374853
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.28521302 ---Validation accuracy:--- 0.8904 Validation Loss: 0.38240895
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.40186894 ---Validation accuracy:--- 0.8946 Validation Loss: 0.3667994
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.32279053 ---Validation accuracy:--- 0.8834 Validation Loss: 0.39623073
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.34270418 ---Validation accuracy:--- 0.8942 Validation Loss: 0.384018
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.26105064 ---Validation accuracy:--- 0.8822 Validation Loss: 0.42380977
Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.4884157 ---Validation accuracy:--- 0.8836 Validation Loss: 0.41727772
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.18840629 ---Validation accuracy:--- 0.896 Validation Loss: 0.38094938
Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.43506292 ---Validation accuracy:--- 0.8466 Validation Loss: 0.50896555
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2614564 ---Validation accuracy:--- 0.8744 Validation Loss: 0.4288919
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.33885148 ---Validation accuracy:--- 0.8886 Validation Loss: 0.3876519
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21216111 ---Validation accuracy:--- 0.8896 Validation Loss: 0.39713058
Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.37481102 ---Validation accuracy:--- 0.8808 Validation Loss: 0.41756377
Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.4852771 ---Validation accuracy:--- 0.8896 Validation Loss: 0.42263427
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.36564583 ---Validation accuracy:--- 0.883 Validation Loss: 0.41033438
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.32378334 ---Validation accuracy:--- 0.893 Validation Loss: 0.39009863
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.269243 ---Validation accuracy:--- 0.8948 Validation Loss: 0.39129227
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.43408072 ---Validation accuracy:--- 0.8718 Validation Loss: 0.49095616
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.30868313 ---Validation accuracy:--- 0.877 Validation Loss: 0.44323197
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3626171 ---Validation accuracy:--- 0.8546 Validation Loss: 0.5038125
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.41604218 ---Validation accuracy:--- 0.8776 Validation Loss: 0.4710109
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.41210893 ---Validation accuracy:--- 0.8582 Validation Loss: 0.53678125
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.19964404 ---Validation accuracy:--- 0.8898 Validation Loss: 0.4057365
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.24733807 ---Validation accuracy:--- 0.8806 Validation Loss: 0.41259307
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.13819346 ---Validation accuracy:--- 0.8776 Validation Loss: 0.43277353
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2546109 ---Validation accuracy:--- 0.889 Validation Loss: 0.40379632
Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.44269463 ---Validation accuracy:--- 0.8922 Validation Loss: 0.38516527
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.15428096 ---Validation accuracy:--- 0.894 Validation Loss: 0.37960336
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13901287 ---Validation accuracy:--- 0.8816 Validation Loss: 0.44351202
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2528537 ---Validation accuracy:--- 0.8856 Validation Loss: 0.41933185
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23209462 ---Validation accuracy:--- 0.8956 Validation Loss: 0.37630072
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2986105 ---Validation accuracy:--- 0.898 Validation Loss: 0.3819607
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.24464378 ---Validation accuracy:--- 0.8854 Validation Loss: 0.40168673
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23437488 ---Validation accuracy:--- 0.8648 Validation Loss: 0.48286214
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.30583075 ---Validation accuracy:--- 0.898 Validation Loss: 0.37757435
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.24806234 ---Validation accuracy:--- 0.8834 Validation Loss: 0.41471568
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.22169091 ---Validation accuracy:--- 0.8946 Validation Loss: 0.3860864
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3155422 ---Validation accuracy:--- 0.8852 Validation Loss: 0.42295656
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.3074374 ---Validation accuracy:--- 0.8846 Validation Loss: 0.4238884
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13117717 ---Validation accuracy:--- 0.8902 Validation Loss: 0.3799955
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.44245124 ---Validation accuracy:--- 0.8796 Validation Loss: 0.4379691
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2791663 ---Validation accuracy:--- 0.8732 Validation Loss: 0.4650869
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.46499565 ---Validation accuracy:--- 0.8476 Validation Loss: 0.5808178
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.3181311 ---Validation accuracy:--- 0.88 Validation Loss: 0.41929322
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.3302418 ---Validation accuracy:--- 0.8562 Validation Loss: 0.47389445
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23054428 ---Validation accuracy:--- 0.8916 Validation Loss: 0.4072589
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2898229 ---Validation accuracy:--- 0.8896 Validation Loss: 0.38783756
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.30385765 ---Validation accuracy:--- 0.8856 Validation Loss: 0.41545284
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.34221303 ---Validation accuracy:--- 0.8848 Validation Loss: 0.4335876
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.3195554 ---Validation accuracy:--- 0.889 Validation Loss: 0.4104973
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.30229017 ---Validation accuracy:--- 0.894 Validation Loss: 0.390229
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13622916 ---Validation accuracy:--- 0.8966 Validation Loss: 0.39597437
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.33408156 ---Validation accuracy:--- 0.8742 Validation Loss: 0.4315285
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.42894906 ---Validation accuracy:--- 0.8672 Validation Loss: 0.46369785
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.37460598 ---Validation accuracy:--- 0.8798 Validation Loss: 0.44376352
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21864258 ---Validation accuracy:--- 0.8928 Validation Loss: 0.39369798
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23076941 ---Validation accuracy:--- 0.8924 Validation Loss: 0.40166786
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.35876665 ---Validation accuracy:--- 0.8938 Validation Loss: 0.3928209
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.35589936 ---Validation accuracy:--- 0.879 Validation Loss: 0.44824523
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.24185325 ---Validation accuracy:--- 0.8964 Validation Loss: 0.38472614
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21978603 ---Validation accuracy:--- 0.895 Validation Loss: 0.37638637
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.43556046 ---Validation accuracy:--- 0.8924 Validation Loss: 0.3950462
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11519721 ---Validation accuracy:--- 0.8948 Validation Loss: 0.38270605
Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.4789598 ---Validation accuracy:--- 0.8808 Validation Loss: 0.46330175
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3487853 ---Validation accuracy:--- 0.8702 Validation Loss: 0.44899887
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.30629945 ---Validation accuracy:--- 0.8694 Validation Loss: 0.44434673
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3303815 ---Validation accuracy:--- 0.8454 Validation Loss: 0.5255409
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.22775479 ---Validation accuracy:--- 0.8746 Validation Loss: 0.46494785
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3940422 ---Validation accuracy:--- 0.887 Validation Loss: 0.39409083
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17419395 ---Validation accuracy:--- 0.8924 Validation Loss: 0.37973744
Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.36972213 ---Validation accuracy:--- 0.8906 Validation Loss: 0.38515648
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.25847676 ---Validation accuracy:--- 0.8796 Validation Loss: 0.4045546
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21212512 ---Validation accuracy:--- 0.8944 Validation Loss: 0.37475294
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.29485542 ---Validation accuracy:--- 0.8898 Validation Loss: 0.3878168
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.26568142 ---Validation accuracy:--- 0.896 Validation Loss: 0.37556368
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.42492157 ---Validation accuracy:--- 0.8752 Validation Loss: 0.44524902
Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.45361114 ---Validation accuracy:--- 0.8896 Validation Loss: 0.3973529
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3522895 ---Validation accuracy:--- 0.8908 Validation Loss: 0.39261335
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.36355564 ---Validation accuracy:--- 0.893 Validation Loss: 0.40546983
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.34073746 ---Validation accuracy:--- 0.8916 Validation Loss: 0.38733283
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21663974 ---Validation accuracy:--- 0.8874 Validation Loss: 0.4017332
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.376476 ---Validation accuracy:--- 0.8956 Validation Loss: 0.3790342
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.27540368 ---Validation accuracy:--- 0.8924 Validation Loss: 0.38823214
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14921097 ---Validation accuracy:--- 0.8954 Validation Loss: 0.38131705
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.35657024 ---Validation accuracy:--- 0.8942 Validation Loss: 0.3932111
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.40408716 ---Validation accuracy:--- 0.8908 Validation Loss: 0.38948688
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2778552 ---Validation accuracy:--- 0.8934 Validation Loss: 0.38277823
Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.49367687 ---Validation accuracy:--- 0.8586 Validation Loss: 0.46564892
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.20118685 ---Validation accuracy:--- 0.892 Validation Loss: 0.39513195
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.24665701 ---Validation accuracy:--- 0.8952 Validation Loss: 0.38215533
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.3220005 ---Validation accuracy:--- 0.8878 Validation Loss: 0.41213736
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.27772576 ---Validation accuracy:--- 0.8708 Validation Loss: 0.4692535
Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.39025918 ---Validation accuracy:--- 0.8778 Validation Loss: 0.42663106
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.26361272 ---Validation accuracy:--- 0.8884 Validation Loss: 0.39379802
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.40705064 ---Validation accuracy:--- 0.8868 Validation Loss: 0.38603786
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2749013 ---Validation accuracy:--- 0.8894 Validation Loss: 0.39177373
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.3032916 ---Validation accuracy:--- 0.885 Validation Loss: 0.4016522
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.36374503 ---Validation accuracy:--- 0.8962 Validation Loss: 0.3949666
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.33306766 ---Validation accuracy:--- 0.9016 Validation Loss: 0.36686903
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.37631318 ---Validation accuracy:--- 0.8962 Validation Loss: 0.3722438
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.23142403 ---Validation accuracy:--- 0.8922 Validation Loss: 0.38978848
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.2560246 ---Validation accuracy:--- 0.8904 Validation Loss: 0.38390043
Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.3503279 ---Validation accuracy:--- 0.8656 Validation Loss: 0.4592695
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.2898422 ---Validation accuracy:--- 0.8624 Validation Loss: 0.44725576
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21666099 ---Validation accuracy:--- 0.9004 Validation Loss: 0.37934545
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.24639519 ---Validation accuracy:--- 0.8738 Validation Loss: 0.44709414
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.24258095 ---Validation accuracy:--- 0.899 Validation Loss: 0.37833515
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19445215 ---Validation accuracy:--- 0.8926 Validation Loss: 0.39614177
Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.4099885 ---Validation accuracy:--- 0.8934 Validation Loss: 0.38302112
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.31335273 ---Validation accuracy:--- 0.8858 Validation Loss: 0.41105312
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.26868328 ---Validation accuracy:--- 0.8848 Validation Loss: 0.3839207
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.21283257 ---Validation accuracy:--- 0.889 Validation Loss: 0.40163827
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.20204715 ---Validation accuracy:--- 0.899 Validation Loss: 0.36307314
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.2920286 ---Validation accuracy:--- 0.888 Validation Loss: 0.38656238
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1795961 ---Validation accuracy:--- 0.8822 Validation Loss: 0.39882445
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.38674033 ---Validation accuracy:--- 0.8824 Validation Loss: 0.4078968
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.29134017 ---Validation accuracy:--- 0.8836 Validation Loss: 0.41001934
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.34947547 ---Validation accuracy:--- 0.8966 Validation Loss: 0.3833504
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.3627017 ---Validation accuracy:--- 0.8904 Validation Loss: 0.39467338
Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.44590354 ---Validation accuracy:--- 0.8514 Validation Loss: 0.5237699
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.58144015 ---Validation accuracy:--- 0.8618 Validation Loss: 0.46408156
Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.577733 ---Validation accuracy:--- 0.8352 Validation Loss: 0.5631783
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.4021402 ---Validation accuracy:--- 0.8768 Validation Loss: 0.41101554
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21348974 ---Validation accuracy:--- 0.8778 Validation Loss: 0.40475956
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.26429015 ---Validation accuracy:--- 0.8912 Validation Loss: 0.39543307
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.34476086 ---Validation accuracy:--- 0.8854 Validation Loss: 0.38837275
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.23750164 ---Validation accuracy:--- 0.884 Validation Loss: 0.41865695
Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.41340423 ---Validation accuracy:--- 0.8972 Validation Loss: 0.3811121
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.28075707 ---Validation accuracy:--- 0.8956 Validation Loss: 0.3977994
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.5176279 ---Validation accuracy:--- 0.8402 Validation Loss: 0.5372229
Epoch: 3 ---Training accuracy:--- 0.83 Training Loss: 0.425851 ---Validation accuracy:--- 0.8436 Validation Loss: 0.46453553
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2582607 ---Validation accuracy:--- 0.8836 Validation Loss: 0.42156503
Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.49612412 ---Validation accuracy:--- 0.8958 Validation Loss: 0.37566546
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.30583155 ---Validation accuracy:--- 0.882 Validation Loss: 0.40088215
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.35895523 ---Validation accuracy:--- 0.8972 Validation Loss: 0.3675521
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.31975442 ---Validation accuracy:--- 0.8932 Validation Loss: 0.3778055
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18358444 ---Validation accuracy:--- 0.8828 Validation Loss: 0.4056036
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.277926 ---Validation accuracy:--- 0.8794 Validation Loss: 0.40342188
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.285527 ---Validation accuracy:--- 0.8876 Validation Loss: 0.3941786
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.23192401 ---Validation accuracy:--- 0.8914 Validation Loss: 0.37626916
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.224692 ---Validation accuracy:--- 0.899 Validation Loss: 0.36452335
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.26903656 ---Validation accuracy:--- 0.8966 Validation Loss: 0.37978578
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3514166 ---Validation accuracy:--- 0.8886 Validation Loss: 0.3920979
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.45107415 ---Validation accuracy:--- 0.8812 Validation Loss: 0.45092735
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.33245644 ---Validation accuracy:--- 0.8526 Validation Loss: 0.4684209
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.29337397 ---Validation accuracy:--- 0.8854 Validation Loss: 0.41683125
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.34555778 ---Validation accuracy:--- 0.8786 Validation Loss: 0.43717417
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.46171734 ---Validation accuracy:--- 0.8734 Validation Loss: 0.45040357
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.28319442 ---Validation accuracy:--- 0.8702 Validation Loss: 0.43941787
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.44465172 ---Validation accuracy:--- 0.8714 Validation Loss: 0.45837247
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.33444107 ---Validation accuracy:--- 0.8894 Validation Loss: 0.3857463
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.4679432 ---Validation accuracy:--- 0.8848 Validation Loss: 0.4060729
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.30056256 ---Validation accuracy:--- 0.8598 Validation Loss: 0.49210602
Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.5981715 ---Validation accuracy:--- 0.8826 Validation Loss: 0.41467315
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.26558438 ---Validation accuracy:--- 0.8924 Validation Loss: 0.3785967
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.49241483 ---Validation accuracy:--- 0.8872 Validation Loss: 0.40974715
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.27673134 ---Validation accuracy:--- 0.8906 Validation Loss: 0.3995609
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.3193278 ---Validation accuracy:--- 0.8782 Validation Loss: 0.42627528
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.32916325 ---Validation accuracy:--- 0.8802 Validation Loss: 0.40395674
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1465995 ---Validation accuracy:--- 0.8898 Validation Loss: 0.39738837
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.29655257 ---Validation accuracy:--- 0.8942 Validation Loss: 0.3716915
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19054466 ---Validation accuracy:--- 0.8894 Validation Loss: 0.37728676
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.4900492 ---Validation accuracy:--- 0.857 Validation Loss: 0.53419805
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.55913216 ---Validation accuracy:--- 0.8558 Validation Loss: 0.52441984
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.39870253 ---Validation accuracy:--- 0.8838 Validation Loss: 0.43016455
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20548528 ---Validation accuracy:--- 0.8902 Validation Loss: 0.4049637
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2958888 ---Validation accuracy:--- 0.8664 Validation Loss: 0.48963428
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.20745711 ---Validation accuracy:--- 0.8694 Validation Loss: 0.45979786
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2196938 ---Validation accuracy:--- 0.8784 Validation Loss: 0.43071324
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.19656155 ---Validation accuracy:--- 0.8926 Validation Loss: 0.40215188
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.52058357 ---Validation accuracy:--- 0.8856 Validation Loss: 0.39672577
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.4629499 ---Validation accuracy:--- 0.883 Validation Loss: 0.43391237
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.34055495 ---Validation accuracy:--- 0.8882 Validation Loss: 0.4202035
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.49065685 ---Validation accuracy:--- 0.885 Validation Loss: 0.40837994
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21113001 ---Validation accuracy:--- 0.8906 Validation Loss: 0.37600997
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.116670616 ---Validation accuracy:--- 0.9004 Validation Loss: 0.35498166
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.33586776 ---Validation accuracy:--- 0.8924 Validation Loss: 0.39026567
Epoch: 3 ---Training accuracy:--- 0.77 Training Loss: 0.6368719 ---Validation accuracy:--- 0.8866 Validation Loss: 0.38567212
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.37606716 ---Validation accuracy:--- 0.8818 Validation Loss: 0.42578605
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2507718 ---Validation accuracy:--- 0.8936 Validation Loss: 0.3817876
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21966827 ---Validation accuracy:--- 0.893 Validation Loss: 0.36252344
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.3668627 ---Validation accuracy:--- 0.8676 Validation Loss: 0.4215614
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.32389754 ---Validation accuracy:--- 0.8798 Validation Loss: 0.39926893
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.17354847 ---Validation accuracy:--- 0.884 Validation Loss: 0.39552027
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2711983 ---Validation accuracy:--- 0.8906 Validation Loss: 0.3807815
Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.41018212 ---Validation accuracy:--- 0.8752 Validation Loss: 0.4398818
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.35182664 ---Validation accuracy:--- 0.853 Validation Loss: 0.5009242
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.21761344 ---Validation accuracy:--- 0.8868 Validation Loss: 0.40255693
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.2410503 ---Validation accuracy:--- 0.897 Validation Loss: 0.39786166
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.37870023 ---Validation accuracy:--- 0.9002 Validation Loss: 0.381104
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.3535861 ---Validation accuracy:--- 0.897 Validation Loss: 0.3824489
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.29823977 ---Validation accuracy:--- 0.885 Validation Loss: 0.4042095
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.369123 ---Validation accuracy:--- 0.8948 Validation Loss: 0.3757379
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.24341251 ---Validation accuracy:--- 0.8954 Validation Loss: 0.37788758
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22654268 ---Validation accuracy:--- 0.895 Validation Loss: 0.36933416
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.35959458 ---Validation accuracy:--- 0.8974 Validation Loss: 0.36994886
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.29344502 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3596246
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.26904446 ---Validation accuracy:--- 0.8938 Validation Loss: 0.39672554
Epoch: 3 ---Training accuracy:--- 0.79 Training Loss: 0.5740138 ---Validation accuracy:--- 0.827 Validation Loss: 0.62949735
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.3699788 ---Validation accuracy:--- 0.8604 Validation Loss: 0.44233632
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.33632976 ---Validation accuracy:--- 0.8868 Validation Loss: 0.39402637
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.29225314 ---Validation accuracy:--- 0.8956 Validation Loss: 0.38475573
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.40736675 ---Validation accuracy:--- 0.8816 Validation Loss: 0.43083644
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.31417498 ---Validation accuracy:--- 0.8998 Validation Loss: 0.36723137
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.29232365 ---Validation accuracy:--- 0.8862 Validation Loss: 0.39632916
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.28850505 ---Validation accuracy:--- 0.8762 Validation Loss: 0.4222582
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.3630424 ---Validation accuracy:--- 0.8808 Validation Loss: 0.4284336
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.2743868 ---Validation accuracy:--- 0.8974 Validation Loss: 0.37168428
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.34444 ---Validation accuracy:--- 0.8936 Validation Loss: 0.37617996
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.41627693 ---Validation accuracy:--- 0.8774 Validation Loss: 0.42372677
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17194301 ---Validation accuracy:--- 0.8934 Validation Loss: 0.3883016
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.3202526 ---Validation accuracy:--- 0.889 Validation Loss: 0.40017083
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.22423099 ---Validation accuracy:--- 0.8982 Validation Loss: 0.3632811
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.24951132 ---Validation accuracy:--- 0.8686 Validation Loss: 0.4257925
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.34786016 ---Validation accuracy:--- 0.8978 Validation Loss: 0.37523097
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23282826 ---Validation accuracy:--- 0.8986 Validation Loss: 0.37476084
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.23574966 ---Validation accuracy:--- 0.9 Validation Loss: 0.38496596
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.22835445 ---Validation accuracy:--- 0.8842 Validation Loss: 0.4356877
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.25862366 ---Validation accuracy:--- 0.8908 Validation Loss: 0.38661012
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.44499588 ---Validation accuracy:--- 0.8978 Validation Loss: 0.36918828
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.29206526 ---Validation accuracy:--- 0.9006 Validation Loss: 0.37536478
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2394339 ---Validation accuracy:--- 0.8994 Validation Loss: 0.36925772
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.27792305 ---Validation accuracy:--- 0.8902 Validation Loss: 0.3877713
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20799454 ---Validation accuracy:--- 0.8758 Validation Loss: 0.45219854
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.32733974 ---Validation accuracy:--- 0.8914 Validation Loss: 0.4051242
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.28962624 ---Validation accuracy:--- 0.8942 Validation Loss: 0.39066464
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.28423673 ---Validation accuracy:--- 0.8848 Validation Loss: 0.40016377
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.30817315 ---Validation accuracy:--- 0.8842 Validation Loss: 0.4069359
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.246199 ---Validation accuracy:--- 0.8854 Validation Loss: 0.40457502
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.4197805 ---Validation accuracy:--- 0.891 Validation Loss: 0.41548887
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.29167926 ---Validation accuracy:--- 0.8822 Validation Loss: 0.4177227
Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.4554371 ---Validation accuracy:--- 0.871 Validation Loss: 0.47562772
Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.5186998 ---Validation accuracy:--- 0.8664 Validation Loss: 0.44525614
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.22878972 ---Validation accuracy:--- 0.8786 Validation Loss: 0.40944505
Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.4622615 ---Validation accuracy:--- 0.8522 Validation Loss: 0.47705132
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.24677472 ---Validation accuracy:--- 0.8786 Validation Loss: 0.42509013
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18027455 ---Validation accuracy:--- 0.8912 Validation Loss: 0.37942013
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13533823 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3542897
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.38407344 ---Validation accuracy:--- 0.885 Validation Loss: 0.3947896
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.25631452 ---Validation accuracy:--- 0.88 Validation Loss: 0.39118657
Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.46737897 ---Validation accuracy:--- 0.8826 Validation Loss: 0.40134847
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.4471068 ---Validation accuracy:--- 0.8184 Validation Loss: 0.5732748
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.4420188 ---Validation accuracy:--- 0.8406 Validation Loss: 0.55988497
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.26705226 ---Validation accuracy:--- 0.8706 Validation Loss: 0.48418587
Epoch: 3 ---Training accuracy:--- 0.79 Training Loss: 0.65007764 ---Validation accuracy:--- 0.8554 Validation Loss: 0.4654877
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.2073184 ---Validation accuracy:--- 0.875 Validation Loss: 0.41901302
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.30757886 ---Validation accuracy:--- 0.8958 Validation Loss: 0.38066918
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.26050374 ---Validation accuracy:--- 0.8988 Validation Loss: 0.3663379
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.21078159 ---Validation accuracy:--- 0.8966 Validation Loss: 0.3649251
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20173977 ---Validation accuracy:--- 0.906 Validation Loss: 0.35690776
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.38192138 ---Validation accuracy:--- 0.8986 Validation Loss: 0.38939565
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.30200717 ---Validation accuracy:--- 0.8902 Validation Loss: 0.38445443
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.17271009 ---Validation accuracy:--- 0.897 Validation Loss: 0.37370536
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.32796875 ---Validation accuracy:--- 0.859 Validation Loss: 0.47900176
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.34720784 ---Validation accuracy:--- 0.9002 Validation Loss: 0.35623837
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.34742898 ---Validation accuracy:--- 0.881 Validation Loss: 0.4141293
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.29389283 ---Validation accuracy:--- 0.8974 Validation Loss: 0.37725112
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.25852305 ---Validation accuracy:--- 0.9038 Validation Loss: 0.36495075
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15239567 ---Validation accuracy:--- 0.8812 Validation Loss: 0.42428046
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.43354058 ---Validation accuracy:--- 0.8754 Validation Loss: 0.4725702
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.22048011 ---Validation accuracy:--- 0.879 Validation Loss: 0.41168004
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.3188806 ---Validation accuracy:--- 0.8908 Validation Loss: 0.39370415
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1711557 ---Validation accuracy:--- 0.901 Validation Loss: 0.35963836
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.30013767 ---Validation accuracy:--- 0.899 Validation Loss: 0.3666098
Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.41242492 ---Validation accuracy:--- 0.872 Validation Loss: 0.4467766
Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.38390204 ---Validation accuracy:--- 0.8558 Validation Loss: 0.44611964
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.40775105 ---Validation accuracy:--- 0.894 Validation Loss: 0.38108158
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.21701615 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3817276
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.38531163 ---Validation accuracy:--- 0.8852 Validation Loss: 0.40301016
Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.4087978 ---Validation accuracy:--- 0.8774 Validation Loss: 0.431455
Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.3713031 ---Validation accuracy:--- 0.8488 Validation Loss: 0.49298763
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2597708 ---Validation accuracy:--- 0.8788 Validation Loss: 0.4441168
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.2848049 ---Validation accuracy:--- 0.8954 Validation Loss: 0.37755874
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.18296543 ---Validation accuracy:--- 0.8832 Validation Loss: 0.40311846
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23397432 ---Validation accuracy:--- 0.8978 Validation Loss: 0.36700162
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.24802284 ---Validation accuracy:--- 0.9044 Validation Loss: 0.35810402
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.27090335 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35760057
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.32267624 ---Validation accuracy:--- 0.8964 Validation Loss: 0.37473702
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.34021625 ---Validation accuracy:--- 0.899 Validation Loss: 0.36266017
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2747605 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3624006
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3258498 ---Validation accuracy:--- 0.8884 Validation Loss: 0.3821034
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20340842 ---Validation accuracy:--- 0.889 Validation Loss: 0.3822793
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.18168308 ---Validation accuracy:--- 0.897 Validation Loss: 0.36963975
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.36742523 ---Validation accuracy:--- 0.8378 Validation Loss: 0.4508978
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.35002968 ---Validation accuracy:--- 0.8902 Validation Loss: 0.39282882
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.31398898 ---Validation accuracy:--- 0.8946 Validation Loss: 0.376961
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.3860975 ---Validation accuracy:--- 0.8974 Validation Loss: 0.3894361
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2933659 ---Validation accuracy:--- 0.8934 Validation Loss: 0.3773187
Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.646838 ---Validation accuracy:--- 0.8522 Validation Loss: 0.53874755
Epoch: 3 ---Training accuracy:--- 0.79 Training Loss: 0.6370324 ---Validation accuracy:--- 0.7736 Validation Loss: 0.67969805
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.36355752 ---Validation accuracy:--- 0.8936 Validation Loss: 0.39657086
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23913208 ---Validation accuracy:--- 0.8952 Validation Loss: 0.37040803
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2809129 ---Validation accuracy:--- 0.8914 Validation Loss: 0.40439215
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.28701416 ---Validation accuracy:--- 0.8738 Validation Loss: 0.43111348
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3291005 ---Validation accuracy:--- 0.8808 Validation Loss: 0.418508
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.35924935 ---Validation accuracy:--- 0.8958 Validation Loss: 0.3733544
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.31016985 ---Validation accuracy:--- 0.8958 Validation Loss: 0.35924482
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.2150133 ---Validation accuracy:--- 0.8964 Validation Loss: 0.36912963
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.28423652 ---Validation accuracy:--- 0.896 Validation Loss: 0.36029822
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.2670196 ---Validation accuracy:--- 0.8934 Validation Loss: 0.37958643
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14372185 ---Validation accuracy:--- 0.8972 Validation Loss: 0.35697618
Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.5161231 ---Validation accuracy:--- 0.8908 Validation Loss: 0.38972062
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.3631923 ---Validation accuracy:--- 0.869 Validation Loss: 0.46369424
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.32840854 ---Validation accuracy:--- 0.881 Validation Loss: 0.42812267
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.3619304 ---Validation accuracy:--- 0.8736 Validation Loss: 0.45353192
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.33107162 ---Validation accuracy:--- 0.895 Validation Loss: 0.40855238
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.26491383 ---Validation accuracy:--- 0.8812 Validation Loss: 0.44295713
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.34070814 ---Validation accuracy:--- 0.8832 Validation Loss: 0.43129256
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.23574013 ---Validation accuracy:--- 0.8984 Validation Loss: 0.37678495
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.24023098 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3555843
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.4900191 ---Validation accuracy:--- 0.7712 Validation Loss: 0.7926758
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.65748197 ---Validation accuracy:--- 0.81 Validation Loss: 0.7341654
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.3380207 ---Validation accuracy:--- 0.8354 Validation Loss: 0.5113331
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.3497101 ---Validation accuracy:--- 0.879 Validation Loss: 0.44085714
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.49764365 ---Validation accuracy:--- 0.8236 Validation Loss: 0.53959626
Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.4089159 ---Validation accuracy:--- 0.8718 Validation Loss: 0.44624278
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.23460415 ---Validation accuracy:--- 0.888 Validation Loss: 0.4083002
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.4103883 ---Validation accuracy:--- 0.8912 Validation Loss: 0.4098083
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22462136 ---Validation accuracy:--- 0.8936 Validation Loss: 0.38872272
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.39053962 ---Validation accuracy:--- 0.8868 Validation Loss: 0.43564263
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.34065482 ---Validation accuracy:--- 0.889 Validation Loss: 0.41513404
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.22102177 ---Validation accuracy:--- 0.8928 Validation Loss: 0.38878387
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.25635126 ---Validation accuracy:--- 0.8984 Validation Loss: 0.3845402
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.30796373 ---Validation accuracy:--- 0.8352 Validation Loss: 0.5771232
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.5390401 ---Validation accuracy:--- 0.8588 Validation Loss: 0.46937802
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.23565333 ---Validation accuracy:--- 0.8854 Validation Loss: 0.4399635
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.44762984 ---Validation accuracy:--- 0.8848 Validation Loss: 0.43064693
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.25667447 ---Validation accuracy:--- 0.8864 Validation Loss: 0.3965443
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.4146455 ---Validation accuracy:--- 0.8868 Validation Loss: 0.4242046
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.345597 ---Validation accuracy:--- 0.896 Validation Loss: 0.38749957
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1788739 ---Validation accuracy:--- 0.893 Validation Loss: 0.39391252
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22341533 ---Validation accuracy:--- 0.897 Validation Loss: 0.38637826
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.39323062 ---Validation accuracy:--- 0.877 Validation Loss: 0.4600815
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.29505333 ---Validation accuracy:--- 0.8984 Validation Loss: 0.39674166
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22768196 ---Validation accuracy:--- 0.8918 Validation Loss: 0.40501282
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.19451092 ---Validation accuracy:--- 0.8858 Validation Loss: 0.435763
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.27407104 ---Validation accuracy:--- 0.886 Validation Loss: 0.424144
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.15501443 ---Validation accuracy:--- 0.8972 Validation Loss: 0.38501763
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.29564017 ---Validation accuracy:--- 0.889 Validation Loss: 0.41447753
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.3120328 ---Validation accuracy:--- 0.8786 Validation Loss: 0.4629648
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.24141285 ---Validation accuracy:--- 0.8944 Validation Loss: 0.4003583
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17380026 ---Validation accuracy:--- 0.8902 Validation Loss: 0.40043607
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.35389927 ---Validation accuracy:--- 0.8782 Validation Loss: 0.4747482
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.20382035 ---Validation accuracy:--- 0.8888 Validation Loss: 0.4193567
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.35279983 ---Validation accuracy:--- 0.8828 Validation Loss: 0.4400628
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.3000142 ---Validation accuracy:--- 0.8502 Validation Loss: 0.49833345
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.3141198 ---Validation accuracy:--- 0.886 Validation Loss: 0.4110128
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.3222245 ---Validation accuracy:--- 0.882 Validation Loss: 0.4210751
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19865106 ---Validation accuracy:--- 0.8918 Validation Loss: 0.37866113
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.23343971 ---Validation accuracy:--- 0.8918 Validation Loss: 0.39654073
Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.4939273 ---Validation accuracy:--- 0.8974 Validation Loss: 0.392007
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.22062907 ---Validation accuracy:--- 0.8806 Validation Loss: 0.4313378
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.20502459 ---Validation accuracy:--- 0.898 Validation Loss: 0.36910552
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.256896 ---Validation accuracy:--- 0.8922 Validation Loss: 0.37805554
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.45878986 ---Validation accuracy:--- 0.8598 Validation Loss: 0.52609915
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.27101842 ---Validation accuracy:--- 0.8956 Validation Loss: 0.39966795
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13006191 ---Validation accuracy:--- 0.888 Validation Loss: 0.4231252
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.20286699 ---Validation accuracy:--- 0.8946 Validation Loss: 0.38215056
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.39282718 ---Validation accuracy:--- 0.8602 Validation Loss: 0.4567433
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.31559226 ---Validation accuracy:--- 0.9 Validation Loss: 0.3759519
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.35364804 ---Validation accuracy:--- 0.8982 Validation Loss: 0.3889254
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.37554428 ---Validation accuracy:--- 0.8972 Validation Loss: 0.39520162
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.25801206 ---Validation accuracy:--- 0.8944 Validation Loss: 0.3926506
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2597127 ---Validation accuracy:--- 0.8734 Validation Loss: 0.45038578
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.3973468 ---Validation accuracy:--- 0.8836 Validation Loss: 0.3972862
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.25666618 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37731367
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.27392036 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3731939
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2616563 ---Validation accuracy:--- 0.8996 Validation Loss: 0.38045442
Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.40459296 ---Validation accuracy:--- 0.8934 Validation Loss: 0.38676003
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.29168904 ---Validation accuracy:--- 0.8984 Validation Loss: 0.38914078
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.47630623 ---Validation accuracy:--- 0.887 Validation Loss: 0.4293836
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.18796377 ---Validation accuracy:--- 0.8862 Validation Loss: 0.40955645
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.3723529 ---Validation accuracy:--- 0.8798 Validation Loss: 0.42109755
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.35216656 ---Validation accuracy:--- 0.9002 Validation Loss: 0.38013998
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19981804 ---Validation accuracy:--- 0.9026 Validation Loss: 0.37543303
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.3096011 ---Validation accuracy:--- 0.9058 Validation Loss: 0.37048292
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16495588 ---Validation accuracy:--- 0.9006 Validation Loss: 0.37448663
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2499675 ---Validation accuracy:--- 0.898 Validation Loss: 0.38891932
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.25640273 ---Validation accuracy:--- 0.8954 Validation Loss: 0.38955063
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.26503745 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3729251
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.37734511 ---Validation accuracy:--- 0.8674 Validation Loss: 0.48018506
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.26877156 ---Validation accuracy:--- 0.9 Validation Loss: 0.38055283
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19168702 ---Validation accuracy:--- 0.9002 Validation Loss: 0.39667627
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.4054728 ---Validation accuracy:--- 0.8914 Validation Loss: 0.41491747
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.29767463 ---Validation accuracy:--- 0.8916 Validation Loss: 0.40356192
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.24817479 ---Validation accuracy:--- 0.888 Validation Loss: 0.4314494
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.124607064 ---Validation accuracy:--- 0.9004 Validation Loss: 0.38474485
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.30958188 ---Validation accuracy:--- 0.892 Validation Loss: 0.4286848
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.31138408 ---Validation accuracy:--- 0.9002 Validation Loss: 0.39463893
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.20962736 ---Validation accuracy:--- 0.868 Validation Loss: 0.48266986
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.31957462 ---Validation accuracy:--- 0.8776 Validation Loss: 0.4177575
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.1801125 ---Validation accuracy:--- 0.892 Validation Loss: 0.3864424
Epoch: 4 ---Training accuracy:--- 0.78 Training Loss: 0.613091 ---Validation accuracy:--- 0.885 Validation Loss: 0.46679443
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2773329 ---Validation accuracy:--- 0.897 Validation Loss: 0.3732322
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.29936025 ---Validation accuracy:--- 0.8748 Validation Loss: 0.43594444
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.3030448 ---Validation accuracy:--- 0.886 Validation Loss: 0.4176824
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.25949097 ---Validation accuracy:--- 0.899 Validation Loss: 0.3903148
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.22219068 ---Validation accuracy:--- 0.895 Validation Loss: 0.37698287
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.24791661 ---Validation accuracy:--- 0.8908 Validation Loss: 0.3996328
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.27956986 ---Validation accuracy:--- 0.8896 Validation Loss: 0.40089673
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.27053913 ---Validation accuracy:--- 0.8856 Validation Loss: 0.40248764
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.22593963 ---Validation accuracy:--- 0.8988 Validation Loss: 0.38068876
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.33828875 ---Validation accuracy:--- 0.8978 Validation Loss: 0.40559682
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.27314645 ---Validation accuracy:--- 0.8816 Validation Loss: 0.43085372
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.23400328 ---Validation accuracy:--- 0.8794 Validation Loss: 0.44553164
Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.51449144 ---Validation accuracy:--- 0.8716 Validation Loss: 0.44940796
Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.46154374 ---Validation accuracy:--- 0.8378 Validation Loss: 0.5161723
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.35991013 ---Validation accuracy:--- 0.8798 Validation Loss: 0.43547133
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.20149578 ---Validation accuracy:--- 0.8852 Validation Loss: 0.38906485
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.40602088 ---Validation accuracy:--- 0.8718 Validation Loss: 0.44446632
Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.34343103 ---Validation accuracy:--- 0.8804 Validation Loss: 0.41495177
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.323467 ---Validation accuracy:--- 0.9 Validation Loss: 0.37942767
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.27436322 ---Validation accuracy:--- 0.891 Validation Loss: 0.383117
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.2588596 ---Validation accuracy:--- 0.8958 Validation Loss: 0.38984066
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.24981183 ---Validation accuracy:--- 0.8942 Validation Loss: 0.38132247
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.29978505 ---Validation accuracy:--- 0.8902 Validation Loss: 0.40738493
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.31477016 ---Validation accuracy:--- 0.898 Validation Loss: 0.38079605
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.14868878 ---Validation accuracy:--- 0.8984 Validation Loss: 0.36957794
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.25850934 ---Validation accuracy:--- 0.8856 Validation Loss: 0.4081036
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.3720681 ---Validation accuracy:--- 0.8706 Validation Loss: 0.45230636
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.27447724 ---Validation accuracy:--- 0.8988 Validation Loss: 0.37071517
Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.4424688 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3860172
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.441093 ---Validation accuracy:--- 0.8776 Validation Loss: 0.4359658
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.2586893 ---Validation accuracy:--- 0.8438 Validation Loss: 0.4454426
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.4284041 ---Validation accuracy:--- 0.8888 Validation Loss: 0.41786978
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.22354244 ---Validation accuracy:--- 0.8888 Validation Loss: 0.3952139
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.30735466 ---Validation accuracy:--- 0.8914 Validation Loss: 0.3920569
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.22511576 ---Validation accuracy:--- 0.8962 Validation Loss: 0.36831123
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.39020798 ---Validation accuracy:--- 0.8778 Validation Loss: 0.40635175
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.26310286 ---Validation accuracy:--- 0.8928 Validation Loss: 0.37853128
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.35643002 ---Validation accuracy:--- 0.8898 Validation Loss: 0.4006344
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.28746685 ---Validation accuracy:--- 0.8942 Validation Loss: 0.38194668
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.45077705 ---Validation accuracy:--- 0.8828 Validation Loss: 0.43578514
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2625549 ---Validation accuracy:--- 0.8834 Validation Loss: 0.40643293
Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.50603837 ---Validation accuracy:--- 0.8874 Validation Loss: 0.44580543
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.20973061 ---Validation accuracy:--- 0.8814 Validation Loss: 0.43257138
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.3588874 ---Validation accuracy:--- 0.9014 Validation Loss: 0.38127032
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.3256058 ---Validation accuracy:--- 0.8976 Validation Loss: 0.3646021
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19500045 ---Validation accuracy:--- 0.889 Validation Loss: 0.39231798
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2538818 ---Validation accuracy:--- 0.8878 Validation Loss: 0.38513723
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.46873993 ---Validation accuracy:--- 0.9012 Validation Loss: 0.38336563
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.3171348 ---Validation accuracy:--- 0.8908 Validation Loss: 0.39853856
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2953982 ---Validation accuracy:--- 0.8924 Validation Loss: 0.3829318
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.23849162 ---Validation accuracy:--- 0.899 Validation Loss: 0.36774406
Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.3774597 ---Validation accuracy:--- 0.9014 Validation Loss: 0.35877165
Epoch: 4 ---Training accuracy:--- 0.81 Training Loss: 0.57927686 ---Validation accuracy:--- 0.8326 Validation Loss: 0.5257489
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.36317047 ---Validation accuracy:--- 0.8476 Validation Loss: 0.4831159
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.36551034 ---Validation accuracy:--- 0.8602 Validation Loss: 0.45894772
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.24544664 ---Validation accuracy:--- 0.8692 Validation Loss: 0.43930098
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.32206398 ---Validation accuracy:--- 0.8904 Validation Loss: 0.39192486
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.22631693 ---Validation accuracy:--- 0.8912 Validation Loss: 0.39733526
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.30527642 ---Validation accuracy:--- 0.8912 Validation Loss: 0.39917412
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.31449568 ---Validation accuracy:--- 0.8964 Validation Loss: 0.3672
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.27106363 ---Validation accuracy:--- 0.8984 Validation Loss: 0.36595565
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.3276596 ---Validation accuracy:--- 0.8928 Validation Loss: 0.3776847
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.3504838 ---Validation accuracy:--- 0.874 Validation Loss: 0.41974995
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.34649238 ---Validation accuracy:--- 0.8984 Validation Loss: 0.38070643
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.32506156 ---Validation accuracy:--- 0.8784 Validation Loss: 0.42280546
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2771693 ---Validation accuracy:--- 0.8996 Validation Loss: 0.35280934
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.21263973 ---Validation accuracy:--- 0.8956 Validation Loss: 0.36669654
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.1409113 ---Validation accuracy:--- 0.897 Validation Loss: 0.37212348
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.36694187 ---Validation accuracy:--- 0.8724 Validation Loss: 0.45676708
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16939826 ---Validation accuracy:--- 0.8854 Validation Loss: 0.4314087
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.42296952 ---Validation accuracy:--- 0.896 Validation Loss: 0.3967494
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.3056405 ---Validation accuracy:--- 0.8596 Validation Loss: 0.4855486
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.34956458 ---Validation accuracy:--- 0.867 Validation Loss: 0.47816113
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.3381624 ---Validation accuracy:--- 0.897 Validation Loss: 0.37349176
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.19167732 ---Validation accuracy:--- 0.8954 Validation Loss: 0.37151867
Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.3896303 ---Validation accuracy:--- 0.8282 Validation Loss: 0.58040214
Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.4116996 ---Validation accuracy:--- 0.893 Validation Loss: 0.3932866
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17312294 ---Validation accuracy:--- 0.8826 Validation Loss: 0.43216065
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.2818416 ---Validation accuracy:--- 0.8902 Validation Loss: 0.40492648
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19072129 ---Validation accuracy:--- 0.8812 Validation Loss: 0.44572484
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.2546215 ---Validation accuracy:--- 0.8768 Validation Loss: 0.45844638
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.31990764 ---Validation accuracy:--- 0.8956 Validation Loss: 0.39613128
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.21575752 ---Validation accuracy:--- 0.8944 Validation Loss: 0.38898733
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.26302436 ---Validation accuracy:--- 0.8838 Validation Loss: 0.4255754
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.24598867 ---Validation accuracy:--- 0.893 Validation Loss: 0.38190803
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12520903 ---Validation accuracy:--- 0.904 Validation Loss: 0.36414674
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.44143966 ---Validation accuracy:--- 0.8974 Validation Loss: 0.38125733
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.28002322 ---Validation accuracy:--- 0.881 Validation Loss: 0.42411757
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1488375 ---Validation accuracy:--- 0.8962 Validation Loss: 0.37699604
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.41202554 ---Validation accuracy:--- 0.8946 Validation Loss: 0.37968692
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.27813816 ---Validation accuracy:--- 0.8992 Validation Loss: 0.37929183
Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.41954762 ---Validation accuracy:--- 0.8698 Validation Loss: 0.44111493
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.31986764 ---Validation accuracy:--- 0.8944 Validation Loss: 0.3978871
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.28750283 ---Validation accuracy:--- 0.8898 Validation Loss: 0.41275948
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.36214966 ---Validation accuracy:--- 0.8892 Validation Loss: 0.39897653
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.43731317 ---Validation accuracy:--- 0.8814 Validation Loss: 0.45382285
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.34923515 ---Validation accuracy:--- 0.8876 Validation Loss: 0.4375491
Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.47689128 ---Validation accuracy:--- 0.8432 Validation Loss: 0.5195083
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.35652432 ---Validation accuracy:--- 0.8628 Validation Loss: 0.46992636
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.284127 ---Validation accuracy:--- 0.8928 Validation Loss: 0.38420248
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.363902 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3814081
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.29543084 ---Validation accuracy:--- 0.897 Validation Loss: 0.37302372
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.28260443 ---Validation accuracy:--- 0.8948 Validation Loss: 0.37585136
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.24547245 ---Validation accuracy:--- 0.896 Validation Loss: 0.37644762
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.20695251 ---Validation accuracy:--- 0.9014 Validation Loss: 0.36215287
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.34493592 ---Validation accuracy:--- 0.8908 Validation Loss: 0.39066085
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.3094125 ---Validation accuracy:--- 0.9 Validation Loss: 0.36548147
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.28364387 ---Validation accuracy:--- 0.8764 Validation Loss: 0.430272
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.30987406 ---Validation accuracy:--- 0.8972 Validation Loss: 0.38142475
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.27956486 ---Validation accuracy:--- 0.8992 Validation Loss: 0.38187635
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1823469 ---Validation accuracy:--- 0.8978 Validation Loss: 0.37410572
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.41205543 ---Validation accuracy:--- 0.89 Validation Loss: 0.3939084
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.32042328 ---Validation accuracy:--- 0.8858 Validation Loss: 0.4051297
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.30326355 ---Validation accuracy:--- 0.8844 Validation Loss: 0.42032364
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.2353333 ---Validation accuracy:--- 0.897 Validation Loss: 0.37946033
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.34248242 ---Validation accuracy:--- 0.8786 Validation Loss: 0.41497377
Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.5045873 ---Validation accuracy:--- 0.8708 Validation Loss: 0.48785782
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.26737222 ---Validation accuracy:--- 0.897 Validation Loss: 0.38512874
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.4043927 ---Validation accuracy:--- 0.8638 Validation Loss: 0.4643758
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.39408737 ---Validation accuracy:--- 0.8924 Validation Loss: 0.3906804
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.41692433 ---Validation accuracy:--- 0.8892 Validation Loss: 0.41417885
Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.5442785 ---Validation accuracy:--- 0.8906 Validation Loss: 0.3952643
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.38759795 ---Validation accuracy:--- 0.9028 Validation Loss: 0.36861157
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2279384 ---Validation accuracy:--- 0.8958 Validation Loss: 0.37566343
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.27461207 ---Validation accuracy:--- 0.8986 Validation Loss: 0.374075
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.3038194 ---Validation accuracy:--- 0.8866 Validation Loss: 0.4077229
Epoch: 4 ---Training accuracy:--- 0.79 Training Loss: 0.50766176 ---Validation accuracy:--- 0.822 Validation Loss: 0.57710266
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.31515667 ---Validation accuracy:--- 0.8778 Validation Loss: 0.43411323
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.30244747 ---Validation accuracy:--- 0.8952 Validation Loss: 0.4025989
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2712043 ---Validation accuracy:--- 0.9012 Validation Loss: 0.38285875
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.264736 ---Validation accuracy:--- 0.8806 Validation Loss: 0.43269667
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.31876552 ---Validation accuracy:--- 0.897 Validation Loss: 0.38800582
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14505449 ---Validation accuracy:--- 0.903 Validation Loss: 0.35841656
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.24204017 ---Validation accuracy:--- 0.8946 Validation Loss: 0.3790905
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.3076436 ---Validation accuracy:--- 0.879 Validation Loss: 0.42431107
Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.44781417 ---Validation accuracy:--- 0.8618 Validation Loss: 0.46789375
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.3880513 ---Validation accuracy:--- 0.8958 Validation Loss: 0.3922666
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.4215867 ---Validation accuracy:--- 0.8728 Validation Loss: 0.4758242
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.26934338 ---Validation accuracy:--- 0.8886 Validation Loss: 0.3880911
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.37826943 ---Validation accuracy:--- 0.899 Validation Loss: 0.3690107
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.26772392 ---Validation accuracy:--- 0.8984 Validation Loss: 0.39583626
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.27427447 ---Validation accuracy:--- 0.905 Validation Loss: 0.3622252
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.30964047 ---Validation accuracy:--- 0.8972 Validation Loss: 0.38965067
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.39936662 ---Validation accuracy:--- 0.902 Validation Loss: 0.37530187
Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.41418514 ---Validation accuracy:--- 0.8806 Validation Loss: 0.3972356
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.28389895 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35757032
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.20036581 ---Validation accuracy:--- 0.8982 Validation Loss: 0.37524638
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.3151868 ---Validation accuracy:--- 0.8952 Validation Loss: 0.38687667
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.3105997 ---Validation accuracy:--- 0.9052 Validation Loss: 0.36832732
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.29954746 ---Validation accuracy:--- 0.902 Validation Loss: 0.36472762
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.27005634 ---Validation accuracy:--- 0.8986 Validation Loss: 0.3726806
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.403432 ---Validation accuracy:--- 0.8914 Validation Loss: 0.39162925
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.20945479 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36246654
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.36496788 ---Validation accuracy:--- 0.8744 Validation Loss: 0.48014566
Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.54018503 ---Validation accuracy:--- 0.8554 Validation Loss: 0.5018456
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.42618304 ---Validation accuracy:--- 0.8532 Validation Loss: 0.5184776
Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.54921526 ---Validation accuracy:--- 0.8714 Validation Loss: 0.46403623
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.33951584 ---Validation accuracy:--- 0.8938 Validation Loss: 0.3899685
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.21044303 ---Validation accuracy:--- 0.9006 Validation Loss: 0.35788727
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.25670853 ---Validation accuracy:--- 0.8998 Validation Loss: 0.37057853
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.33444554 ---Validation accuracy:--- 0.8694 Validation Loss: 0.46801114
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.3392102 ---Validation accuracy:--- 0.8972 Validation Loss: 0.37008375
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.31759387 ---Validation accuracy:--- 0.8854 Validation Loss: 0.42783344
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.22692788 ---Validation accuracy:--- 0.8814 Validation Loss: 0.40300113
Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.46678472 ---Validation accuracy:--- 0.8722 Validation Loss: 0.42846152
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.37400734 ---Validation accuracy:--- 0.8942 Validation Loss: 0.38627195
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2953355 ---Validation accuracy:--- 0.8744 Validation Loss: 0.45794472
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2397828 ---Validation accuracy:--- 0.9058 Validation Loss: 0.35419717
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.31044167 ---Validation accuracy:--- 0.8992 Validation Loss: 0.36829135
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.35268486 ---Validation accuracy:--- 0.8944 Validation Loss: 0.36154613
Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.39111674 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3713453
Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.40127605 ---Validation accuracy:--- 0.8888 Validation Loss: 0.39739272
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.25283673 ---Validation accuracy:--- 0.8924 Validation Loss: 0.36677352
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.29861248 ---Validation accuracy:--- 0.8826 Validation Loss: 0.4186903
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.3039863 ---Validation accuracy:--- 0.8996 Validation Loss: 0.3676196
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.27372316 ---Validation accuracy:--- 0.8964 Validation Loss: 0.37018803
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.3659101 ---Validation accuracy:--- 0.9014 Validation Loss: 0.36408046
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18597537 ---Validation accuracy:--- 0.9056 Validation Loss: 0.35705435
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.29459205 ---Validation accuracy:--- 0.9004 Validation Loss: 0.380574
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17563576 ---Validation accuracy:--- 0.9038 Validation Loss: 0.3713535
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.33173126 ---Validation accuracy:--- 0.8994 Validation Loss: 0.35762098
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.39091414 ---Validation accuracy:--- 0.8758 Validation Loss: 0.47402573
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.32445243 ---Validation accuracy:--- 0.8824 Validation Loss: 0.42288905
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.29957 ---Validation accuracy:--- 0.9032 Validation Loss: 0.40028012
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.32584205 ---Validation accuracy:--- 0.8966 Validation Loss: 0.4089073
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.21623713 ---Validation accuracy:--- 0.8824 Validation Loss: 0.42491245
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.3555839 ---Validation accuracy:--- 0.8914 Validation Loss: 0.38778082
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.37665063 ---Validation accuracy:--- 0.8794 Validation Loss: 0.42332813
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1907199 ---Validation accuracy:--- 0.896 Validation Loss: 0.37308514
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19299622 ---Validation accuracy:--- 0.895 Validation Loss: 0.3679974
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.25512612 ---Validation accuracy:--- 0.8742 Validation Loss: 0.41049424
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.21184887 ---Validation accuracy:--- 0.8878 Validation Loss: 0.38470095
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.33699027 ---Validation accuracy:--- 0.8928 Validation Loss: 0.4101547
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.4637577 ---Validation accuracy:--- 0.8902 Validation Loss: 0.41352314
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18607551 ---Validation accuracy:--- 0.9008 Validation Loss: 0.3748298
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.35399777 ---Validation accuracy:--- 0.891 Validation Loss: 0.39995453
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.16503173 ---Validation accuracy:--- 0.9018 Validation Loss: 0.3665687
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.40470436 ---Validation accuracy:--- 0.8398 Validation Loss: 0.5424636
Epoch: 4 ---Training accuracy:--- 0.76 Training Loss: 0.8106627 ---Validation accuracy:--- 0.8052 Validation Loss: 0.7647175
Epoch: 4 ---Training accuracy:--- 0.76 Training Loss: 0.6444809 ---Validation accuracy:--- 0.7918 Validation Loss: 0.6263294
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.44188598 ---Validation accuracy:--- 0.8526 Validation Loss: 0.51556414
Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.59650874 ---Validation accuracy:--- 0.8264 Validation Loss: 0.5819167
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.300932 ---Validation accuracy:--- 0.8918 Validation Loss: 0.44443604
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.38577718 ---Validation accuracy:--- 0.8754 Validation Loss: 0.4679589
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.38874236 ---Validation accuracy:--- 0.8928 Validation Loss: 0.44634873
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19242734 ---Validation accuracy:--- 0.883 Validation Loss: 0.45091373
Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.4384436 ---Validation accuracy:--- 0.8962 Validation Loss: 0.3995743
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.2532262 ---Validation accuracy:--- 0.885 Validation Loss: 0.42245856
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.3702098 ---Validation accuracy:--- 0.904 Validation Loss: 0.37672985
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.34533188 ---Validation accuracy:--- 0.8746 Validation Loss: 0.43631113
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.24708933 ---Validation accuracy:--- 0.8968 Validation Loss: 0.36646515
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.41344956 ---Validation accuracy:--- 0.9056 Validation Loss: 0.356189
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18647267 ---Validation accuracy:--- 0.8946 Validation Loss: 0.41564515
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.37100127 ---Validation accuracy:--- 0.8992 Validation Loss: 0.37188336
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.18057266 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3492958
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.23605007 ---Validation accuracy:--- 0.9 Validation Loss: 0.37057504
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.20145291 ---Validation accuracy:--- 0.8924 Validation Loss: 0.40334564
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.31804353 ---Validation accuracy:--- 0.8668 Validation Loss: 0.479154
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.37109435 ---Validation accuracy:--- 0.8744 Validation Loss: 0.44216734
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.3396792 ---Validation accuracy:--- 0.8784 Validation Loss: 0.42404938
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.30471173 ---Validation accuracy:--- 0.8824 Validation Loss: 0.40182486
Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.39679924 ---Validation accuracy:--- 0.8684 Validation Loss: 0.4474504
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.23545498 ---Validation accuracy:--- 0.8948 Validation Loss: 0.3981577
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.4428684 ---Validation accuracy:--- 0.901 Validation Loss: 0.39213493
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.34655848 ---Validation accuracy:--- 0.906 Validation Loss: 0.35500336
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.22841549 ---Validation accuracy:--- 0.907 Validation Loss: 0.3423104
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.34429726 ---Validation accuracy:--- 0.8918 Validation Loss: 0.37641641
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.44563797 ---Validation accuracy:--- 0.8616 Validation Loss: 0.4818193
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.30836445 ---Validation accuracy:--- 0.8738 Validation Loss: 0.45086655
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.29015574 ---Validation accuracy:--- 0.8896 Validation Loss: 0.41162056
Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.42362174 ---Validation accuracy:--- 0.889 Validation Loss: 0.4182418
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.2987382 ---Validation accuracy:--- 0.8984 Validation Loss: 0.36412862
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.3789573 ---Validation accuracy:--- 0.9034 Validation Loss: 0.35271046
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.25268072 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3866751
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.29474965 ---Validation accuracy:--- 0.9002 Validation Loss: 0.38042757
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.19821966 ---Validation accuracy:--- 0.8962 Validation Loss: 0.36733526
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.22048092 ---Validation accuracy:--- 0.8806 Validation Loss: 0.41179064
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.33509648 ---Validation accuracy:--- 0.91 Validation Loss: 0.35460028
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.23528787 ---Validation accuracy:--- 0.9098 Validation Loss: 0.34938493
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.22468784 ---Validation accuracy:--- 0.9058 Validation Loss: 0.36243907
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.3063998 ---Validation accuracy:--- 0.8838 Validation Loss: 0.4068145
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.20719485 ---Validation accuracy:--- 0.9052 Validation Loss: 0.3511219
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.25153714 ---Validation accuracy:--- 0.8988 Validation Loss: 0.37753034
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.20992874 ---Validation accuracy:--- 0.9028 Validation Loss: 0.36923063
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12845156 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3543854
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.38748118 ---Validation accuracy:--- 0.885 Validation Loss: 0.4166377
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1579574 ---Validation accuracy:--- 0.9032 Validation Loss: 0.35939974
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.23770462 ---Validation accuracy:--- 0.8996 Validation Loss: 0.36641666
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.17461234 ---Validation accuracy:--- 0.8978 Validation Loss: 0.37684867
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.20448609 ---Validation accuracy:--- 0.8958 Validation Loss: 0.40778634
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2619065 ---Validation accuracy:--- 0.8976 Validation Loss: 0.39026874
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.2512014 ---Validation accuracy:--- 0.9014 Validation Loss: 0.37145737
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.32330298 ---Validation accuracy:--- 0.8888 Validation Loss: 0.4094316
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.18513332 ---Validation accuracy:--- 0.8826 Validation Loss: 0.39927208
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.27982837 ---Validation accuracy:--- 0.9102 Validation Loss: 0.35117838
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.28490928 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3662414
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.38637105 ---Validation accuracy:--- 0.8942 Validation Loss: 0.36300603
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.30099192 ---Validation accuracy:--- 0.8842 Validation Loss: 0.4088559
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.26763046 ---Validation accuracy:--- 0.8984 Validation Loss: 0.37228677
Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.48959458 ---Validation accuracy:--- 0.8902 Validation Loss: 0.4359085
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.24412446 ---Validation accuracy:--- 0.9006 Validation Loss: 0.39285815
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.32900882 ---Validation accuracy:--- 0.9078 Validation Loss: 0.35339686
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.28380078 ---Validation accuracy:--- 0.9038 Validation Loss: 0.36274722
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.44593906 ---Validation accuracy:--- 0.9052 Validation Loss: 0.36060825
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.34332713 ---Validation accuracy:--- 0.8974 Validation Loss: 0.3711497
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.17610985 ---Validation accuracy:--- 0.8954 Validation Loss: 0.36230716
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.36398986 ---Validation accuracy:--- 0.8942 Validation Loss: 0.38957804
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.25825563 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3550642
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.33676744 ---Validation accuracy:--- 0.9026 Validation Loss: 0.36097273
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.31892535 ---Validation accuracy:--- 0.9004 Validation Loss: 0.37866974
Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.47145376 ---Validation accuracy:--- 0.8848 Validation Loss: 0.45218062
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2637912 ---Validation accuracy:--- 0.895 Validation Loss: 0.41933846
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.24544764 ---Validation accuracy:--- 0.8982 Validation Loss: 0.39686483
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.26428708 ---Validation accuracy:--- 0.9036 Validation Loss: 0.38708052
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18589692 ---Validation accuracy:--- 0.9026 Validation Loss: 0.37140414
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.29157147 ---Validation accuracy:--- 0.8994 Validation Loss: 0.3773628
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.25936452 ---Validation accuracy:--- 0.8828 Validation Loss: 0.40522105
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.24914187 ---Validation accuracy:--- 0.9018 Validation Loss: 0.3776687
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.20037231 ---Validation accuracy:--- 0.8958 Validation Loss: 0.3746507
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.24735177 ---Validation accuracy:--- 0.8902 Validation Loss: 0.40809092
Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.5346601 ---Validation accuracy:--- 0.8916 Validation Loss: 0.41441515
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.287632 ---Validation accuracy:--- 0.8942 Validation Loss: 0.38889217
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.22220007 ---Validation accuracy:--- 0.9014 Validation Loss: 0.37367588
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.23152916 ---Validation accuracy:--- 0.9022 Validation Loss: 0.3699201
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.30925143 ---Validation accuracy:--- 0.9018 Validation Loss: 0.36864963
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.33328673 ---Validation accuracy:--- 0.9002 Validation Loss: 0.36580738
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.2177392 ---Validation accuracy:--- 0.8812 Validation Loss: 0.42680594
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.24848796 ---Validation accuracy:--- 0.8984 Validation Loss: 0.3721274
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17487095 ---Validation accuracy:--- 0.8882 Validation Loss: 0.42412382
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.2803503 ---Validation accuracy:--- 0.864 Validation Loss: 0.504715
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.31345612 ---Validation accuracy:--- 0.8734 Validation Loss: 0.43358892
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.4113948 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37333068
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.2841336 ---Validation accuracy:--- 0.899 Validation Loss: 0.3649641
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.33804908 ---Validation accuracy:--- 0.9008 Validation Loss: 0.35176295
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.3136873 ---Validation accuracy:--- 0.905 Validation Loss: 0.378471
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.335056 ---Validation accuracy:--- 0.896 Validation Loss: 0.42018452
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.27106884 ---Validation accuracy:--- 0.8976 Validation Loss: 0.40566564
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.19402722 ---Validation accuracy:--- 0.9026 Validation Loss: 0.38662577
Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.38960227 ---Validation accuracy:--- 0.9038 Validation Loss: 0.3628108
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.30497453 ---Validation accuracy:--- 0.906 Validation Loss: 0.3549986
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19000651 ---Validation accuracy:--- 0.8964 Validation Loss: 0.3687896
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.37210447 ---Validation accuracy:--- 0.9012 Validation Loss: 0.37437442
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.20802525 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35123968
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.35463718 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3634347
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.28904873 ---Validation accuracy:--- 0.8984 Validation Loss: 0.37211436
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.22127566 ---Validation accuracy:--- 0.8998 Validation Loss: 0.35638854
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2869716 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35285
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17139074 ---Validation accuracy:--- 0.9094 Validation Loss: 0.34627467
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.23662701 ---Validation accuracy:--- 0.9046 Validation Loss: 0.37530038
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.21382584 ---Validation accuracy:--- 0.879 Validation Loss: 0.47049052
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.27808487 ---Validation accuracy:--- 0.8658 Validation Loss: 0.46390626
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.29845935 ---Validation accuracy:--- 0.9058 Validation Loss: 0.36071825
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15671737 ---Validation accuracy:--- 0.8908 Validation Loss: 0.3801578
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.23735769 ---Validation accuracy:--- 0.905 Validation Loss: 0.35784504
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.3341981 ---Validation accuracy:--- 0.901 Validation Loss: 0.37607816
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.26148102 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3539084
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.29740918 ---Validation accuracy:--- 0.8968 Validation Loss: 0.39993057
Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.688243 ---Validation accuracy:--- 0.843 Validation Loss: 0.50980085
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.26003444 ---Validation accuracy:--- 0.9036 Validation Loss: 0.37910122
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.23382357 ---Validation accuracy:--- 0.9032 Validation Loss: 0.36391705
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.22724436 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3493393
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.22294374 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3561679
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2261399 ---Validation accuracy:--- 0.8964 Validation Loss: 0.39446044
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.16636124 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3749636
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.2873827 ---Validation accuracy:--- 0.9072 Validation Loss: 0.35927185
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08626744 ---Validation accuracy:--- 0.9032 Validation Loss: 0.36817467
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.20727035 ---Validation accuracy:--- 0.908 Validation Loss: 0.35775843
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2035919 ---Validation accuracy:--- 0.9006 Validation Loss: 0.36798668
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.31600064 ---Validation accuracy:--- 0.8628 Validation Loss: 0.51248974
Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.41002023 ---Validation accuracy:--- 0.8678 Validation Loss: 0.44578716
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.44942668 ---Validation accuracy:--- 0.9026 Validation Loss: 0.3733816
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13415606 ---Validation accuracy:--- 0.9044 Validation Loss: 0.3588362
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.18768373 ---Validation accuracy:--- 0.899 Validation Loss: 0.3585103
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.25000003 ---Validation accuracy:--- 0.889 Validation Loss: 0.4063805
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.16389392 ---Validation accuracy:--- 0.8936 Validation Loss: 0.4040467
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2066346 ---Validation accuracy:--- 0.8866 Validation Loss: 0.38934708
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.15031375 ---Validation accuracy:--- 0.8958 Validation Loss: 0.38162723
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.21665207 ---Validation accuracy:--- 0.8992 Validation Loss: 0.36278632
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.24830677 ---Validation accuracy:--- 0.8948 Validation Loss: 0.3760598
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.412478 ---Validation accuracy:--- 0.8976 Validation Loss: 0.36960986
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2390584 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37942496
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.21245722 ---Validation accuracy:--- 0.893 Validation Loss: 0.4035617
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18506016 ---Validation accuracy:--- 0.9098 Validation Loss: 0.34693563
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.3139914 ---Validation accuracy:--- 0.908 Validation Loss: 0.3532406
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.3213688 ---Validation accuracy:--- 0.9054 Validation Loss: 0.3570048
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.27923825 ---Validation accuracy:--- 0.9024 Validation Loss: 0.36946186
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.31647912 ---Validation accuracy:--- 0.897 Validation Loss: 0.3947135
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.32139388 ---Validation accuracy:--- 0.8982 Validation Loss: 0.38585487
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.28739917 ---Validation accuracy:--- 0.9034 Validation Loss: 0.36280644
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.21863006 ---Validation accuracy:--- 0.8956 Validation Loss: 0.3600324
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.39511222 ---Validation accuracy:--- 0.8894 Validation Loss: 0.4142459
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.31358886 ---Validation accuracy:--- 0.9032 Validation Loss: 0.3592822
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.28633624 ---Validation accuracy:--- 0.9036 Validation Loss: 0.36356363
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.3417817 ---Validation accuracy:--- 0.9112 Validation Loss: 0.35694906
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.27722022 ---Validation accuracy:--- 0.9088 Validation Loss: 0.34444952
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.31039762 ---Validation accuracy:--- 0.905 Validation Loss: 0.36847565
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13261299 ---Validation accuracy:--- 0.907 Validation Loss: 0.34785157
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.31730035 ---Validation accuracy:--- 0.8954 Validation Loss: 0.39443076
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.34071454 ---Validation accuracy:--- 0.8986 Validation Loss: 0.35372445
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.3085713 ---Validation accuracy:--- 0.8976 Validation Loss: 0.39478144
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.38232985 ---Validation accuracy:--- 0.8794 Validation Loss: 0.43686986
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.36465323 ---Validation accuracy:--- 0.905 Validation Loss: 0.35850766
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.27513692 ---Validation accuracy:--- 0.8954 Validation Loss: 0.403177
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.28888223 ---Validation accuracy:--- 0.9006 Validation Loss: 0.36918443
Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.5241231 ---Validation accuracy:--- 0.904 Validation Loss: 0.37618744
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19009773 ---Validation accuracy:--- 0.9104 Validation Loss: 0.36450034
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21839392 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35780817
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.23384324 ---Validation accuracy:--- 0.905 Validation Loss: 0.35215268
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.24580222 ---Validation accuracy:--- 0.9074 Validation Loss: 0.3481774
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12840445 ---Validation accuracy:--- 0.8924 Validation Loss: 0.36769408
Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.44595882 ---Validation accuracy:--- 0.8952 Validation Loss: 0.41624668
Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.3469941 ---Validation accuracy:--- 0.877 Validation Loss: 0.44047147
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.26818755 ---Validation accuracy:--- 0.9022 Validation Loss: 0.36030352
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.25700626 ---Validation accuracy:--- 0.902 Validation Loss: 0.39099613
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.20214584 ---Validation accuracy:--- 0.8938 Validation Loss: 0.40998116
Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.5676732 ---Validation accuracy:--- 0.811 Validation Loss: 0.6989117
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.2821906 ---Validation accuracy:--- 0.8742 Validation Loss: 0.4539427
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.35722366 ---Validation accuracy:--- 0.8832 Validation Loss: 0.4422211
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.22391188 ---Validation accuracy:--- 0.901 Validation Loss: 0.3723225
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.27467865 ---Validation accuracy:--- 0.8842 Validation Loss: 0.43089765
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.20954065 ---Validation accuracy:--- 0.8894 Validation Loss: 0.40931845
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.21228042 ---Validation accuracy:--- 0.9018 Validation Loss: 0.3917605
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.27728647 ---Validation accuracy:--- 0.901 Validation Loss: 0.37059742
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16371776 ---Validation accuracy:--- 0.8974 Validation Loss: 0.37617087
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.4668066 ---Validation accuracy:--- 0.8898 Validation Loss: 0.41377583
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.25943938 ---Validation accuracy:--- 0.8898 Validation Loss: 0.39865723
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.28204498 ---Validation accuracy:--- 0.9056 Validation Loss: 0.37322277
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.113560006 ---Validation accuracy:--- 0.9006 Validation Loss: 0.3791444
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.36211386 ---Validation accuracy:--- 0.8942 Validation Loss: 0.3820101
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.2861304 ---Validation accuracy:--- 0.8932 Validation Loss: 0.4029854
Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.43096572 ---Validation accuracy:--- 0.8726 Validation Loss: 0.4659625
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.33786273 ---Validation accuracy:--- 0.892 Validation Loss: 0.40445912
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.31321853 ---Validation accuracy:--- 0.9 Validation Loss: 0.3912885
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.10427506 ---Validation accuracy:--- 0.8994 Validation Loss: 0.4128535
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11009908 ---Validation accuracy:--- 0.8964 Validation Loss: 0.3973339
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.30583286 ---Validation accuracy:--- 0.8664 Validation Loss: 0.4902689
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.33241493 ---Validation accuracy:--- 0.8766 Validation Loss: 0.41202646
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.31727603 ---Validation accuracy:--- 0.8892 Validation Loss: 0.3889236
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.31060922 ---Validation accuracy:--- 0.8462 Validation Loss: 0.5963038
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.27018386 ---Validation accuracy:--- 0.895 Validation Loss: 0.38790712
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.33353797 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3729446
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.24349052 ---Validation accuracy:--- 0.8978 Validation Loss: 0.39521435
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18104921 ---Validation accuracy:--- 0.9048 Validation Loss: 0.36218324
Epoch: 4 ---Training accuracy:--- 0.69 Training Loss: 1.3828456 ---Validation accuracy:--- 0.6654 Validation Loss: 1.4089159
Epoch: 4 ---Training accuracy:--- 0.71 Training Loss: 1.0967348 ---Validation accuracy:--- 0.704 Validation Loss: 0.97472286
Epoch: 4 ---Training accuracy:--- 0.6 Training Loss: 1.2383108 ---Validation accuracy:--- 0.6394 Validation Loss: 1.1720724
Epoch: 4 ---Training accuracy:--- 0.7 Training Loss: 0.8383072 ---Validation accuracy:--- 0.7402 Validation Loss: 0.7693489
Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.5611305 ---Validation accuracy:--- 0.7892 Validation Loss: 0.64233136
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.46037728 ---Validation accuracy:--- 0.883 Validation Loss: 0.47054738
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.42098373 ---Validation accuracy:--- 0.8984 Validation Loss: 0.4569481
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.41068935 ---Validation accuracy:--- 0.905 Validation Loss: 0.39766386
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.21895662 ---Validation accuracy:--- 0.8982 Validation Loss: 0.38696662
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.202315 ---Validation accuracy:--- 0.901 Validation Loss: 0.38467515
Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.5553926 ---Validation accuracy:--- 0.8682 Validation Loss: 0.47226268
Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.53135943 ---Validation accuracy:--- 0.809 Validation Loss: 0.5784839
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.38410437 ---Validation accuracy:--- 0.8536 Validation Loss: 0.50722766
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.3864125 ---Validation accuracy:--- 0.8836 Validation Loss: 0.4520233
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.24288225 ---Validation accuracy:--- 0.8924 Validation Loss: 0.40402988
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.33020943 ---Validation accuracy:--- 0.8988 Validation Loss: 0.38748485
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.26490533 ---Validation accuracy:--- 0.8834 Validation Loss: 0.43893158
Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.42622468 ---Validation accuracy:--- 0.8836 Validation Loss: 0.42244193
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.19455151 ---Validation accuracy:--- 0.908 Validation Loss: 0.33964053
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2127418 ---Validation accuracy:--- 0.9042 Validation Loss: 0.34820896
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.21185215 ---Validation accuracy:--- 0.8892 Validation Loss: 0.40174183
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.31807077 ---Validation accuracy:--- 0.879 Validation Loss: 0.44394365
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2866609 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3517085
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.30618122 ---Validation accuracy:--- 0.8956 Validation Loss: 0.39241526
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.30431205 ---Validation accuracy:--- 0.897 Validation Loss: 0.3612487
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2482658 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3833984
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11454102 ---Validation accuracy:--- 0.898 Validation Loss: 0.3817749
Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.52856547 ---Validation accuracy:--- 0.8534 Validation Loss: 0.49994025
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.3124298 ---Validation accuracy:--- 0.8904 Validation Loss: 0.3817118
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2880771 ---Validation accuracy:--- 0.8942 Validation Loss: 0.41661954
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.29268268 ---Validation accuracy:--- 0.9048 Validation Loss: 0.36243737
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.34737468 ---Validation accuracy:--- 0.8722 Validation Loss: 0.44105703
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.23398127 ---Validation accuracy:--- 0.882 Validation Loss: 0.40596333
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.3387568 ---Validation accuracy:--- 0.8772 Validation Loss: 0.46975404
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.4099845 ---Validation accuracy:--- 0.8804 Validation Loss: 0.47298768
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.39065224 ---Validation accuracy:--- 0.8924 Validation Loss: 0.38404343
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.34067807 ---Validation accuracy:--- 0.8744 Validation Loss: 0.40804586
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18511485 ---Validation accuracy:--- 0.9018 Validation Loss: 0.3800267
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.23481514 ---Validation accuracy:--- 0.9014 Validation Loss: 0.3787659
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.21105301 ---Validation accuracy:--- 0.898 Validation Loss: 0.38437194
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.39769685 ---Validation accuracy:--- 0.9024 Validation Loss: 0.36065978
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2188418 ---Validation accuracy:--- 0.891 Validation Loss: 0.39577958
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.28110826 ---Validation accuracy:--- 0.8982 Validation Loss: 0.3770315
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.1995283 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36120045
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.20017074 ---Validation accuracy:--- 0.8976 Validation Loss: 0.3723456
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.41928715 ---Validation accuracy:--- 0.9016 Validation Loss: 0.37648246
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.29058346 ---Validation accuracy:--- 0.873 Validation Loss: 0.45301947
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.26402974 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3924882
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.33893284 ---Validation accuracy:--- 0.8866 Validation Loss: 0.40272495
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.46203458 ---Validation accuracy:--- 0.8704 Validation Loss: 0.4222985
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.30156413 ---Validation accuracy:--- 0.8844 Validation Loss: 0.4047467
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.3111097 ---Validation accuracy:--- 0.8996 Validation Loss: 0.36569664
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.21024635 ---Validation accuracy:--- 0.8964 Validation Loss: 0.37812245
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.30565926 ---Validation accuracy:--- 0.8972 Validation Loss: 0.3736262
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.26003185 ---Validation accuracy:--- 0.8996 Validation Loss: 0.3625557
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.34447402 ---Validation accuracy:--- 0.9014 Validation Loss: 0.36611366
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.20809639 ---Validation accuracy:--- 0.8912 Validation Loss: 0.40308613
Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.45171136 ---Validation accuracy:--- 0.9014 Validation Loss: 0.35521132
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.29268372 ---Validation accuracy:--- 0.8984 Validation Loss: 0.38225582
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18848005 ---Validation accuracy:--- 0.88 Validation Loss: 0.40552393
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.3355196 ---Validation accuracy:--- 0.8964 Validation Loss: 0.3566261
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.47556314 ---Validation accuracy:--- 0.881 Validation Loss: 0.42170537
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.37969208 ---Validation accuracy:--- 0.8922 Validation Loss: 0.39974672
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.23550594 ---Validation accuracy:--- 0.897 Validation Loss: 0.4036624
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.31552398 ---Validation accuracy:--- 0.8954 Validation Loss: 0.37629977
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.22063984 ---Validation accuracy:--- 0.9028 Validation Loss: 0.36809155
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2945257 ---Validation accuracy:--- 0.9004 Validation Loss: 0.35099104
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.33880153 ---Validation accuracy:--- 0.897 Validation Loss: 0.36669204
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.17498481 ---Validation accuracy:--- 0.904 Validation Loss: 0.35586327
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1593814 ---Validation accuracy:--- 0.9092 Validation Loss: 0.34070885
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.27407274 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3633214
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13585256 ---Validation accuracy:--- 0.902 Validation Loss: 0.3507413
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2274093 ---Validation accuracy:--- 0.906 Validation Loss: 0.3510941
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.34665665 ---Validation accuracy:--- 0.8736 Validation Loss: 0.44429234
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.2656021 ---Validation accuracy:--- 0.8838 Validation Loss: 0.3986267
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.38672546 ---Validation accuracy:--- 0.8996 Validation Loss: 0.38566872
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.18725891 ---Validation accuracy:--- 0.9032 Validation Loss: 0.37141195
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19427212 ---Validation accuracy:--- 0.8974 Validation Loss: 0.3749136
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.31309462 ---Validation accuracy:--- 0.8804 Validation Loss: 0.44119355
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18079871 ---Validation accuracy:--- 0.897 Validation Loss: 0.3653268
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.25856444 ---Validation accuracy:--- 0.8806 Validation Loss: 0.42774943
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.31927353 ---Validation accuracy:--- 0.903 Validation Loss: 0.35058826
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.22141999 ---Validation accuracy:--- 0.904 Validation Loss: 0.35102803
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.296965 ---Validation accuracy:--- 0.905 Validation Loss: 0.350327
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.33890122 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37147823
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.25041825 ---Validation accuracy:--- 0.901 Validation Loss: 0.36919606
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2247819 ---Validation accuracy:--- 0.8878 Validation Loss: 0.40119028
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.25857294 ---Validation accuracy:--- 0.9026 Validation Loss: 0.3560053
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.18101187 ---Validation accuracy:--- 0.9006 Validation Loss: 0.3569654
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12055639 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34263417
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2524005 ---Validation accuracy:--- 0.8936 Validation Loss: 0.3986082
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2732761 ---Validation accuracy:--- 0.9044 Validation Loss: 0.35497808
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.31528348 ---Validation accuracy:--- 0.8814 Validation Loss: 0.44472152
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.093403056 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3659545
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.24655765 ---Validation accuracy:--- 0.8948 Validation Loss: 0.38819364
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.33859757 ---Validation accuracy:--- 0.8486 Validation Loss: 0.49624854
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.262284 ---Validation accuracy:--- 0.8976 Validation Loss: 0.3828714
Epoch: 5 ---Training accuracy:--- 0.82 Training Loss: 0.5994499 ---Validation accuracy:--- 0.8742 Validation Loss: 0.4625492
Epoch: 5 ---Training accuracy:--- 0.78 Training Loss: 0.8798761 ---Validation accuracy:--- 0.7626 Validation Loss: 0.84292346
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.37921357 ---Validation accuracy:--- 0.8862 Validation Loss: 0.41388527
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.20733589 ---Validation accuracy:--- 0.891 Validation Loss: 0.3993926
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2776395 ---Validation accuracy:--- 0.892 Validation Loss: 0.38835552
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.30234802 ---Validation accuracy:--- 0.8532 Validation Loss: 0.45846412
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.329373 ---Validation accuracy:--- 0.8988 Validation Loss: 0.3756378
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.33582765 ---Validation accuracy:--- 0.896 Validation Loss: 0.37728903
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.5220047 ---Validation accuracy:--- 0.8778 Validation Loss: 0.45201054
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.39065507 ---Validation accuracy:--- 0.894 Validation Loss: 0.41802675
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.30578288 ---Validation accuracy:--- 0.8984 Validation Loss: 0.3823166
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.37339705 ---Validation accuracy:--- 0.8982 Validation Loss: 0.37176427
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.302643 ---Validation accuracy:--- 0.8752 Validation Loss: 0.45319942
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.22647455 ---Validation accuracy:--- 0.8962 Validation Loss: 0.37858745
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.27558568 ---Validation accuracy:--- 0.8982 Validation Loss: 0.36941776
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2751365 ---Validation accuracy:--- 0.9048 Validation Loss: 0.35994273
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.3212621 ---Validation accuracy:--- 0.8996 Validation Loss: 0.38074398
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.29187313 ---Validation accuracy:--- 0.9 Validation Loss: 0.38064378
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.359739 ---Validation accuracy:--- 0.8784 Validation Loss: 0.45381
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21033813 ---Validation accuracy:--- 0.8984 Validation Loss: 0.37181538
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.30891266 ---Validation accuracy:--- 0.9018 Validation Loss: 0.37732434
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.33256164 ---Validation accuracy:--- 0.895 Validation Loss: 0.40465438
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.18810157 ---Validation accuracy:--- 0.8974 Validation Loss: 0.37009892
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.22491252 ---Validation accuracy:--- 0.8948 Validation Loss: 0.3827335
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.32354754 ---Validation accuracy:--- 0.8982 Validation Loss: 0.4106255
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.24048778 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3739127
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21642755 ---Validation accuracy:--- 0.8978 Validation Loss: 0.37503785
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.22526462 ---Validation accuracy:--- 0.8858 Validation Loss: 0.41162613
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.26522082 ---Validation accuracy:--- 0.8934 Validation Loss: 0.382397
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.4391507 ---Validation accuracy:--- 0.8992 Validation Loss: 0.3675187
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.23175274 ---Validation accuracy:--- 0.9026 Validation Loss: 0.36080775
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.24071229 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35036036
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.4581298 ---Validation accuracy:--- 0.8788 Validation Loss: 0.4334703
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.38344443 ---Validation accuracy:--- 0.8906 Validation Loss: 0.3980989
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.19772412 ---Validation accuracy:--- 0.8832 Validation Loss: 0.40479922
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.31091744 ---Validation accuracy:--- 0.8922 Validation Loss: 0.4071552
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21130465 ---Validation accuracy:--- 0.8908 Validation Loss: 0.39060497
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.20434132 ---Validation accuracy:--- 0.9022 Validation Loss: 0.36746222
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21322098 ---Validation accuracy:--- 0.889 Validation Loss: 0.41828072
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.24103622 ---Validation accuracy:--- 0.8998 Validation Loss: 0.37270185
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.4249173 ---Validation accuracy:--- 0.886 Validation Loss: 0.4297037
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.22068056 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3649418
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.32344705 ---Validation accuracy:--- 0.8986 Validation Loss: 0.38537568
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.2474276 ---Validation accuracy:--- 0.904 Validation Loss: 0.34497494
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.22054549 ---Validation accuracy:--- 0.8924 Validation Loss: 0.3698557
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.23578309 ---Validation accuracy:--- 0.9044 Validation Loss: 0.35578853
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.23448288 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35688198
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.19549064 ---Validation accuracy:--- 0.8998 Validation Loss: 0.35154688
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.4079603 ---Validation accuracy:--- 0.8976 Validation Loss: 0.39193255
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.12105377 ---Validation accuracy:--- 0.9074 Validation Loss: 0.34328762
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08543602 ---Validation accuracy:--- 0.9106 Validation Loss: 0.34155527
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14300875 ---Validation accuracy:--- 0.9028 Validation Loss: 0.37404275
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.43825427 ---Validation accuracy:--- 0.8816 Validation Loss: 0.44125015
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.21273273 ---Validation accuracy:--- 0.8938 Validation Loss: 0.3805182
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13769895 ---Validation accuracy:--- 0.8984 Validation Loss: 0.37232748
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.44141608 ---Validation accuracy:--- 0.8782 Validation Loss: 0.42932734
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.26013097 ---Validation accuracy:--- 0.8796 Validation Loss: 0.4315464
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.31091416 ---Validation accuracy:--- 0.8946 Validation Loss: 0.3871659
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.20514603 ---Validation accuracy:--- 0.9092 Validation Loss: 0.34755704
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17603001 ---Validation accuracy:--- 0.9084 Validation Loss: 0.35044125
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.24549504 ---Validation accuracy:--- 0.903 Validation Loss: 0.35885602
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.17965938 ---Validation accuracy:--- 0.9132 Validation Loss: 0.33452934
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16718012 ---Validation accuracy:--- 0.9024 Validation Loss: 0.36344105
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.27416736 ---Validation accuracy:--- 0.9088 Validation Loss: 0.34130415
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06517195 ---Validation accuracy:--- 0.9106 Validation Loss: 0.34132433
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.4129701 ---Validation accuracy:--- 0.8716 Validation Loss: 0.45181254
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.40955067 ---Validation accuracy:--- 0.8978 Validation Loss: 0.3627485
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.25417912 ---Validation accuracy:--- 0.902 Validation Loss: 0.3680355
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.38891575 ---Validation accuracy:--- 0.9014 Validation Loss: 0.3437016
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.30227062 ---Validation accuracy:--- 0.879 Validation Loss: 0.4268986
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.27025172 ---Validation accuracy:--- 0.8984 Validation Loss: 0.3591617
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.31352833 ---Validation accuracy:--- 0.8914 Validation Loss: 0.37928617
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.1922664 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34289888
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.34584755 ---Validation accuracy:--- 0.8896 Validation Loss: 0.39637712
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.42743 ---Validation accuracy:--- 0.9036 Validation Loss: 0.3557969
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12488382 ---Validation accuracy:--- 0.9022 Validation Loss: 0.34188852
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15327883 ---Validation accuracy:--- 0.9038 Validation Loss: 0.34665132
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.22040719 ---Validation accuracy:--- 0.8922 Validation Loss: 0.40753984
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.2969937 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3613829
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21741351 ---Validation accuracy:--- 0.905 Validation Loss: 0.35691845
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.39855194 ---Validation accuracy:--- 0.8904 Validation Loss: 0.39507335
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.17370605 ---Validation accuracy:--- 0.8958 Validation Loss: 0.38691846
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.23919608 ---Validation accuracy:--- 0.9006 Validation Loss: 0.35862452
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.27330148 ---Validation accuracy:--- 0.9032 Validation Loss: 0.36345336
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.2526806 ---Validation accuracy:--- 0.899 Validation Loss: 0.3542449
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.30979392 ---Validation accuracy:--- 0.8902 Validation Loss: 0.41395
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.30566528 ---Validation accuracy:--- 0.8886 Validation Loss: 0.4045928
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18413079 ---Validation accuracy:--- 0.886 Validation Loss: 0.42427164
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.27932075 ---Validation accuracy:--- 0.875 Validation Loss: 0.44087914
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.317818 ---Validation accuracy:--- 0.9022 Validation Loss: 0.3544872
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.19144353 ---Validation accuracy:--- 0.9016 Validation Loss: 0.35379297
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.20939758 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34873047
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.3621441 ---Validation accuracy:--- 0.9042 Validation Loss: 0.36201236
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.27376872 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34527412
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.37990978 ---Validation accuracy:--- 0.8894 Validation Loss: 0.3720852
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.36245918 ---Validation accuracy:--- 0.8924 Validation Loss: 0.3857169
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.32142705 ---Validation accuracy:--- 0.898 Validation Loss: 0.3596173
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.1800261 ---Validation accuracy:--- 0.9004 Validation Loss: 0.36108842
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21620251 ---Validation accuracy:--- 0.9066 Validation Loss: 0.35228863
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.43875885 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35487467
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.35210723 ---Validation accuracy:--- 0.8778 Validation Loss: 0.4525467
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.42364365 ---Validation accuracy:--- 0.8888 Validation Loss: 0.40722945
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.23989849 ---Validation accuracy:--- 0.9014 Validation Loss: 0.3576179
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.33150315 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34522557
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.4891409 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3490415
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15788564 ---Validation accuracy:--- 0.9106 Validation Loss: 0.33017063
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.22921966 ---Validation accuracy:--- 0.91 Validation Loss: 0.32186225
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.39030117 ---Validation accuracy:--- 0.834 Validation Loss: 0.52510536
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.46217704 ---Validation accuracy:--- 0.838 Validation Loss: 0.56877863
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.39729366 ---Validation accuracy:--- 0.8754 Validation Loss: 0.44202334
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21463862 ---Validation accuracy:--- 0.9034 Validation Loss: 0.34733927
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.35490382 ---Validation accuracy:--- 0.8982 Validation Loss: 0.3575278
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.34770763 ---Validation accuracy:--- 0.865 Validation Loss: 0.45526955
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.32829463 ---Validation accuracy:--- 0.8738 Validation Loss: 0.41202626
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.25786737 ---Validation accuracy:--- 0.9 Validation Loss: 0.34843642
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14371747 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3514667
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.3298016 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34508634
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13821487 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33517408
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.17692803 ---Validation accuracy:--- 0.9062 Validation Loss: 0.35141686
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.25774288 ---Validation accuracy:--- 0.9034 Validation Loss: 0.3515029
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1554227 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3752797
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.20520768 ---Validation accuracy:--- 0.908 Validation Loss: 0.34573686
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2969209 ---Validation accuracy:--- 0.904 Validation Loss: 0.34737644
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21887664 ---Validation accuracy:--- 0.9114 Validation Loss: 0.334981
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.20600386 ---Validation accuracy:--- 0.9022 Validation Loss: 0.37554786
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.3126391 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3660651
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.31428817 ---Validation accuracy:--- 0.897 Validation Loss: 0.38264546
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.3424649 ---Validation accuracy:--- 0.9118 Validation Loss: 0.33891168
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.22989738 ---Validation accuracy:--- 0.905 Validation Loss: 0.35586604
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2311017 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3489957
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.20521326 ---Validation accuracy:--- 0.8928 Validation Loss: 0.3792066
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.12194494 ---Validation accuracy:--- 0.9044 Validation Loss: 0.35263053
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.3810302 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33824512
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15981638 ---Validation accuracy:--- 0.907 Validation Loss: 0.34252504
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.25601444 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33776808
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.25503463 ---Validation accuracy:--- 0.8988 Validation Loss: 0.3679134
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10718716 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35522437
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.34923202 ---Validation accuracy:--- 0.836 Validation Loss: 0.48844433
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.2837127 ---Validation accuracy:--- 0.9012 Validation Loss: 0.35634086
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21413277 ---Validation accuracy:--- 0.9018 Validation Loss: 0.35034657
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1809383 ---Validation accuracy:--- 0.911 Validation Loss: 0.32989514
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.19327714 ---Validation accuracy:--- 0.898 Validation Loss: 0.3773591
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.3137119 ---Validation accuracy:--- 0.9098 Validation Loss: 0.35216984
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.27162984 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3839351
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.29180625 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3590492
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.26002368 ---Validation accuracy:--- 0.9024 Validation Loss: 0.36115116
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2867466 ---Validation accuracy:--- 0.871 Validation Loss: 0.47294557
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2100623 ---Validation accuracy:--- 0.8952 Validation Loss: 0.372967
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.38151902 ---Validation accuracy:--- 0.885 Validation Loss: 0.42442325
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.41975427 ---Validation accuracy:--- 0.9086 Validation Loss: 0.3694483
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.39342362 ---Validation accuracy:--- 0.8964 Validation Loss: 0.39406767
Epoch: 5 ---Training accuracy:--- 0.83 Training Loss: 0.6902845 ---Validation accuracy:--- 0.8064 Validation Loss: 0.6199944
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.30622968 ---Validation accuracy:--- 0.8896 Validation Loss: 0.4142125
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.28679907 ---Validation accuracy:--- 0.894 Validation Loss: 0.3785944
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.2701977 ---Validation accuracy:--- 0.906 Validation Loss: 0.3479465
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2680087 ---Validation accuracy:--- 0.9076 Validation Loss: 0.34543905
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.20211923 ---Validation accuracy:--- 0.906 Validation Loss: 0.34836522
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21391428 ---Validation accuracy:--- 0.91 Validation Loss: 0.34264314
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.34601197 ---Validation accuracy:--- 0.8818 Validation Loss: 0.39981747
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.31041056 ---Validation accuracy:--- 0.9096 Validation Loss: 0.34432143
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16491269 ---Validation accuracy:--- 0.8868 Validation Loss: 0.39255008
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.22227874 ---Validation accuracy:--- 0.9004 Validation Loss: 0.35526142
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21199279 ---Validation accuracy:--- 0.9026 Validation Loss: 0.3465045
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.3129181 ---Validation accuracy:--- 0.8666 Validation Loss: 0.45845214
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.35609776 ---Validation accuracy:--- 0.8804 Validation Loss: 0.40284994
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.31679267 ---Validation accuracy:--- 0.8898 Validation Loss: 0.38702264
Epoch: 5 ---Training accuracy:--- 0.82 Training Loss: 0.63485384 ---Validation accuracy:--- 0.8618 Validation Loss: 0.47020513
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.37682167 ---Validation accuracy:--- 0.8776 Validation Loss: 0.42678457
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.27681068 ---Validation accuracy:--- 0.8902 Validation Loss: 0.3948554
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.20234127 ---Validation accuracy:--- 0.8948 Validation Loss: 0.3886361
Epoch: 5 ---Training accuracy:--- 0.77 Training Loss: 0.819415 ---Validation accuracy:--- 0.8412 Validation Loss: 0.56539
Epoch: 5 ---Training accuracy:--- 0.8 Training Loss: 0.41532493 ---Validation accuracy:--- 0.8244 Validation Loss: 0.5205985
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.2872669 ---Validation accuracy:--- 0.8802 Validation Loss: 0.43061948
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.21656822 ---Validation accuracy:--- 0.8902 Validation Loss: 0.42217016
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.24661595 ---Validation accuracy:--- 0.8808 Validation Loss: 0.45396864
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.27307114 ---Validation accuracy:--- 0.9008 Validation Loss: 0.38384414
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18156803 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3720835
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.37271613 ---Validation accuracy:--- 0.899 Validation Loss: 0.37791097
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19263653 ---Validation accuracy:--- 0.902 Validation Loss: 0.373805
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.23745872 ---Validation accuracy:--- 0.9052 Validation Loss: 0.35322544
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.26289472 ---Validation accuracy:--- 0.8726 Validation Loss: 0.4577035
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.34068528 ---Validation accuracy:--- 0.8796 Validation Loss: 0.41311264
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.20300913 ---Validation accuracy:--- 0.9024 Validation Loss: 0.34456572
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.34644577 ---Validation accuracy:--- 0.8964 Validation Loss: 0.37519857
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16783686 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3719946
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.19884582 ---Validation accuracy:--- 0.9034 Validation Loss: 0.33859202
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.28918353 ---Validation accuracy:--- 0.904 Validation Loss: 0.34532106
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17070414 ---Validation accuracy:--- 0.9038 Validation Loss: 0.34217304
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15101686 ---Validation accuracy:--- 0.8992 Validation Loss: 0.3841375
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.20044892 ---Validation accuracy:--- 0.8978 Validation Loss: 0.36814663
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14203651 ---Validation accuracy:--- 0.9042 Validation Loss: 0.3716263
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10706869 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3438492
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1620288 ---Validation accuracy:--- 0.9088 Validation Loss: 0.34604943
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.3290258 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3541436
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12668036 ---Validation accuracy:--- 0.9082 Validation Loss: 0.34865594
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.1385009 ---Validation accuracy:--- 0.909 Validation Loss: 0.34804237
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.2767436 ---Validation accuracy:--- 0.9062 Validation Loss: 0.35574645
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.23400345 ---Validation accuracy:--- 0.9094 Validation Loss: 0.34915042
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.2926275 ---Validation accuracy:--- 0.8968 Validation Loss: 0.395952
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.32826918 ---Validation accuracy:--- 0.8992 Validation Loss: 0.37509134
Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.46064377 ---Validation accuracy:--- 0.9054 Validation Loss: 0.35096645
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16793898 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3436346
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.23161416 ---Validation accuracy:--- 0.9058 Validation Loss: 0.36371142
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.20561655 ---Validation accuracy:--- 0.9032 Validation Loss: 0.36955777
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.27543303 ---Validation accuracy:--- 0.9046 Validation Loss: 0.35722744
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.22298348 ---Validation accuracy:--- 0.9006 Validation Loss: 0.3708467
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13318525 ---Validation accuracy:--- 0.9052 Validation Loss: 0.35958984
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.30456457 ---Validation accuracy:--- 0.9114 Validation Loss: 0.3379023
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.29368827 ---Validation accuracy:--- 0.901 Validation Loss: 0.36693057
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.2532944 ---Validation accuracy:--- 0.9052 Validation Loss: 0.36379695
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.27413657 ---Validation accuracy:--- 0.8794 Validation Loss: 0.42736006
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.31791717 ---Validation accuracy:--- 0.8892 Validation Loss: 0.37937725
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.3529734 ---Validation accuracy:--- 0.8976 Validation Loss: 0.37137136
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.30235764 ---Validation accuracy:--- 0.8996 Validation Loss: 0.36986983
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.24980824 ---Validation accuracy:--- 0.9022 Validation Loss: 0.37632343
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.32528022 ---Validation accuracy:--- 0.9036 Validation Loss: 0.38057202
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.32095033 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3548647
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.3613353 ---Validation accuracy:--- 0.8988 Validation Loss: 0.36906278
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.24548225 ---Validation accuracy:--- 0.8996 Validation Loss: 0.35864785
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.22753496 ---Validation accuracy:--- 0.911 Validation Loss: 0.32924375
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1929378 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3479425
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.41718185 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3345484
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.3153162 ---Validation accuracy:--- 0.8864 Validation Loss: 0.4044762
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.25893795 ---Validation accuracy:--- 0.8788 Validation Loss: 0.44187275
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.19686878 ---Validation accuracy:--- 0.8798 Validation Loss: 0.38811177
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2642906 ---Validation accuracy:--- 0.9004 Validation Loss: 0.34706843
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.34692097 ---Validation accuracy:--- 0.8996 Validation Loss: 0.3744923
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.34225047 ---Validation accuracy:--- 0.9024 Validation Loss: 0.34662282
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.19841754 ---Validation accuracy:--- 0.9082 Validation Loss: 0.3449389
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.19097833 ---Validation accuracy:--- 0.9106 Validation Loss: 0.33489162
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.27288315 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33579233
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.49614456 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35726294
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.3152567 ---Validation accuracy:--- 0.8756 Validation Loss: 0.41810107
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16054963 ---Validation accuracy:--- 0.8988 Validation Loss: 0.35313627
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.28079283 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33965337
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.19660766 ---Validation accuracy:--- 0.898 Validation Loss: 0.3537802
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.37684432 ---Validation accuracy:--- 0.8524 Validation Loss: 0.4919299
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.36625808 ---Validation accuracy:--- 0.9036 Validation Loss: 0.35291755
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.25340286 ---Validation accuracy:--- 0.893 Validation Loss: 0.36016306
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.36509666 ---Validation accuracy:--- 0.89 Validation Loss: 0.40349516
Epoch: 5 ---Training accuracy:--- 0.81 Training Loss: 0.56205183 ---Validation accuracy:--- 0.8654 Validation Loss: 0.43797305
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.29792202 ---Validation accuracy:--- 0.883 Validation Loss: 0.4039977
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.19500808 ---Validation accuracy:--- 0.908 Validation Loss: 0.3384542
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.19434997 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34438422
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.28870142 ---Validation accuracy:--- 0.8872 Validation Loss: 0.39029643
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.23050043 ---Validation accuracy:--- 0.8738 Validation Loss: 0.435496
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.43913582 ---Validation accuracy:--- 0.8956 Validation Loss: 0.40484908
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.19997445 ---Validation accuracy:--- 0.8982 Validation Loss: 0.37074706
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.23424265 ---Validation accuracy:--- 0.9034 Validation Loss: 0.3638543
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.2179768 ---Validation accuracy:--- 0.8976 Validation Loss: 0.35478315
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.31164548 ---Validation accuracy:--- 0.8816 Validation Loss: 0.3952001
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.37290913 ---Validation accuracy:--- 0.9082 Validation Loss: 0.35523614
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.25718978 ---Validation accuracy:--- 0.8954 Validation Loss: 0.39529777
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2755132 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35966724
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.27985215 ---Validation accuracy:--- 0.8744 Validation Loss: 0.4162664
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.24829727 ---Validation accuracy:--- 0.8974 Validation Loss: 0.37151706
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.3372026 ---Validation accuracy:--- 0.9038 Validation Loss: 0.3710428
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16808236 ---Validation accuracy:--- 0.8754 Validation Loss: 0.40821153
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.43746772 ---Validation accuracy:--- 0.8676 Validation Loss: 0.4905287
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2292456 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33970597
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.27494195 ---Validation accuracy:--- 0.9038 Validation Loss: 0.34761325
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.28525048 ---Validation accuracy:--- 0.8986 Validation Loss: 0.36804026
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.33080062 ---Validation accuracy:--- 0.8526 Validation Loss: 0.4735082
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.27171153 ---Validation accuracy:--- 0.8986 Validation Loss: 0.37589473
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16968605 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35193035
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21322903 ---Validation accuracy:--- 0.902 Validation Loss: 0.35981396
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.35537583 ---Validation accuracy:--- 0.8902 Validation Loss: 0.4286294
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.4021773 ---Validation accuracy:--- 0.8828 Validation Loss: 0.42725077
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.24569497 ---Validation accuracy:--- 0.9032 Validation Loss: 0.3668693
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.47175094 ---Validation accuracy:--- 0.9064 Validation Loss: 0.3580828
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.18207061 ---Validation accuracy:--- 0.883 Validation Loss: 0.4022256
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.41824067 ---Validation accuracy:--- 0.8908 Validation Loss: 0.40222824
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.19582927 ---Validation accuracy:--- 0.8962 Validation Loss: 0.37973103
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21205479 ---Validation accuracy:--- 0.901 Validation Loss: 0.35236683
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12479036 ---Validation accuracy:--- 0.901 Validation Loss: 0.34346053
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.33322188 ---Validation accuracy:--- 0.893 Validation Loss: 0.3829979
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.20406489 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34094635
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.20941028 ---Validation accuracy:--- 0.903 Validation Loss: 0.34437028
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.26093596 ---Validation accuracy:--- 0.908 Validation Loss: 0.33115146
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.31597593 ---Validation accuracy:--- 0.898 Validation Loss: 0.36080068
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.24734043 ---Validation accuracy:--- 0.9012 Validation Loss: 0.35072184
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.51834357 ---Validation accuracy:--- 0.878 Validation Loss: 0.43896934
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.35902366 ---Validation accuracy:--- 0.912 Validation Loss: 0.3330562
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.26509213 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33428246
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.35625917 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3244854
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.28879714 ---Validation accuracy:--- 0.9108 Validation Loss: 0.34434536
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.20252171 ---Validation accuracy:--- 0.9046 Validation Loss: 0.36263964
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.4354046 ---Validation accuracy:--- 0.9022 Validation Loss: 0.36082682
Epoch: 5 ---Training accuracy:--- 0.79 Training Loss: 0.67096364 ---Validation accuracy:--- 0.7988 Validation Loss: 0.6867584
Epoch: 5 ---Training accuracy:--- 0.76 Training Loss: 0.9126944 ---Validation accuracy:--- 0.8284 Validation Loss: 0.6126492
Epoch: 5 ---Training accuracy:--- 0.79 Training Loss: 0.55922264 ---Validation accuracy:--- 0.7932 Validation Loss: 0.6681458
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.42574164 ---Validation accuracy:--- 0.8588 Validation Loss: 0.5229321
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.37272128 ---Validation accuracy:--- 0.8938 Validation Loss: 0.44709757
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.35373044 ---Validation accuracy:--- 0.8706 Validation Loss: 0.47938097
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.40397862 ---Validation accuracy:--- 0.8296 Validation Loss: 0.5442417
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.26297185 ---Validation accuracy:--- 0.8934 Validation Loss: 0.38573354
Epoch: 5 ---Training accuracy:--- 0.83 Training Loss: 0.59753835 ---Validation accuracy:--- 0.835 Validation Loss: 0.59460896
Epoch: 5 ---Training accuracy:--- 0.81 Training Loss: 0.57478344 ---Validation accuracy:--- 0.8452 Validation Loss: 0.49118945
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.31206432 ---Validation accuracy:--- 0.8906 Validation Loss: 0.38548812
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16285962 ---Validation accuracy:--- 0.9004 Validation Loss: 0.36223218
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.29315135 ---Validation accuracy:--- 0.9102 Validation Loss: 0.33296892
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.3481259 ---Validation accuracy:--- 0.9098 Validation Loss: 0.352586
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18489237 ---Validation accuracy:--- 0.9104 Validation Loss: 0.33152238
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.35471463 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3574877
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.29138976 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34481823
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.34651577 ---Validation accuracy:--- 0.888 Validation Loss: 0.40065268
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.32101375 ---Validation accuracy:--- 0.9032 Validation Loss: 0.34643885
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.3477434 ---Validation accuracy:--- 0.8972 Validation Loss: 0.38995293
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.4210723 ---Validation accuracy:--- 0.8934 Validation Loss: 0.38709325
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.24155803 ---Validation accuracy:--- 0.8982 Validation Loss: 0.37078577
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09335167 ---Validation accuracy:--- 0.912 Validation Loss: 0.32868102
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.19320175 ---Validation accuracy:--- 0.9088 Validation Loss: 0.35670042
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.30097672 ---Validation accuracy:--- 0.8608 Validation Loss: 0.5175867
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.27326542 ---Validation accuracy:--- 0.897 Validation Loss: 0.36617172
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.29011458 ---Validation accuracy:--- 0.9032 Validation Loss: 0.35528708
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17910889 ---Validation accuracy:--- 0.9094 Validation Loss: 0.33095244
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18743591 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34880364
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.4258954 ---Validation accuracy:--- 0.9028 Validation Loss: 0.38023487
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.2557357 ---Validation accuracy:--- 0.9134 Validation Loss: 0.33503225
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.28887442 ---Validation accuracy:--- 0.9052 Validation Loss: 0.35325104
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.43060005 ---Validation accuracy:--- 0.8946 Validation Loss: 0.39307165
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18211278 ---Validation accuracy:--- 0.8798 Validation Loss: 0.40521535
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.42617896 ---Validation accuracy:--- 0.8912 Validation Loss: 0.3677574
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.19154201 ---Validation accuracy:--- 0.8914 Validation Loss: 0.39442107
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.22144268 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3481137
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.27835658 ---Validation accuracy:--- 0.9126 Validation Loss: 0.32418174
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19092187 ---Validation accuracy:--- 0.9096 Validation Loss: 0.33175793
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.31583142 ---Validation accuracy:--- 0.9136 Validation Loss: 0.3198771
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.4281228 ---Validation accuracy:--- 0.8944 Validation Loss: 0.38094822
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.1789219 ---Validation accuracy:--- 0.8944 Validation Loss: 0.3766646
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.27550837 ---Validation accuracy:--- 0.9088 Validation Loss: 0.34777573
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.27067316 ---Validation accuracy:--- 0.91 Validation Loss: 0.33814406
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.36221024 ---Validation accuracy:--- 0.89 Validation Loss: 0.37335238
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.35008544 ---Validation accuracy:--- 0.9102 Validation Loss: 0.34601793
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.22096682 ---Validation accuracy:--- 0.9034 Validation Loss: 0.34907973
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.2872543 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33799672
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2485735 ---Validation accuracy:--- 0.9054 Validation Loss: 0.3481651
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.24565235 ---Validation accuracy:--- 0.9114 Validation Loss: 0.3441264
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.29465204 ---Validation accuracy:--- 0.8868 Validation Loss: 0.3828339
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.23134069 ---Validation accuracy:--- 0.9008 Validation Loss: 0.34374616
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.2586959 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33420396
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21502803 ---Validation accuracy:--- 0.8974 Validation Loss: 0.3654344
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.38757515 ---Validation accuracy:--- 0.9122 Validation Loss: 0.33197728
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.20433462 ---Validation accuracy:--- 0.9012 Validation Loss: 0.35570446
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.3251339 ---Validation accuracy:--- 0.8974 Validation Loss: 0.38320518
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2759414 ---Validation accuracy:--- 0.908 Validation Loss: 0.3642918
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.27844277 ---Validation accuracy:--- 0.9118 Validation Loss: 0.34652218
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19038326 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3664356
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.17620087 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3765499
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.36287147 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35520113
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.25065324 ---Validation accuracy:--- 0.8838 Validation Loss: 0.4030496
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.1721132 ---Validation accuracy:--- 0.8978 Validation Loss: 0.37252966
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.2872255 ---Validation accuracy:--- 0.881 Validation Loss: 0.38959032
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.23916829 ---Validation accuracy:--- 0.9062 Validation Loss: 0.354303
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.37745735 ---Validation accuracy:--- 0.9116 Validation Loss: 0.34699926
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11930439 ---Validation accuracy:--- 0.9134 Validation Loss: 0.32514462
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.26167417 ---Validation accuracy:--- 0.8986 Validation Loss: 0.35029277
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.123489134 ---Validation accuracy:--- 0.9094 Validation Loss: 0.33183423
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.29967788 ---Validation accuracy:--- 0.914 Validation Loss: 0.3310218
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.20562814 ---Validation accuracy:--- 0.9162 Validation Loss: 0.32386774
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.25520805 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3196759
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.23825575 ---Validation accuracy:--- 0.9086 Validation Loss: 0.32691348
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.22585234 ---Validation accuracy:--- 0.905 Validation Loss: 0.33103466
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.20098476 ---Validation accuracy:--- 0.8924 Validation Loss: 0.36120015
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.16916588 ---Validation accuracy:--- 0.898 Validation Loss: 0.3608016
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.3296164 ---Validation accuracy:--- 0.905 Validation Loss: 0.345973
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19055611 ---Validation accuracy:--- 0.8942 Validation Loss: 0.36851242
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.31286085 ---Validation accuracy:--- 0.9024 Validation Loss: 0.34529692
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.12983578 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3370771
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.39122552 ---Validation accuracy:--- 0.8504 Validation Loss: 0.5436236
Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.53100944 ---Validation accuracy:--- 0.8436 Validation Loss: 0.4927469
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.41125312 ---Validation accuracy:--- 0.8954 Validation Loss: 0.40396634
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.29423416 ---Validation accuracy:--- 0.9018 Validation Loss: 0.37257177
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.19335079 ---Validation accuracy:--- 0.9084 Validation Loss: 0.34298456
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.24978325 ---Validation accuracy:--- 0.9032 Validation Loss: 0.3441911
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.21069974 ---Validation accuracy:--- 0.895 Validation Loss: 0.36447704
Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.48927674 ---Validation accuracy:--- 0.8942 Validation Loss: 0.37481737
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.35462484 ---Validation accuracy:--- 0.8676 Validation Loss: 0.46042022
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.43182397 ---Validation accuracy:--- 0.8878 Validation Loss: 0.3943932
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.18417615 ---Validation accuracy:--- 0.9082 Validation Loss: 0.34756088
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1282599 ---Validation accuracy:--- 0.9118 Validation Loss: 0.33826998
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.21294561 ---Validation accuracy:--- 0.898 Validation Loss: 0.3584029
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.35789284 ---Validation accuracy:--- 0.904 Validation Loss: 0.37607875
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14548971 ---Validation accuracy:--- 0.9074 Validation Loss: 0.3434989
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.14110455 ---Validation accuracy:--- 0.906 Validation Loss: 0.35711408
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.18170051 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3808684
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.30579215 ---Validation accuracy:--- 0.9008 Validation Loss: 0.3540763
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.26048043 ---Validation accuracy:--- 0.9004 Validation Loss: 0.37337956
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15723264 ---Validation accuracy:--- 0.892 Validation Loss: 0.39633444
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.38056105 ---Validation accuracy:--- 0.8864 Validation Loss: 0.4580666
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.20321378 ---Validation accuracy:--- 0.8932 Validation Loss: 0.37518167
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08986102 ---Validation accuracy:--- 0.906 Validation Loss: 0.33770368
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.25692692 ---Validation accuracy:--- 0.9136 Validation Loss: 0.33242705
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.29451206 ---Validation accuracy:--- 0.9054 Validation Loss: 0.35442862
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.23004292 ---Validation accuracy:--- 0.879 Validation Loss: 0.39988405
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.3332604 ---Validation accuracy:--- 0.8874 Validation Loss: 0.41380107
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.27522713 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34885225
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16316748 ---Validation accuracy:--- 0.8932 Validation Loss: 0.37013817
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.4087957 ---Validation accuracy:--- 0.9154 Validation Loss: 0.34349057
Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.41249734 ---Validation accuracy:--- 0.8062 Validation Loss: 0.6778083
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.47523335 ---Validation accuracy:--- 0.8506 Validation Loss: 0.54423255
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.3238449 ---Validation accuracy:--- 0.916 Validation Loss: 0.34914726
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.42923605 ---Validation accuracy:--- 0.9072 Validation Loss: 0.35799778
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.40984485 ---Validation accuracy:--- 0.8678 Validation Loss: 0.4689458
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.37340093 ---Validation accuracy:--- 0.8698 Validation Loss: 0.4256836
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.19616187 ---Validation accuracy:--- 0.901 Validation Loss: 0.34104803
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.3893999 ---Validation accuracy:--- 0.9126 Validation Loss: 0.33834264
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.26162797 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3303192
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.22527435 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3353264
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21553373 ---Validation accuracy:--- 0.9074 Validation Loss: 0.32935387
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.292612 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33063585
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.24609475 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32166496
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1695985 ---Validation accuracy:--- 0.9126 Validation Loss: 0.33046493
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.23531394 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33166635
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.23409471 ---Validation accuracy:--- 0.9038 Validation Loss: 0.36487854
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.22402008 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3606967
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.20903498 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33242196
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17926563 ---Validation accuracy:--- 0.9154 Validation Loss: 0.32079035
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.22243138 ---Validation accuracy:--- 0.9174 Validation Loss: 0.31757402
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16009793 ---Validation accuracy:--- 0.907 Validation Loss: 0.34493986
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.20702225 ---Validation accuracy:--- 0.8922 Validation Loss: 0.3808005
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.3503443 ---Validation accuracy:--- 0.888 Validation Loss: 0.4318537
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1933977 ---Validation accuracy:--- 0.9038 Validation Loss: 0.35876417
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.24867256 ---Validation accuracy:--- 0.9106 Validation Loss: 0.33561143
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2709194 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3302688
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.15191954 ---Validation accuracy:--- 0.9062 Validation Loss: 0.35247836
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.30574626 ---Validation accuracy:--- 0.8976 Validation Loss: 0.39575332
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.30273843 ---Validation accuracy:--- 0.8992 Validation Loss: 0.3686121
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21238129 ---Validation accuracy:--- 0.9008 Validation Loss: 0.35323533
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.22480245 ---Validation accuracy:--- 0.8868 Validation Loss: 0.39785978
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.24333164 ---Validation accuracy:--- 0.906 Validation Loss: 0.35581398
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19318669 ---Validation accuracy:--- 0.9036 Validation Loss: 0.35485816
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.36928806 ---Validation accuracy:--- 0.9122 Validation Loss: 0.34819335
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.20032956 ---Validation accuracy:--- 0.904 Validation Loss: 0.3812543
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16141681 ---Validation accuracy:--- 0.9152 Validation Loss: 0.33129138
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.25903502 ---Validation accuracy:--- 0.9062 Validation Loss: 0.37645814
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19445433 ---Validation accuracy:--- 0.8948 Validation Loss: 0.36766437
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.22919759 ---Validation accuracy:--- 0.8972 Validation Loss: 0.38056007
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.23977225 ---Validation accuracy:--- 0.8998 Validation Loss: 0.36521408
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.24063827 ---Validation accuracy:--- 0.8972 Validation Loss: 0.3740354
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.25624037 ---Validation accuracy:--- 0.9112 Validation Loss: 0.32983714
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.21429789 ---Validation accuracy:--- 0.9158 Validation Loss: 0.3233177
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.20302996 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3328391
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.31510845 ---Validation accuracy:--- 0.9112 Validation Loss: 0.33082825
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.12591605 ---Validation accuracy:--- 0.895 Validation Loss: 0.3791967
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.34081423 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3563608
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.43361706 ---Validation accuracy:--- 0.885 Validation Loss: 0.37858635
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2599202 ---Validation accuracy:--- 0.8982 Validation Loss: 0.3639427
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.34625977 ---Validation accuracy:--- 0.901 Validation Loss: 0.3456616
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.34639853 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3522707
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.3240803 ---Validation accuracy:--- 0.9002 Validation Loss: 0.35145825
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.24498524 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3384704
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.39008453 ---Validation accuracy:--- 0.8954 Validation Loss: 0.36543143
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.24691792 ---Validation accuracy:--- 0.9112 Validation Loss: 0.34462613
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.23865862 ---Validation accuracy:--- 0.9126 Validation Loss: 0.3348473
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.31582156 ---Validation accuracy:--- 0.9012 Validation Loss: 0.35206774
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.2232594 ---Validation accuracy:--- 0.9124 Validation Loss: 0.33694136
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.41470963 ---Validation accuracy:--- 0.9116 Validation Loss: 0.34850577
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.34508717 ---Validation accuracy:--- 0.897 Validation Loss: 0.35865885
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.26042804 ---Validation accuracy:--- 0.9188 Validation Loss: 0.313645
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19852395 ---Validation accuracy:--- 0.9132 Validation Loss: 0.32293427
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18965715 ---Validation accuracy:--- 0.9058 Validation Loss: 0.33771646
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.122519076 ---Validation accuracy:--- 0.9184 Validation Loss: 0.31729606
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.25424933 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3497005
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.26773775 ---Validation accuracy:--- 0.8778 Validation Loss: 0.41171905
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.16903777 ---Validation accuracy:--- 0.91 Validation Loss: 0.33610225
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16121322 ---Validation accuracy:--- 0.9082 Validation Loss: 0.34197882
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.28466624 ---Validation accuracy:--- 0.9028 Validation Loss: 0.3601811
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1625082 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3637306
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.35651216 ---Validation accuracy:--- 0.9022 Validation Loss: 0.3640767
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.29538044 ---Validation accuracy:--- 0.893 Validation Loss: 0.3907089
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.381667 ---Validation accuracy:--- 0.9014 Validation Loss: 0.3499956
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.3728898 ---Validation accuracy:--- 0.8974 Validation Loss: 0.36778393
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.23615585 ---Validation accuracy:--- 0.9048 Validation Loss: 0.33965582
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.19611523 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3228422
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.19227172 ---Validation accuracy:--- 0.9128 Validation Loss: 0.32697526
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.26098517 ---Validation accuracy:--- 0.9066 Validation Loss: 0.34468472
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21767159 ---Validation accuracy:--- 0.9096 Validation Loss: 0.33332995
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15534022 ---Validation accuracy:--- 0.9096 Validation Loss: 0.34065145
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.20988601 ---Validation accuracy:--- 0.9082 Validation Loss: 0.351681
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.2887455 ---Validation accuracy:--- 0.914 Validation Loss: 0.33706138
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.21876132 ---Validation accuracy:--- 0.9114 Validation Loss: 0.34641725
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.16810076 ---Validation accuracy:--- 0.9152 Validation Loss: 0.32465887
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.17252903 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3332018
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15386024 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3338644
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.190578 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3361255
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.113436915 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3387625
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.23837267 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35842738
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.24842578 ---Validation accuracy:--- 0.889 Validation Loss: 0.47937715
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.23361003 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3404578
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.21092713 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3446686
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15199141 ---Validation accuracy:--- 0.9078 Validation Loss: 0.34598857
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1275043 ---Validation accuracy:--- 0.9092 Validation Loss: 0.34182394
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.3420134 ---Validation accuracy:--- 0.9106 Validation Loss: 0.34157237
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.19597334 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32714775
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.23086482 ---Validation accuracy:--- 0.8736 Validation Loss: 0.36648703
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16169597 ---Validation accuracy:--- 0.904 Validation Loss: 0.36738932
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21393341 ---Validation accuracy:--- 0.909 Validation Loss: 0.3424524
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.2072893 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34202936
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.2870306 ---Validation accuracy:--- 0.9022 Validation Loss: 0.38060588
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.22185448 ---Validation accuracy:--- 0.88 Validation Loss: 0.4052935
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.25887948 ---Validation accuracy:--- 0.9132 Validation Loss: 0.33120465
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13158615 ---Validation accuracy:--- 0.9126 Validation Loss: 0.33273485
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.27658167 ---Validation accuracy:--- 0.9162 Validation Loss: 0.31757993
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.32254055 ---Validation accuracy:--- 0.9112 Validation Loss: 0.35388428
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.28767648 ---Validation accuracy:--- 0.9002 Validation Loss: 0.35618693
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.3379582 ---Validation accuracy:--- 0.905 Validation Loss: 0.3477827
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.4028257 ---Validation accuracy:--- 0.9128 Validation Loss: 0.32927075
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15572731 ---Validation accuracy:--- 0.8982 Validation Loss: 0.36958864
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.32016432 ---Validation accuracy:--- 0.8926 Validation Loss: 0.38167086
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16880667 ---Validation accuracy:--- 0.907 Validation Loss: 0.3429577
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21549226 ---Validation accuracy:--- 0.9148 Validation Loss: 0.32094967
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1695285 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32396305
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19564763 ---Validation accuracy:--- 0.9138 Validation Loss: 0.32053047
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.24870335 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3191052
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.13670236 ---Validation accuracy:--- 0.9164 Validation Loss: 0.31789318
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.22787468 ---Validation accuracy:--- 0.906 Validation Loss: 0.35421953
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.34463778 ---Validation accuracy:--- 0.8448 Validation Loss: 0.41481513
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.2750764 ---Validation accuracy:--- 0.904 Validation Loss: 0.34468165
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18080646 ---Validation accuracy:--- 0.9006 Validation Loss: 0.363489
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.21390146 ---Validation accuracy:--- 0.9072 Validation Loss: 0.35349384
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.24540596 ---Validation accuracy:--- 0.9088 Validation Loss: 0.34232214
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11126521 ---Validation accuracy:--- 0.9154 Validation Loss: 0.32065713
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1423705 ---Validation accuracy:--- 0.9138 Validation Loss: 0.32315734
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.30231696 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3632985
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.36334077 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3689842
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.2831174 ---Validation accuracy:--- 0.9026 Validation Loss: 0.34142667
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21468821 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33766016
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.28996688 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30825683
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.26576126 ---Validation accuracy:--- 0.9166 Validation Loss: 0.31320953
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.3004779 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3146884
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2087529 ---Validation accuracy:--- 0.912 Validation Loss: 0.32658955
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.20540828 ---Validation accuracy:--- 0.9148 Validation Loss: 0.32164925
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.27148038 ---Validation accuracy:--- 0.904 Validation Loss: 0.34628612
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.27850872 ---Validation accuracy:--- 0.8958 Validation Loss: 0.37415448
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.19213259 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34603682
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.25955373 ---Validation accuracy:--- 0.9 Validation Loss: 0.36410338
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.30330685 ---Validation accuracy:--- 0.905 Validation Loss: 0.33371755
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.17899731 ---Validation accuracy:--- 0.912 Validation Loss: 0.31836972
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.24960288 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31809816
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14393719 ---Validation accuracy:--- 0.908 Validation Loss: 0.32434836
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11928343 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30877513
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15956196 ---Validation accuracy:--- 0.896 Validation Loss: 0.35418275
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.3204354 ---Validation accuracy:--- 0.8952 Validation Loss: 0.34717575
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2792446 ---Validation accuracy:--- 0.8822 Validation Loss: 0.41472378
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.17493075 ---Validation accuracy:--- 0.882 Validation Loss: 0.4067486
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.30127636 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32476768
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.32020593 ---Validation accuracy:--- 0.9102 Validation Loss: 0.33764488
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.21353938 ---Validation accuracy:--- 0.9014 Validation Loss: 0.37513104
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.32363772 ---Validation accuracy:--- 0.9006 Validation Loss: 0.35727927
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.17492136 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3313926
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.1853486 ---Validation accuracy:--- 0.914 Validation Loss: 0.32130206
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1508438 ---Validation accuracy:--- 0.9032 Validation Loss: 0.34922752
Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.3791597 ---Validation accuracy:--- 0.883 Validation Loss: 0.40554312
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.34454224 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3467835
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.23219094 ---Validation accuracy:--- 0.91 Validation Loss: 0.33782476
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.101067066 ---Validation accuracy:--- 0.9076 Validation Loss: 0.34022623
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.39071786 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32666487
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.2788542 ---Validation accuracy:--- 0.9142 Validation Loss: 0.32896364
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1347788 ---Validation accuracy:--- 0.916 Validation Loss: 0.32086337
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.21457393 ---Validation accuracy:--- 0.9144 Validation Loss: 0.3234591
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.301402 ---Validation accuracy:--- 0.909 Validation Loss: 0.33712357
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17462812 ---Validation accuracy:--- 0.913 Validation Loss: 0.32618412
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08469402 ---Validation accuracy:--- 0.9088 Validation Loss: 0.33922797
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.37814105 ---Validation accuracy:--- 0.9044 Validation Loss: 0.36337793
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.28159723 ---Validation accuracy:--- 0.9148 Validation Loss: 0.3206891
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17150845 ---Validation accuracy:--- 0.9174 Validation Loss: 0.31322774
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.23894864 ---Validation accuracy:--- 0.9136 Validation Loss: 0.32068634
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.39411727 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31976423
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.27758485 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31735787
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.37158912 ---Validation accuracy:--- 0.9116 Validation Loss: 0.34925124
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.3316916 ---Validation accuracy:--- 0.9088 Validation Loss: 0.3356596
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.24481781 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3202477
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.2853188 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32676697
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.24024138 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3375574
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.38722908 ---Validation accuracy:--- 0.8946 Validation Loss: 0.3761334
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.25636983 ---Validation accuracy:--- 0.8966 Validation Loss: 0.38346398
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.2885966 ---Validation accuracy:--- 0.913 Validation Loss: 0.33588722
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.2784526 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32008383
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.17020407 ---Validation accuracy:--- 0.9072 Validation Loss: 0.32695296
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1900812 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32011446
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.20067261 ---Validation accuracy:--- 0.909 Validation Loss: 0.3378242
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15956904 ---Validation accuracy:--- 0.9052 Validation Loss: 0.3473675
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.3183468 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32743573
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.18411025 ---Validation accuracy:--- 0.909 Validation Loss: 0.3662854
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.33283946 ---Validation accuracy:--- 0.911 Validation Loss: 0.34565634
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.22656617 ---Validation accuracy:--- 0.913 Validation Loss: 0.3371638
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17025782 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32648602
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.17407124 ---Validation accuracy:--- 0.9134 Validation Loss: 0.33355936
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.2022506 ---Validation accuracy:--- 0.9016 Validation Loss: 0.36557525
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.25774944 ---Validation accuracy:--- 0.9118 Validation Loss: 0.32513896
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.25418597 ---Validation accuracy:--- 0.8642 Validation Loss: 0.48026192
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13607141 ---Validation accuracy:--- 0.8992 Validation Loss: 0.3757257
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.2508348 ---Validation accuracy:--- 0.9156 Validation Loss: 0.32136485
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.30703855 ---Validation accuracy:--- 0.913 Validation Loss: 0.32860148
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.16656087 ---Validation accuracy:--- 0.9126 Validation Loss: 0.32060096
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.19798626 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33473104
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.3067955 ---Validation accuracy:--- 0.9092 Validation Loss: 0.3409802
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.338616 ---Validation accuracy:--- 0.9098 Validation Loss: 0.33385834
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13095398 ---Validation accuracy:--- 0.917 Validation Loss: 0.31385094
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.296131 ---Validation accuracy:--- 0.8908 Validation Loss: 0.37175995
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.32258043 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3374916
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.30573952 ---Validation accuracy:--- 0.9094 Validation Loss: 0.34475392
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.29734072 ---Validation accuracy:--- 0.8956 Validation Loss: 0.37994853
Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.44121823 ---Validation accuracy:--- 0.8656 Validation Loss: 0.4312042
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.2500026 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3400045
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16975173 ---Validation accuracy:--- 0.918 Validation Loss: 0.33293092
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.20981094 ---Validation accuracy:--- 0.9112 Validation Loss: 0.35045207
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.3339479 ---Validation accuracy:--- 0.9132 Validation Loss: 0.33749244
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.25577343 ---Validation accuracy:--- 0.9178 Validation Loss: 0.33411568
Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.458266 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3434484
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.37393752 ---Validation accuracy:--- 0.908 Validation Loss: 0.35882106
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.3385632 ---Validation accuracy:--- 0.9142 Validation Loss: 0.32319286
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.15419431 ---Validation accuracy:--- 0.9202 Validation Loss: 0.30184814
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.3173336 ---Validation accuracy:--- 0.9 Validation Loss: 0.37252125
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13136034 ---Validation accuracy:--- 0.9174 Validation Loss: 0.31307963
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.2637564 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3434254
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.2290913 ---Validation accuracy:--- 0.916 Validation Loss: 0.32159296
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.19589895 ---Validation accuracy:--- 0.913 Validation Loss: 0.32057333
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.212437 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3467823
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.18995693 ---Validation accuracy:--- 0.9122 Validation Loss: 0.34065187
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.26312757 ---Validation accuracy:--- 0.9056 Validation Loss: 0.36765093
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.3575685 ---Validation accuracy:--- 0.8906 Validation Loss: 0.38378012
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.24967502 ---Validation accuracy:--- 0.912 Validation Loss: 0.34484473
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.2227919 ---Validation accuracy:--- 0.9166 Validation Loss: 0.32395628
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.18048877 ---Validation accuracy:--- 0.9124 Validation Loss: 0.334267
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.2276958 ---Validation accuracy:--- 0.9094 Validation Loss: 0.34239277
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11372267 ---Validation accuracy:--- 0.906 Validation Loss: 0.35418946
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.3947961 ---Validation accuracy:--- 0.9046 Validation Loss: 0.3573136
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.35335946 ---Validation accuracy:--- 0.9178 Validation Loss: 0.31975117
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.24555507 ---Validation accuracy:--- 0.9138 Validation Loss: 0.33485317
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.32037666 ---Validation accuracy:--- 0.913 Validation Loss: 0.32743913
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.4683869 ---Validation accuracy:--- 0.8508 Validation Loss: 0.52886605
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.26220304 ---Validation accuracy:--- 0.9066 Validation Loss: 0.34460238
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.26495916 ---Validation accuracy:--- 0.913 Validation Loss: 0.32924247
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.21734516 ---Validation accuracy:--- 0.911 Validation Loss: 0.33175194
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.33266595 ---Validation accuracy:--- 0.9092 Validation Loss: 0.35928243
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11844494 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32310924
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.2929136 ---Validation accuracy:--- 0.9126 Validation Loss: 0.33482245
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.21873084 ---Validation accuracy:--- 0.911 Validation Loss: 0.3314689
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.22135285 ---Validation accuracy:--- 0.9118 Validation Loss: 0.32799992
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14427908 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3293302
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.19693157 ---Validation accuracy:--- 0.913 Validation Loss: 0.3226205
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.21067744 ---Validation accuracy:--- 0.9148 Validation Loss: 0.32518286
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13828272 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33376157
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.28064394 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3153083
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11709513 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31204054
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13852234 ---Validation accuracy:--- 0.9118 Validation Loss: 0.32510555
Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.37448493 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3461244
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.24666332 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32760832
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.22669944 ---Validation accuracy:--- 0.9074 Validation Loss: 0.34036154
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12427098 ---Validation accuracy:--- 0.9034 Validation Loss: 0.34173286
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1651437 ---Validation accuracy:--- 0.9178 Validation Loss: 0.3132607
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.16679484 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3265488
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.39308044 ---Validation accuracy:--- 0.8702 Validation Loss: 0.47415537
Epoch: 6 ---Training accuracy:--- 0.82 Training Loss: 0.82144386 ---Validation accuracy:--- 0.8056 Validation Loss: 0.897168
Epoch: 6 ---Training accuracy:--- 0.78 Training Loss: 0.6047125 ---Validation accuracy:--- 0.8056 Validation Loss: 0.5946149
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.3804714 ---Validation accuracy:--- 0.8884 Validation Loss: 0.43254673
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.27539882 ---Validation accuracy:--- 0.8994 Validation Loss: 0.37020847
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.4159516 ---Validation accuracy:--- 0.8976 Validation Loss: 0.38699085
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.3018713 ---Validation accuracy:--- 0.9072 Validation Loss: 0.35075518
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.23630027 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37699535
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.21964842 ---Validation accuracy:--- 0.8822 Validation Loss: 0.3970997
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.22577247 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3480748
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.23079462 ---Validation accuracy:--- 0.9 Validation Loss: 0.35850582
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14945155 ---Validation accuracy:--- 0.9154 Validation Loss: 0.32327104
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.18704611 ---Validation accuracy:--- 0.9094 Validation Loss: 0.34744027
Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.29954115 ---Validation accuracy:--- 0.8968 Validation Loss: 0.40034238
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.1922802 ---Validation accuracy:--- 0.9074 Validation Loss: 0.34481475
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.09061894 ---Validation accuracy:--- 0.912 Validation Loss: 0.32760507
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.3122266 ---Validation accuracy:--- 0.9008 Validation Loss: 0.39096057
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.13457061 ---Validation accuracy:--- 0.8886 Validation Loss: 0.39601958
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.19528812 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3369368
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.18999395 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34828854
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.23559807 ---Validation accuracy:--- 0.8864 Validation Loss: 0.40243766
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.259416 ---Validation accuracy:--- 0.909 Validation Loss: 0.34893844
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.22946696 ---Validation accuracy:--- 0.8994 Validation Loss: 0.35501233
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.3013598 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3545109
Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.3260295 ---Validation accuracy:--- 0.843 Validation Loss: 0.5021451
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.2927979 ---Validation accuracy:--- 0.8732 Validation Loss: 0.45436543
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.2241683 ---Validation accuracy:--- 0.9026 Validation Loss: 0.37183496
Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.33676884 ---Validation accuracy:--- 0.9106 Validation Loss: 0.34811187
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.37870628 ---Validation accuracy:--- 0.9052 Validation Loss: 0.37071094
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.27046221 ---Validation accuracy:--- 0.9176 Validation Loss: 0.32417515
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.15419878 ---Validation accuracy:--- 0.919 Validation Loss: 0.32089025
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.23940355 ---Validation accuracy:--- 0.89 Validation Loss: 0.3855899
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.124668315 ---Validation accuracy:--- 0.9128 Validation Loss: 0.33400428
Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.46728295 ---Validation accuracy:--- 0.8574 Validation Loss: 0.51537037
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.3174727 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3672133
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.17086464 ---Validation accuracy:--- 0.9054 Validation Loss: 0.36588702
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16642973 ---Validation accuracy:--- 0.9066 Validation Loss: 0.35905072
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15593243 ---Validation accuracy:--- 0.8996 Validation Loss: 0.38194525
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.19128886 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3648502
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12983477 ---Validation accuracy:--- 0.9046 Validation Loss: 0.35723966
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.15708905 ---Validation accuracy:--- 0.8996 Validation Loss: 0.39828223
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.3699519 ---Validation accuracy:--- 0.84 Validation Loss: 0.70486754
Epoch: 6 ---Training accuracy:--- 0.78 Training Loss: 1.4911808 ---Validation accuracy:--- 0.673 Validation Loss: 1.9303547
Epoch: 6 ---Training accuracy:--- 0.55 Training Loss: 2.3006213 ---Validation accuracy:--- 0.6048 Validation Loss: 1.8707358
Epoch: 6 ---Training accuracy:--- 0.6 Training Loss: 1.5155722 ---Validation accuracy:--- 0.5934 Validation Loss: 1.6198531
Epoch: 6 ---Training accuracy:--- 0.69 Training Loss: 1.2439631 ---Validation accuracy:--- 0.5918 Validation Loss: 1.7692097
Epoch: 6 ---Training accuracy:--- 0.48 Training Loss: 3.5316076 ---Validation accuracy:--- 0.472 Validation Loss: 3.5206413
Epoch: 6 ---Training accuracy:--- 0.45 Training Loss: 2.175834 ---Validation accuracy:--- 0.4534 Validation Loss: 2.0524745
Epoch: 6 ---Training accuracy:--- 0.54 Training Loss: 1.5475873 ---Validation accuracy:--- 0.4556 Validation Loss: 2.034186
Epoch: 6 ---Training accuracy:--- 0.53 Training Loss: 1.7890662 ---Validation accuracy:--- 0.5022 Validation Loss: 1.9366664
Epoch: 6 ---Training accuracy:--- 0.55 Training Loss: 1.52785 ---Validation accuracy:--- 0.5616 Validation Loss: 1.5003579
Epoch: 6 ---Training accuracy:--- 0.56 Training Loss: 1.1626002 ---Validation accuracy:--- 0.5204 Validation Loss: 1.4649038
Epoch: 6 ---Training accuracy:--- 0.61 Training Loss: 1.2310482 ---Validation accuracy:--- 0.5116 Validation Loss: 1.4911387
Epoch: 6 ---Training accuracy:--- 0.53 Training Loss: 1.3124063 ---Validation accuracy:--- 0.4882 Validation Loss: 1.3983617
Epoch: 6 ---Training accuracy:--- 0.52 Training Loss: 1.3093674 ---Validation accuracy:--- 0.4356 Validation Loss: 1.4700719
Epoch: 6 ---Training accuracy:--- 0.57 Training Loss: 1.3512356 ---Validation accuracy:--- 0.5822 Validation Loss: 1.2890673
Epoch: 6 ---Training accuracy:--- 0.51 Training Loss: 1.4279776 ---Validation accuracy:--- 0.581 Validation Loss: 1.2474127
Epoch: 6 ---Training accuracy:--- 0.64 Training Loss: 1.0510919 ---Validation accuracy:--- 0.654 Validation Loss: 1.0776105
Epoch: 6 ---Training accuracy:--- 0.62 Training Loss: 1.0131083 ---Validation accuracy:--- 0.6106 Validation Loss: 1.0367011
Epoch: 6 ---Training accuracy:--- 0.64 Training Loss: 1.2580497 ---Validation accuracy:--- 0.6264 Validation Loss: 1.3544962
Epoch: 6 ---Training accuracy:--- 0.61 Training Loss: 1.2092772 ---Validation accuracy:--- 0.5254 Validation Loss: 1.3927137
Epoch: 6 ---Training accuracy:--- 0.67 Training Loss: 1.0428025 ---Validation accuracy:--- 0.6954 Validation Loss: 1.0510184
Epoch: 6 ---Training accuracy:--- 0.76 Training Loss: 0.829528 ---Validation accuracy:--- 0.7216 Validation Loss: 0.93540156
Epoch: 6 ---Training accuracy:--- 0.79 Training Loss: 0.6737924 ---Validation accuracy:--- 0.7398 Validation Loss: 0.86922693
Epoch: 6 ---Training accuracy:--- 0.82 Training Loss: 0.6148156 ---Validation accuracy:--- 0.7138 Validation Loss: 0.8239252
Epoch: 6 ---Training accuracy:--- 0.67 Training Loss: 0.91294646 ---Validation accuracy:--- 0.698 Validation Loss: 0.91403544
Epoch: 6 ---Training accuracy:--- 0.69 Training Loss: 0.941277 ---Validation accuracy:--- 0.659 Validation Loss: 1.0339855
Epoch: 6 ---Training accuracy:--- 0.76 Training Loss: 0.9704329 ---Validation accuracy:--- 0.7202 Validation Loss: 1.088303
Epoch: 6 ---Training accuracy:--- 0.73 Training Loss: 0.93689483 ---Validation accuracy:--- 0.7378 Validation Loss: 1.0317695
Epoch: 6 ---Training accuracy:--- 0.8 Training Loss: 0.8960275 ---Validation accuracy:--- 0.7652 Validation Loss: 0.9676127
Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.68354815 ---Validation accuracy:--- 0.7822 Validation Loss: 0.9315262
Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.6223514 ---Validation accuracy:--- 0.7548 Validation Loss: 0.91979885
Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.6932684 ---Validation accuracy:--- 0.777 Validation Loss: 0.8715287
Epoch: 6 ---Training accuracy:--- 0.76 Training Loss: 0.8089563 ---Validation accuracy:--- 0.7786 Validation Loss: 0.84748554
Epoch: 6 ---Training accuracy:--- 0.8 Training Loss: 0.8656052 ---Validation accuracy:--- 0.7618 Validation Loss: 0.95467013
Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.67567873 ---Validation accuracy:--- 0.7898 Validation Loss: 0.8353249
Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.46348822 ---Validation accuracy:--- 0.7872 Validation Loss: 0.8096704
Epoch: 6 ---Training accuracy:--- 0.81 Training Loss: 0.6150644 ---Validation accuracy:--- 0.7926 Validation Loss: 0.737445
Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.5225734 ---Validation accuracy:--- 0.7886 Validation Loss: 0.6996645
Epoch: 6 ---Training accuracy:--- 0.82 Training Loss: 0.622115 ---Validation accuracy:--- 0.7798 Validation Loss: 0.7245941
Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.4391154 ---Validation accuracy:--- 0.7958 Validation Loss: 0.67871034
Epoch: 6 ---Training accuracy:--- 0.83 Training Loss: 0.49585983 ---Validation accuracy:--- 0.7874 Validation Loss: 0.6641921
Epoch: 6 ---Training accuracy:--- 0.61 Training Loss: 1.3458185 ---Validation accuracy:--- 0.6342 Validation Loss: 1.2123104
Epoch: 6 ---Training accuracy:--- 0.67 Training Loss: 1.0000879 ---Validation accuracy:--- 0.6774 Validation Loss: 0.9016543
Epoch: 6 ---Training accuracy:--- 0.71 Training Loss: 0.7488065 ---Validation accuracy:--- 0.7168 Validation Loss: 0.80027485
Epoch: 6 ---Training accuracy:--- 0.82 Training Loss: 0.4155655 ---Validation accuracy:--- 0.7148 Validation Loss: 0.80632657
Epoch: 6 ---Training accuracy:--- 0.79 Training Loss: 0.6681642 ---Validation accuracy:--- 0.7908 Validation Loss: 0.62662345
Epoch: 6 ---Training accuracy:--- 0.78 Training Loss: 0.506873 ---Validation accuracy:--- 0.7106 Validation Loss: 0.80262303
Epoch: 6 ---Training accuracy:--- 0.72 Training Loss: 0.81366944 ---Validation accuracy:--- 0.7094 Validation Loss: 0.8402231
Epoch: 6 ---Training accuracy:--- 0.8 Training Loss: 0.60003084 ---Validation accuracy:--- 0.7858 Validation Loss: 0.6920606
Epoch: 6 ---Training accuracy:--- 0.77 Training Loss: 0.57545817 ---Validation accuracy:--- 0.7888 Validation Loss: 0.65797466
Epoch: 6 ---Training accuracy:--- 0.71 Training Loss: 0.79326963 ---Validation accuracy:--- 0.7516 Validation Loss: 0.74432176
Epoch: 6 ---Training accuracy:--- 0.77 Training Loss: 0.67236114 ---Validation accuracy:--- 0.7928 Validation Loss: 0.66330147
Epoch: 6 ---Training accuracy:--- 0.82 Training Loss: 0.6114056 ---Validation accuracy:--- 0.7612 Validation Loss: 0.7717392
Epoch: 6 ---Training accuracy:--- 0.77 Training Loss: 0.59494543 ---Validation accuracy:--- 0.7826 Validation Loss: 0.63506895
Epoch: 6 ---Training accuracy:--- 0.77 Training Loss: 0.62725925 ---Validation accuracy:--- 0.7918 Validation Loss: 0.64637756
Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.52522075 ---Validation accuracy:--- 0.7954 Validation Loss: 0.589525
Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.4267317 ---Validation accuracy:--- 0.7984 Validation Loss: 0.59515554
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.35567284 ---Validation accuracy:--- 0.807 Validation Loss: 0.61737907
Epoch: 6 ---Training accuracy:--- 0.82 Training Loss: 0.52313066 ---Validation accuracy:--- 0.7586 Validation Loss: 0.6862137
Epoch: 6 ---Training accuracy:--- 0.81 Training Loss: 0.5762302 ---Validation accuracy:--- 0.7918 Validation Loss: 0.624079
Epoch: 6 ---Training accuracy:--- 0.82 Training Loss: 0.5593796 ---Validation accuracy:--- 0.793 Validation Loss: 0.5832011
Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.40544388 ---Validation accuracy:--- 0.8198 Validation Loss: 0.59531236
Epoch: 6 ---Training accuracy:--- 0.8 Training Loss: 0.46889207 ---Validation accuracy:--- 0.8068 Validation Loss: 0.5910255
Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.44010192 ---Validation accuracy:--- 0.8144 Validation Loss: 0.5947879
Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.42958724 ---Validation accuracy:--- 0.833 Validation Loss: 0.59196055
Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.5178828 ---Validation accuracy:--- 0.8248 Validation Loss: 0.579537
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.48282912 ---Validation accuracy:--- 0.8274 Validation Loss: 0.6546856
Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.49097052 ---Validation accuracy:--- 0.793 Validation Loss: 0.7133823
Epoch: 6 ---Training accuracy:--- 0.7 Training Loss: 0.6596338 ---Validation accuracy:--- 0.7408 Validation Loss: 0.72913146
Epoch: 6 ---Training accuracy:--- 0.8 Training Loss: 0.6315375 ---Validation accuracy:--- 0.8006 Validation Loss: 0.6364997
Epoch: 6 ---Training accuracy:--- 0.75 Training Loss: 0.9701508 ---Validation accuracy:--- 0.8012 Validation Loss: 0.7859981
Epoch: 6 ---Training accuracy:--- 0.79 Training Loss: 0.76101285 ---Validation accuracy:--- 0.8068 Validation Loss: 0.65261835
Epoch: 6 ---Training accuracy:--- 0.79 Training Loss: 0.6944098 ---Validation accuracy:--- 0.7588 Validation Loss: 0.7593695
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.5390969 ---Validation accuracy:--- 0.8776 Validation Loss: 0.5237331
Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.4871276 ---Validation accuracy:--- 0.8586 Validation Loss: 0.5370159
Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.44427276 ---Validation accuracy:--- 0.8724 Validation Loss: 0.5370188
Epoch: 6 ---Training accuracy:--- 0.78 Training Loss: 0.69981855 ---Validation accuracy:--- 0.774 Validation Loss: 0.71678704
Epoch: 6 ---Training accuracy:--- 0.72 Training Loss: 0.67709875 ---Validation accuracy:--- 0.7198 Validation Loss: 0.7487348
Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.51267165 ---Validation accuracy:--- 0.8436 Validation Loss: 0.64954126
Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.4571051 ---Validation accuracy:--- 0.8682 Validation Loss: 0.5208704
Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.46400347 ---Validation accuracy:--- 0.8152 Validation Loss: 0.5899028
Epoch: 6 ---Training accuracy:--- 0.75 Training Loss: 0.59694695 ---Validation accuracy:--- 0.7538 Validation Loss: 0.6585299
Epoch: 6 ---Training accuracy:--- 0.78 Training Loss: 0.6502269 ---Validation accuracy:--- 0.7676 Validation Loss: 0.72850406
Epoch: 6 ---Training accuracy:--- 0.83 Training Loss: 0.4396894 ---Validation accuracy:--- 0.7906 Validation Loss: 0.5773048
Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.43628356 ---Validation accuracy:--- 0.8274 Validation Loss: 0.55593914
Epoch: 6 ---Training accuracy:--- 0.81 Training Loss: 0.76272357 ---Validation accuracy:--- 0.7974 Validation Loss: 0.850191
Epoch: 6 ---Training accuracy:--- 0.78 Training Loss: 0.5193408 ---Validation accuracy:--- 0.8242 Validation Loss: 0.63580096
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.2673454 ---Validation accuracy:--- 0.8456 Validation Loss: 0.5027898
Epoch: 6 ---Training accuracy:--- 0.83 Training Loss: 0.5503884 ---Validation accuracy:--- 0.8166 Validation Loss: 0.63636875
Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.44819054 ---Validation accuracy:--- 0.8746 Validation Loss: 0.51036084
Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.37475508 ---Validation accuracy:--- 0.846 Validation Loss: 0.49041834
Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.31183538 ---Validation accuracy:--- 0.7852 Validation Loss: 0.58320874
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.4118866 ---Validation accuracy:--- 0.8316 Validation Loss: 0.598451
Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.41039738 ---Validation accuracy:--- 0.8594 Validation Loss: 0.5102729
Epoch: 6 ---Training accuracy:--- 0.83 Training Loss: 0.49327812 ---Validation accuracy:--- 0.8004 Validation Loss: 0.62192565
Epoch: 6 ---Training accuracy:--- 0.64 Training Loss: 1.2259883 ---Validation accuracy:--- 0.7208 Validation Loss: 1.038292
Epoch: 6 ---Training accuracy:--- 0.67 Training Loss: 0.9300154 ---Validation accuracy:--- 0.676 Validation Loss: 1.0500294
Epoch: 6 ---Training accuracy:--- 0.74 Training Loss: 0.5810456 ---Validation accuracy:--- 0.7204 Validation Loss: 0.6710867
Epoch: 6 ---Training accuracy:--- 0.74 Training Loss: 1.4189615 ---Validation accuracy:--- 0.7808 Validation Loss: 1.2501627
Epoch: 6 ---Training accuracy:--- 0.67 Training Loss: 1.9366242 ---Validation accuracy:--- 0.6114 Validation Loss: 2.496075
Epoch: 6 ---Training accuracy:--- 0.52 Training Loss: 2.1819448 ---Validation accuracy:--- 0.4722 Validation Loss: 2.3132856
Epoch: 6 ---Training accuracy:--- 0.44 Training Loss: 1.7999234 ---Validation accuracy:--- 0.4248 Validation Loss: 1.9009805
Epoch: 6 ---Training accuracy:--- 0.29 Training Loss: 1.982217 ---Validation accuracy:--- 0.4004 Validation Loss: 1.8432258
Epoch: 6 ---Training accuracy:--- 0.45 Training Loss: 1.5991569 ---Validation accuracy:--- 0.4214 Validation Loss: 1.7857
Epoch: 6 ---Training accuracy:--- 0.53 Training Loss: 1.4190735 ---Validation accuracy:--- 0.4554 Validation Loss: 1.6187698
Epoch: 6 ---Training accuracy:--- 0.46 Training Loss: 1.3763874 ---Validation accuracy:--- 0.4574 Validation Loss: 1.5832775
Epoch: 6 ---Training accuracy:--- 0.52 Training Loss: 1.2428342 ---Validation accuracy:--- 0.4568 Validation Loss: 1.5793831
Epoch: 6 ---Training accuracy:--- 0.49 Training Loss: 1.2828232 ---Validation accuracy:--- 0.4494 Validation Loss: 1.4989358
Epoch: 6 ---Training accuracy:--- 0.31 Training Loss: 5.047694 ---Validation accuracy:--- 0.2966 Validation Loss: 5.180869
Epoch: 6 ---Training accuracy:--- 0.3 Training Loss: 2.8481317 ---Validation accuracy:--- 0.305 Validation Loss: 2.8918343
Epoch: 6 ---Training accuracy:--- 0.17 Training Loss: 2.2937949 ---Validation accuracy:--- 0.1634 Validation Loss: 2.2884762
Epoch: 6 ---Training accuracy:--- 0.16 Training Loss: 2.269779 ---Validation accuracy:--- 0.1642 Validation Loss: 2.217895
Epoch: 6 ---Training accuracy:--- 0.15 Training Loss: 2.1894927 ---Validation accuracy:--- 0.1832 Validation Loss: 2.1351757
Epoch: 6 ---Training accuracy:--- 0.23 Training Loss: 2.1876907 ---Validation accuracy:--- 0.2264 Validation Loss: 2.122772
Epoch: 6 ---Training accuracy:--- 0.3 Training Loss: 2.0499926 ---Validation accuracy:--- 0.2856 Validation Loss: 2.0608745
Epoch: 6 ---Training accuracy:--- 0.27 Training Loss: 2.098116 ---Validation accuracy:--- 0.2836 Validation Loss: 2.044481
Epoch: 6 ---Training accuracy:--- 0.41 Training Loss: 1.7613162 ---Validation accuracy:--- 0.292 Validation Loss: 2.0280728
Epoch: 6 ---Training accuracy:--- 0.36 Training Loss: 1.8017927 ---Validation accuracy:--- 0.2916 Validation Loss: 2.0098636
Epoch: 6 ---Training accuracy:--- 0.34 Training Loss: 1.9150796 ---Validation accuracy:--- 0.2778 Validation Loss: 2.0183637
Epoch: 6 ---Training accuracy:--- 0.32 Training Loss: 1.9592987 ---Validation accuracy:--- 0.2552 Validation Loss: 2.1171725
Epoch: 6 ---Training accuracy:--- 0.29 Training Loss: 1.8926663 ---Validation accuracy:--- 0.278 Validation Loss: 1.9921441
Epoch: 6 ---Training accuracy:--- 0.24 Training Loss: 1.9927797 ---Validation accuracy:--- 0.2842 Validation Loss: 1.9578631
Epoch: 6 ---Training accuracy:--- 0.31 Training Loss: 1.9619144 ---Validation accuracy:--- 0.287 Validation Loss: 1.9306504
Epoch: 6 ---Training accuracy:--- 0.26 Training Loss: 1.9025367 ---Validation accuracy:--- 0.2928 Validation Loss: 1.911724
Epoch: 6 ---Training accuracy:--- 0.29 Training Loss: 1.9511359 ---Validation accuracy:--- 0.3002 Validation Loss: 1.8744266
Epoch: 6 ---Training accuracy:--- 0.3 Training Loss: 1.831233 ---Validation accuracy:--- 0.299 Validation Loss: 1.8605449
Epoch: 6 ---Training accuracy:--- 0.42 Training Loss: 1.505242 ---Validation accuracy:--- 0.3004 Validation Loss: 1.8511262
Epoch: 6 ---Training accuracy:--- 0.33 Training Loss: 1.7499394 ---Validation accuracy:--- 0.2934 Validation Loss: 1.8250227
Epoch: 6 ---Training accuracy:--- 0.36 Training Loss: 1.6305765 ---Validation accuracy:--- 0.292 Validation Loss: 1.8211554
Epoch: 6 ---Training accuracy:--- 0.34 Training Loss: 1.7631329 ---Validation accuracy:--- 0.304 Validation Loss: 1.7834463
Epoch: 6 ---Training accuracy:--- 0.24 Training Loss: 1.9770943 ---Validation accuracy:--- 0.1966 Validation Loss: 1.9435601
Epoch: 6 ---Training accuracy:--- 0.26 Training Loss: 1.9027076 ---Validation accuracy:--- 0.2124 Validation Loss: 1.9544017
Epoch: 6 ---Training accuracy:--- 0.28 Training Loss: 1.800271 ---Validation accuracy:--- 0.2784 Validation Loss: 1.8104725
Epoch: 6 ---Training accuracy:--- 0.27 Training Loss: 1.7371253 ---Validation accuracy:--- 0.2818 Validation Loss: 1.7788949
Epoch: 6 ---Training accuracy:--- 0.27 Training Loss: 1.7527386 ---Validation accuracy:--- 0.269 Validation Loss: 1.7632111
Epoch: 6 ---Training accuracy:--- 0.38 Training Loss: 1.6354047 ---Validation accuracy:--- 0.3138 Validation Loss: 1.7154361
Epoch: 6 ---Training accuracy:--- 0.27 Training Loss: 1.7223389 ---Validation accuracy:--- 0.3052 Validation Loss: 1.7146717
Epoch: 6 ---Training accuracy:--- 0.4 Training Loss: 1.4966968 ---Validation accuracy:--- 0.2932 Validation Loss: 1.7186973
Epoch: 6 ---Training accuracy:--- 0.34 Training Loss: 1.7176378 ---Validation accuracy:--- 0.3324 Validation Loss: 1.6887977
Epoch: 6 ---Training accuracy:--- 0.33 Training Loss: 1.7387381 ---Validation accuracy:--- 0.3168 Validation Loss: 1.6994375
Epoch: 6 ---Training accuracy:--- 0.37 Training Loss: 1.6955615 ---Validation accuracy:--- 0.2974 Validation Loss: 1.6968465
Epoch: 6 ---Training accuracy:--- 0.34 Training Loss: 1.548949 ---Validation accuracy:--- 0.2914 Validation Loss: 1.6845006
Epoch: 6 ---Training accuracy:--- 0.37 Training Loss: 1.585745 ---Validation accuracy:--- 0.2586 Validation Loss: 1.768797
Epoch: 6 ---Training accuracy:--- 0.35 Training Loss: 1.6401547 ---Validation accuracy:--- 0.305 Validation Loss: 1.6584785
Epoch: 6 ---Training accuracy:--- 0.37 Training Loss: 1.5545429 ---Validation accuracy:--- 0.3126 Validation Loss: 1.6411806
Epoch: 6 ---Training accuracy:--- 0.27 Training Loss: 1.7590778 ---Validation accuracy:--- 0.3222 Validation Loss: 1.6316059
Epoch: 6 ---Training accuracy:--- 0.32 Training Loss: 1.6037418 ---Validation accuracy:--- 0.3 Validation Loss: 1.649567
Epoch: 6 ---Training accuracy:--- 0.35 Training Loss: 1.5616465 ---Validation accuracy:--- 0.277 Validation Loss: 1.696776
Epoch: 6 ---Training accuracy:--- 0.37 Training Loss: 1.590841 ---Validation accuracy:--- 0.3148 Validation Loss: 1.6323012
Epoch: 6 ---Training accuracy:--- 0.34 Training Loss: 1.5702969 ---Validation accuracy:--- 0.3122 Validation Loss: 1.632439
Epoch: 6 ---Training accuracy:--- 0.25 Training Loss: 1.7236866 ---Validation accuracy:--- 0.2902 Validation Loss: 1.645636
Epoch: 6 ---Training accuracy:--- 0.38 Training Loss: 1.5970899 ---Validation accuracy:--- 0.3932 Validation Loss: 1.6195682
Epoch: 6 ---Training accuracy:--- 0.36 Training Loss: 1.5360149 ---Validation accuracy:--- 0.3158 Validation Loss: 1.6161467
Epoch: 6 ---Training accuracy:--- 0.31 Training Loss: 1.6356338 ---Validation accuracy:--- 0.3262 Validation Loss: 1.5899893
Epoch: 6 ---Training accuracy:--- 0.33 Training Loss: 1.5294477 ---Validation accuracy:--- 0.3288 Validation Loss: 1.5827116
Epoch: 6 ---Training accuracy:--- 0.43 Training Loss: 1.4697893 ---Validation accuracy:--- 0.3558 Validation Loss: 1.5906307
Epoch: 6 ---Training accuracy:--- 0.41 Training Loss: 1.4629731 ---Validation accuracy:--- 0.3218 Validation Loss: 1.5751855
Epoch: 6 ---Training accuracy:--- 0.42 Training Loss: 1.6266851 ---Validation accuracy:--- 0.4528 Validation Loss: 1.576273
Epoch: 6 ---Training accuracy:--- 0.44 Training Loss: 1.4964534 ---Validation accuracy:--- 0.3276 Validation Loss: 1.6133871
Epoch: 6 ---Training accuracy:--- 0.4 Training Loss: 1.5258092 ---Validation accuracy:--- 0.3454 Validation Loss: 1.5981971
Epoch: 6 ---Training accuracy:--- 0.46 Training Loss: 1.521879 ---Validation accuracy:--- 0.4474 Validation Loss: 1.5693423
Epoch: 6 ---Training accuracy:--- 0.4 Training Loss: 1.5404242 ---Validation accuracy:--- 0.3398 Validation Loss: 1.6101633
Epoch: 6 ---Training accuracy:--- 0.43 Training Loss: 1.4832313 ---Validation accuracy:--- 0.3592 Validation Loss: 1.5853788
Epoch: 6 ---Training accuracy:--- 0.43 Training Loss: 1.4467633 ---Validation accuracy:--- 0.3624 Validation Loss: 1.569302
Epoch: 6 ---Training accuracy:--- 0.46 Training Loss: 1.5399692 ---Validation accuracy:--- 0.4458 Validation Loss: 1.5802401
Epoch: 6 ---Training accuracy:--- 0.41 Training Loss: 1.4148902 ---Validation accuracy:--- 0.352 Validation Loss: 1.5701718
Epoch: 6 ---Training accuracy:--- 0.52 Training Loss: 1.2565892 ---Validation accuracy:--- 0.4478 Validation Loss: 1.5369362
Epoch: 6 ---Training accuracy:--- 0.41 Training Loss: 1.5645832 ---Validation accuracy:--- 0.3556 Validation Loss: 1.5641532
Epoch: 6 ---Training accuracy:--- 0.42 Training Loss: 1.4706448 ---Validation accuracy:--- 0.364 Validation Loss: 1.5457404
Epoch: 6 ---Training accuracy:--- 0.52 Training Loss: 1.4066576 ---Validation accuracy:--- 0.463 Validation Loss: 1.5304126
Epoch: 6 ---Training accuracy:--- 0.5 Training Loss: 1.3092816 ---Validation accuracy:--- 0.4548 Validation Loss: 1.5344492
Epoch: 6 ---Training accuracy:--- 0.41 Training Loss: 1.6481799 ---Validation accuracy:--- 0.4598 Validation Loss: 1.5224952
Epoch: 6 ---Training accuracy:--- 0.38 Training Loss: 1.6433716 ---Validation accuracy:--- 0.4494 Validation Loss: 1.5436517
Epoch: 6 ---Training accuracy:--- 0.43 Training Loss: 1.7122508 ---Validation accuracy:--- 0.4368 Validation Loss: 1.5735288
Epoch: 6 ---Training accuracy:--- 0.41 Training Loss: 1.5925328 ---Validation accuracy:--- 0.43 Validation Loss: 1.5704474
Epoch: 6 ---Training accuracy:--- 0.42 Training Loss: 1.5453253 ---Validation accuracy:--- 0.428 Validation Loss: 1.578032
Epoch: 6 ---Training accuracy:--- 0.4 Training Loss: 1.5583582 ---Validation accuracy:--- 0.45 Validation Loss: 1.5276818
Epoch: 6 ---Training accuracy:--- 0.44 Training Loss: 1.5357351 ---Validation accuracy:--- 0.4378 Validation Loss: 1.5285202
Epoch: 6 ---Training accuracy:--- 0.4 Training Loss: 1.5915079 ---Validation accuracy:--- 0.472 Validation Loss: 1.5272398
Epoch: 6 ---Training accuracy:--- 0.5 Training Loss: 1.529336 ---Validation accuracy:--- 0.4156 Validation Loss: 1.5286418
Epoch: 6 ---Training accuracy:--- 0.47 Training Loss: 1.5916373 ---Validation accuracy:--- 0.442 Validation Loss: 1.5853533
Epoch: 6 ---Training accuracy:--- 0.48 Training Loss: 1.7314447 ---Validation accuracy:--- 0.4168 Validation Loss: 1.7621192
Epoch: 6 ---Training accuracy:--- 0.44 Training Loss: 1.5601987 ---Validation accuracy:--- 0.4472 Validation Loss: 1.6228932
Epoch: 6 ---Training accuracy:--- 0.39 Training Loss: 1.4835948 ---Validation accuracy:--- 0.449 Validation Loss: 1.5484895
Epoch: 6 ---Training accuracy:--- 0.54 Training Loss: 1.3521496 ---Validation accuracy:--- 0.4682 Validation Loss: 1.5049337
Epoch: 6 ---Training accuracy:--- 0.53 Training Loss: 1.5270401 ---Validation accuracy:--- 0.4618 Validation Loss: 1.4769324
Epoch: 6 ---Training accuracy:--- 0.4 Training Loss: 1.6055888 ---Validation accuracy:--- 0.389 Validation Loss: 1.6153687
Epoch: 6 ---Training accuracy:--- 0.51 Training Loss: 1.4063057 ---Validation accuracy:--- 0.4594 Validation Loss: 1.5097047
Epoch: 6 ---Training accuracy:--- 0.52 Training Loss: 1.4845695 ---Validation accuracy:--- 0.4954 Validation Loss: 1.4541569
Epoch: 6 ---Training accuracy:--- 0.5 Training Loss: 1.4032266 ---Validation accuracy:--- 0.4962 Validation Loss: 1.4330714
Epoch: 6 ---Training accuracy:--- 0.53 Training Loss: 1.4222555 ---Validation accuracy:--- 0.504 Validation Loss: 1.4221016
Epoch: 6 ---Training accuracy:--- 0.56 Training Loss: 1.3421338 ---Validation accuracy:--- 0.498 Validation Loss: 1.4185412
Epoch: 6 ---Training accuracy:--- 0.51 Training Loss: 1.3149276 ---Validation accuracy:--- 0.4868 Validation Loss: 1.4330454
Epoch: 6 ---Training accuracy:--- 0.52 Training Loss: 1.3434305 ---Validation accuracy:--- 0.472 Validation Loss: 1.4722656
Epoch: 6 ---Training accuracy:--- 0.49 Training Loss: 1.3378618 ---Validation accuracy:--- 0.5062 Validation Loss: 1.4095948
Epoch: 6 ---Training accuracy:--- 0.52 Training Loss: 1.4043274 ---Validation accuracy:--- 0.511 Validation Loss: 1.3922685
Epoch: 6 ---Training accuracy:--- 0.58 Training Loss: 1.2301961 ---Validation accuracy:--- 0.5114 Validation Loss: 1.37125
Epoch: 6 ---Training accuracy:--- 0.55 Training Loss: 1.3839759 ---Validation accuracy:--- 0.4772 Validation Loss: 1.4374101
Epoch: 6 ---Training accuracy:--- 0.56 Training Loss: 1.5389991 ---Validation accuracy:--- 0.4246 Validation Loss: 1.6403359
Epoch: 6 ---Training accuracy:--- 0.49 Training Loss: 1.3672031 ---Validation accuracy:--- 0.5192 Validation Loss: 1.3836863
Epoch: 6 ---Training accuracy:--- 0.48 Training Loss: 1.4233218 ---Validation accuracy:--- 0.4646 Validation Loss: 1.4650787
Epoch: 6 ---Training accuracy:--- 0.62 Training Loss: 1.1693617 ---Validation accuracy:--- 0.5088 Validation Loss: 1.3980799
Epoch: 6 ---Training accuracy:--- 0.6 Training Loss: 1.2033764 ---Validation accuracy:--- 0.503 Validation Loss: 1.4483854
Epoch: 6 ---Training accuracy:--- 0.51 Training Loss: 1.3917282 ---Validation accuracy:--- 0.5078 Validation Loss: 1.4048725
Epoch: 6 ---Training accuracy:--- 0.54 Training Loss: 1.2159823 ---Validation accuracy:--- 0.5136 Validation Loss: 1.375821
Epoch: 6 ---Training accuracy:--- 0.6 Training Loss: 1.1460475 ---Validation accuracy:--- 0.5006 Validation Loss: 1.3729916
Epoch: 6 ---Training accuracy:--- 0.58 Training Loss: 1.250001 ---Validation accuracy:--- 0.5156 Validation Loss: 1.347719
Epoch: 6 ---Training accuracy:--- 0.55 Training Loss: 1.3888365 ---Validation accuracy:--- 0.5244 Validation Loss: 1.3300254
Epoch: 6 ---Training accuracy:--- 0.5 Training Loss: 1.319118 ---Validation accuracy:--- 0.5148 Validation Loss: 1.333759
Epoch: 6 ---Training accuracy:--- 0.52 Training Loss: 1.2818687 ---Validation accuracy:--- 0.5178 Validation Loss: 1.3456502
Epoch: 6 ---Training accuracy:--- 0.6 Training Loss: 1.1429267 ---Validation accuracy:--- 0.5236 Validation Loss: 1.3195302
Epoch: 6 ---Training accuracy:--- 0.56 Training Loss: 1.301616 ---Validation accuracy:--- 0.517 Validation Loss: 1.3168414
Epoch: 6 ---Training accuracy:--- 0.49 Training Loss: 1.2232231 ---Validation accuracy:--- 0.527 Validation Loss: 1.3040521
Epoch: 6 ---Training accuracy:--- 0.51 Training Loss: 1.2204627 ---Validation accuracy:--- 0.5278 Validation Loss: 1.3118316
Epoch: 6 ---Training accuracy:--- 0.5 Training Loss: 1.2683475 ---Validation accuracy:--- 0.5258 Validation Loss: 1.3035109
Epoch: 6 ---Training accuracy:--- 0.57 Training Loss: 1.1484412 ---Validation accuracy:--- 0.5322 Validation Loss: 1.2980653
Epoch: 6 ---Training accuracy:--- 0.61 Training Loss: 1.2528261 ---Validation accuracy:--- 0.5238 Validation Loss: 1.3013381
Epoch: 6 ---Training accuracy:--- 0.57 Training Loss: 1.2747629 ---Validation accuracy:--- 0.5278 Validation Loss: 1.2938905
Epoch: 6 ---Training accuracy:--- 0.51 Training Loss: 1.3799669 ---Validation accuracy:--- 0.4876 Validation Loss: 1.3975674
Epoch: 6 ---Training accuracy:--- 0.43 Training Loss: 1.4243965 ---Validation accuracy:--- 0.404 Validation Loss: 1.5518808
Epoch: 6 ---Training accuracy:--- 0.55 Training Loss: 1.2329637 ---Validation accuracy:--- 0.4814 Validation Loss: 1.368262
Epoch: 6 ---Training accuracy:--- 0.4 Training Loss: 1.4392104 ---Validation accuracy:--- 0.4814 Validation Loss: 1.3444861
Epoch: 6 ---Training accuracy:--- 0.53 Training Loss: 1.2010894 ---Validation accuracy:--- 0.5014 Validation Loss: 1.3091979
Epoch: 6 ---Training accuracy:--- 0.48 Training Loss: 1.4500089 ---Validation accuracy:--- 0.5124 Validation Loss: 1.3144512
Epoch: 6 ---Training accuracy:--- 0.56 Training Loss: 1.1847059 ---Validation accuracy:--- 0.5014 Validation Loss: 1.3044933
Epoch: 6 ---Training accuracy:--- 0.35 Training Loss: 1.4908305 ---Validation accuracy:--- 0.3946 Validation Loss: 1.5259662
Epoch: 6 ---Training accuracy:--- 0.51 Training Loss: 1.3686811 ---Validation accuracy:--- 0.4582 Validation Loss: 1.4096338
Epoch: 6 ---Training accuracy:--- 0.43 Training Loss: 1.4138904 ---Validation accuracy:--- 0.4618 Validation Loss: 1.3954711
Epoch: 6 ---Training accuracy:--- 0.5 Training Loss: 1.2330359 ---Validation accuracy:--- 0.4766 Validation Loss: 1.3345039
Epoch: 6 ---Training accuracy:--- 0.53 Training Loss: 1.2926352 ---Validation accuracy:--- 0.4794 Validation Loss: 1.3257368
Epoch: 6 ---Training accuracy:--- 0.56 Training Loss: 1.2794676 ---Validation accuracy:--- 0.4874 Validation Loss: 1.3809563
Epoch: 6 ---Training accuracy:--- 0.42 Training Loss: 1.5848676 ---Validation accuracy:--- 0.4416 Validation Loss: 1.4316354
Epoch: 6 ---Training accuracy:--- 0.54 Training Loss: 1.2571001 ---Validation accuracy:--- 0.5148 Validation Loss: 1.3335295
Epoch: 6 ---Training accuracy:--- 0.53 Training Loss: 1.1904088 ---Validation accuracy:--- 0.512 Validation Loss: 1.2877232
Epoch: 6 ---Training accuracy:--- 0.41 Training Loss: 1.235374 ---Validation accuracy:--- 0.521 Validation Loss: 1.3020352
Epoch: 6 ---Training accuracy:--- 0.51 Training Loss: 1.225909 ---Validation accuracy:--- 0.5086 Validation Loss: 1.2886859
Epoch: 6 ---Training accuracy:--- 0.49 Training Loss: 1.2005423 ---Validation accuracy:--- 0.52 Validation Loss: 1.2657744
Epoch: 6 ---Training accuracy:--- 0.57 Training Loss: 1.0854536 ---Validation accuracy:--- 0.52 Validation Loss: 1.2768465
Epoch: 6 ---Training accuracy:--- 0.53 Training Loss: 1.2128122 ---Validation accuracy:--- 0.5324 Validation Loss: 1.276396
Epoch: 6 ---Training accuracy:--- 0.47 Training Loss: 1.3291245 ---Validation accuracy:--- 0.469 Validation Loss: 1.3884938
Epoch: 6 ---Training accuracy:--- 0.52 Training Loss: 1.3551614 ---Validation accuracy:--- 0.485 Validation Loss: 1.3330929
Epoch: 6 ---Training accuracy:--- 0.56 Training Loss: 1.1396825 ---Validation accuracy:--- 0.526 Validation Loss: 1.2428204
Epoch: 6 ---Training accuracy:--- 0.51 Training Loss: 1.1696428 ---Validation accuracy:--- 0.5288 Validation Loss: 1.2484357
Epoch: 6 ---Training accuracy:--- 0.52 Training Loss: 1.247704 ---Validation accuracy:--- 0.5272 Validation Loss: 1.2848735
Epoch: 6 ---Training accuracy:--- 0.58 Training Loss: 1.1013808 ---Validation accuracy:--- 0.5122 Validation Loss: 1.3009185
Epoch: 6 ---Training accuracy:--- 0.55 Training Loss: 1.1068071 ---Validation accuracy:--- 0.5386 Validation Loss: 1.2704026
Epoch: 6 ---Training accuracy:--- 0.55 Training Loss: 1.1200999 ---Validation accuracy:--- 0.5042 Validation Loss: 1.2759737
Epoch: 6 ---Training accuracy:--- 0.53 Training Loss: 1.1417937 ---Validation accuracy:--- 0.539 Validation Loss: 1.231166
Epoch: 6 ---Training accuracy:--- 0.59 Training Loss: 1.0786657 ---Validation accuracy:--- 0.571 Validation Loss: 1.2028813
Epoch: 6 ---Training accuracy:--- 0.61 Training Loss: 1.0679916 ---Validation accuracy:--- 0.553 Validation Loss: 1.2347434
Epoch: 6 ---Training accuracy:--- 0.52 Training Loss: 1.3580682 ---Validation accuracy:--- 0.5456 Validation Loss: 1.2392254
Epoch: 6 ---Training accuracy:--- 0.63 Training Loss: 0.9831154 ---Validation accuracy:--- 0.5494 Validation Loss: 1.2559996
Epoch: 6 ---Training accuracy:--- 0.5 Training Loss: 1.2773427 ---Validation accuracy:--- 0.5066 Validation Loss: 1.3415201
Epoch: 6 ---Training accuracy:--- 0.55 Training Loss: 1.2272363 ---Validation accuracy:--- 0.565 Validation Loss: 1.2364655
Epoch: 6 ---Training accuracy:--- 0.54 Training Loss: 1.1608002 ---Validation accuracy:--- 0.5674 Validation Loss: 1.2229297
Epoch: 6 ---Training accuracy:--- 0.53 Training Loss: 1.211212 ---Validation accuracy:--- 0.5392 Validation Loss: 1.2276269
Epoch: 6 ---Training accuracy:--- 0.63 Training Loss: 1.20262 ---Validation accuracy:--- 0.5268 Validation Loss: 1.2796491
Epoch: 6 ---Training accuracy:--- 0.52 Training Loss: 1.2283473 ---Validation accuracy:--- 0.5196 Validation Loss: 1.2829895
Epoch: 6 ---Training accuracy:--- 0.55 Training Loss: 1.1173288 ---Validation accuracy:--- 0.554 Validation Loss: 1.1969807
Epoch: 6 ---Training accuracy:--- 0.54 Training Loss: 1.1282865 ---Validation accuracy:--- 0.5222 Validation Loss: 1.2193791
Epoch: 6 ---Training accuracy:--- 0.59 Training Loss: 1.111143 ---Validation accuracy:--- 0.5482 Validation Loss: 1.1972184
Epoch: 6 ---Training accuracy:--- 0.54 Training Loss: 1.1304526 ---Validation accuracy:--- 0.551 Validation Loss: 1.2056451
Epoch: 6 ---Training accuracy:--- 0.6 Training Loss: 1.0811521 ---Validation accuracy:--- 0.5838 Validation Loss: 1.1320927
Epoch: 6 ---Training accuracy:--- 0.65 Training Loss: 0.9544858 ---Validation accuracy:--- 0.5874 Validation Loss: 1.1399688
Epoch: 6 ---Training accuracy:--- 0.59 Training Loss: 1.1255248 ---Validation accuracy:--- 0.5716 Validation Loss: 1.2066875
Epoch: 6 ---Training accuracy:--- 0.59 Training Loss: 1.2016184 ---Validation accuracy:--- 0.6194 Validation Loss: 1.1304858
Epoch: 6 ---Training accuracy:--- 0.63 Training Loss: 1.1412511 ---Validation accuracy:--- 0.591 Validation Loss: 1.1180986
Epoch: 6 ---Training accuracy:--- 0.58 Training Loss: 1.1468377 ---Validation accuracy:--- 0.539 Validation Loss: 1.2246819
Epoch: 6 ---Training accuracy:--- 0.55 Training Loss: 1.2240341 ---Validation accuracy:--- 0.5578 Validation Loss: 1.3346621
Epoch: 6 ---Training accuracy:--- 0.64 Training Loss: 0.9435163 ---Validation accuracy:--- 0.597 Validation Loss: 1.1463289
Epoch: 6 ---Training accuracy:--- 0.57 Training Loss: 0.9907215 ---Validation accuracy:--- 0.6004 Validation Loss: 1.1033207
Epoch: 6 ---Training accuracy:--- 0.66 Training Loss: 0.8946147 ---Validation accuracy:--- 0.6016 Validation Loss: 1.1377023
Epoch: 6 ---Training accuracy:--- 0.59 Training Loss: 1.1805747 ---Validation accuracy:--- 0.5744 Validation Loss: 1.1289344
Epoch: 6 ---Training accuracy:--- 0.59 Training Loss: 1.0072888 ---Validation accuracy:--- 0.5874 Validation Loss: 1.1496903
Epoch: 6 ---Training accuracy:--- 0.56 Training Loss: 1.294105 ---Validation accuracy:--- 0.5266 Validation Loss: 1.236491
Epoch: 6 ---Training accuracy:--- 0.62 Training Loss: 1.0657873 ---Validation accuracy:--- 0.586 Validation Loss: 1.1184425
Epoch: 6 ---Training accuracy:--- 0.59 Training Loss: 1.1215852 ---Validation accuracy:--- 0.591 Validation Loss: 1.069599
Epoch: 6 ---Training accuracy:--- 0.72 Training Loss: 0.890321 ---Validation accuracy:--- 0.5728 Validation Loss: 1.1269972
Epoch: 6 ---Training accuracy:--- 0.55 Training Loss: 1.1738925 ---Validation accuracy:--- 0.5312 Validation Loss: 1.1711277
Epoch: 6 ---Training accuracy:--- 0.66 Training Loss: 0.95974493 ---Validation accuracy:--- 0.5738 Validation Loss: 1.0297816
Epoch: 6 ---Training accuracy:--- 0.67 Training Loss: 0.9521016 ---Validation accuracy:--- 0.5912 Validation Loss: 1.1299514
Epoch: 6 ---Training accuracy:--- 0.59 Training Loss: 1.0578945 ---Validation accuracy:--- 0.6082 Validation Loss: 1.0490905
Epoch: 6 ---Training accuracy:--- 0.58 Training Loss: 1.0647146 ---Validation accuracy:--- 0.6068 Validation Loss: 1.0406221
Epoch: 6 ---Training accuracy:--- 0.71 Training Loss: 0.81331575 ---Validation accuracy:--- 0.5778 Validation Loss: 1.0362375
Epoch: 6 ---Training accuracy:--- 0.63 Training Loss: 0.87844586 ---Validation accuracy:--- 0.6218 Validation Loss: 0.9921346
Epoch: 6 ---Training accuracy:--- 0.7 Training Loss: 0.97027147 ---Validation accuracy:--- 0.5896 Validation Loss: 1.0013878
Epoch: 6 ---Training accuracy:--- 0.6 Training Loss: 1.1158898 ---Validation accuracy:--- 0.5978 Validation Loss: 1.0598885
Epoch: 6 ---Training accuracy:--- 0.6 Training Loss: 0.9627821 ---Validation accuracy:--- 0.5736 Validation Loss: 1.0695604
Epoch: 6 ---Training accuracy:--- 0.7 Training Loss: 1.1013113 ---Validation accuracy:--- 0.6078 Validation Loss: 1.1735934
Epoch: 6 ---Training accuracy:--- 0.69 Training Loss: 1.1108177 ---Validation accuracy:--- 0.5934 Validation Loss: 1.1405253
Epoch: 6 ---Training accuracy:--- 0.53 Training Loss: 0.95001113 ---Validation accuracy:--- 0.4612 Validation Loss: 1.120038
Epoch: 6 ---Training accuracy:--- 0.63 Training Loss: 1.1303385 ---Validation accuracy:--- 0.625 Validation Loss: 1.0581633
Epoch: 6 ---Training accuracy:--- 0.65 Training Loss: 1.03306 ---Validation accuracy:--- 0.6198 Validation Loss: 1.0476693
Epoch: 6 ---Training accuracy:--- 0.63 Training Loss: 1.0547615 ---Validation accuracy:--- 0.5818 Validation Loss: 1.1919119
Epoch: 6 ---Training accuracy:--- 0.54 Training Loss: 1.1236235 ---Validation accuracy:--- 0.5168 Validation Loss: 1.2394537
Epoch: 6 ---Training accuracy:--- 0.53 Training Loss: 1.2510072 ---Validation accuracy:--- 0.577 Validation Loss: 1.1533442
Epoch: 6 ---Training accuracy:--- 0.58 Training Loss: 1.022523 ---Validation accuracy:--- 0.5494 Validation Loss: 1.1466385
Epoch: 6 ---Training accuracy:--- 0.49 Training Loss: 2.231679 ---Validation accuracy:--- 0.4024 Validation Loss: 2.7469988
Epoch: 6 ---Training accuracy:--- 0.38 Training Loss: 3.5241318 ---Validation accuracy:--- 0.322 Validation Loss: 3.9822767
Epoch: 6 ---Training accuracy:--- 0.19 Training Loss: 2.1998756 ---Validation accuracy:--- 0.2382 Validation Loss: 2.0421996
Epoch: 6 ---Training accuracy:--- 0.28 Training Loss: 2.0718498 ---Validation accuracy:--- 0.2984 Validation Loss: 1.9646461
Epoch: 6 ---Training accuracy:--- 0.4 Training Loss: 1.6642082 ---Validation accuracy:--- 0.351 Validation Loss: 1.8319899
Epoch: 6 ---Training accuracy:--- 0.31 Training Loss: 3.0196252 ---Validation accuracy:--- 0.355 Validation Loss: 3.0288134
Epoch: 6 ---Training accuracy:--- 0.39 Training Loss: 2.1606474 ---Validation accuracy:--- 0.339 Validation Loss: 2.4639227
Epoch: 6 ---Training accuracy:--- 0.31 Training Loss: 2.218833 ---Validation accuracy:--- 0.3006 Validation Loss: 2.4720263
Epoch: 6 ---Training accuracy:--- 0.22 Training Loss: 2.1576715 ---Validation accuracy:--- 0.2156 Validation Loss: 2.2160969
Epoch: 6 ---Training accuracy:--- 0.2 Training Loss: 2.2126353 ---Validation accuracy:--- 0.145 Validation Loss: 2.278125
Epoch: 6 ---Training accuracy:--- 0.25 Training Loss: 3.9265165 ---Validation accuracy:--- 0.1826 Validation Loss: 4.9953227
Epoch: 6 ---Training accuracy:--- 0.13 Training Loss: 2.750474 ---Validation accuracy:--- 0.1194 Validation Loss: 2.6668193
Epoch: 6 ---Training accuracy:--- 0.17 Training Loss: 2.5436692 ---Validation accuracy:--- 0.1908 Validation Loss: 2.4068925
Epoch: 6 ---Training accuracy:--- 0.24 Training Loss: 2.200396 ---Validation accuracy:--- 0.2116 Validation Loss: 2.3561234
Epoch: 6 ---Training accuracy:--- 0.22 Training Loss: 2.4854598 ---Validation accuracy:--- 0.194 Validation Loss: 2.3868392
Epoch: 6 ---Training accuracy:--- 0.18 Training Loss: 2.3458533 ---Validation accuracy:--- 0.1972 Validation Loss: 2.2907517
Epoch: 6 ---Training accuracy:--- 0.24 Training Loss: 2.2453425 ---Validation accuracy:--- 0.2084 Validation Loss: 2.260072
Epoch: 6 ---Training accuracy:--- 0.24 Training Loss: 2.2195938 ---Validation accuracy:--- 0.2014 Validation Loss: 2.2509623
Epoch: 6 ---Training accuracy:--- 0.23 Training Loss: 2.1820474 ---Validation accuracy:--- 0.2168 Validation Loss: 2.1942565
Epoch: 6 ---Training accuracy:--- 0.21 Training Loss: 2.1754088 ---Validation accuracy:--- 0.2266 Validation Loss: 2.1623502
Epoch: 6 ---Training accuracy:--- 0.29 Training Loss: 2.224644 ---Validation accuracy:--- 0.2576 Validation Loss: 2.1451406
Epoch: 6 ---Training accuracy:--- 0.2 Training Loss: 2.1380725 ---Validation accuracy:--- 0.2588 Validation Loss: 2.116881
Epoch: 6 ---Training accuracy:--- 0.31 Training Loss: 1.9509043 ---Validation accuracy:--- 0.2262 Validation Loss: 2.1358554
Epoch: 6 ---Training accuracy:--- 0.23 Training Loss: 2.076998 ---Validation accuracy:--- 0.2234 Validation Loss: 2.110997
Epoch: 6 ---Training accuracy:--- 0.18 Training Loss: 2.094305 ---Validation accuracy:--- 0.2258 Validation Loss: 2.0927444
Epoch: 6 ---Training accuracy:--- 0.22 Training Loss: 2.049617 ---Validation accuracy:--- 0.1742 Validation Loss: 2.1574042
Epoch: 6 ---Training accuracy:--- 0.21 Training Loss: 2.0711884 ---Validation accuracy:--- 0.1952 Validation Loss: 2.0829036
Epoch: 6 ---Training accuracy:--- 0.2 Training Loss: 2.1231124 ---Validation accuracy:--- 0.1938 Validation Loss: 2.102196
Epoch: 6 ---Training accuracy:--- 0.22 Training Loss: 2.0782077 ---Validation accuracy:--- 0.206 Validation Loss: 2.1098082
Epoch: 6 ---Training accuracy:--- 0.25 Training Loss: 2.1269433 ---Validation accuracy:--- 0.1866 Validation Loss: 2.0802703
Epoch: 6 ---Training accuracy:--- 0.19 Training Loss: 2.0829694 ---Validation accuracy:--- 0.2032 Validation Loss: 2.0726566
Epoch: 6 ---Training accuracy:--- 0.23 Training Loss: 1.9196566 ---Validation accuracy:--- 0.2142 Validation Loss: 2.0694737
Epoch: 6 ---Training accuracy:--- 0.25 Training Loss: 1.9183835 ---Validation accuracy:--- 0.194 Validation Loss: 2.0337613
Epoch: 6 ---Training accuracy:--- 0.16 Training Loss: 2.0021074 ---Validation accuracy:--- 0.2204 Validation Loss: 2.0022504
Epoch: 6 ---Training accuracy:--- 0.19 Training Loss: 1.9683434 ---Validation accuracy:--- 0.218 Validation Loss: 1.9922585
Epoch: 6 ---Training accuracy:--- 0.33 Training Loss: 1.9430035 ---Validation accuracy:--- 0.2416 Validation Loss: 1.9736695
Epoch: 6 ---Training accuracy:--- 0.19 Training Loss: 1.9082271 ---Validation accuracy:--- 0.2494 Validation Loss: 1.9497111
Epoch: 6 ---Training accuracy:--- 0.35 Training Loss: 1.828466 ---Validation accuracy:--- 0.2624 Validation Loss: 1.9421115
Epoch: 6 ---Training accuracy:--- 0.32 Training Loss: 1.8023484 ---Validation accuracy:--- 0.2662 Validation Loss: 1.920144
Epoch: 6 ---Training accuracy:--- 0.25 Training Loss: 1.8886257 ---Validation accuracy:--- 0.269 Validation Loss: 1.9168217
Epoch: 6 ---Training accuracy:--- 0.31 Training Loss: 1.8344601 ---Validation accuracy:--- 0.2652 Validation Loss: 1.9114357
Epoch: 6 ---Training accuracy:--- 0.32 Training Loss: 1.7925214 ---Validation accuracy:--- 0.2718 Validation Loss: 1.8959699
Epoch: 6 ---Training accuracy:--- 0.34 Training Loss: 1.8506055 ---Validation accuracy:--- 0.2642 Validation Loss: 1.8692902
Epoch: 6 ---Training accuracy:--- 0.21 Training Loss: 1.8102617 ---Validation accuracy:--- 0.2718 Validation Loss: 1.8524066
Epoch: 6 ---Training accuracy:--- 0.27 Training Loss: 1.9068545 ---Validation accuracy:--- 0.2778 Validation Loss: 1.8731427
Epoch: 6 ---Training accuracy:--- 0.27 Training Loss: 1.6450886 ---Validation accuracy:--- 0.252 Validation Loss: 1.8342414
Epoch: 6 ---Training accuracy:--- 0.27 Training Loss: 1.8047836 ---Validation accuracy:--- 0.2512 Validation Loss: 1.8458068
Epoch: 6 ---Training accuracy:--- 0.26 Training Loss: 1.9030151 ---Validation accuracy:--- 0.2596 Validation Loss: 1.8769859
Epoch: 6 ---Training accuracy:--- 0.27 Training Loss: 1.7954756 ---Validation accuracy:--- 0.2666 Validation Loss: 1.8327738
Epoch: 6 ---Training accuracy:--- 0.29 Training Loss: 1.6814551 ---Validation accuracy:--- 0.2488 Validation Loss: 1.8455902
Epoch: 6 ---Training accuracy:--- 0.26 Training Loss: 1.9442598 ---Validation accuracy:--- 0.1948 Validation Loss: 2.0739784
Epoch: 6 ---Training accuracy:--- 0.38 Training Loss: 1.7578844 ---Validation accuracy:--- 0.2858 Validation Loss: 1.8206408
Epoch: 6 ---Training accuracy:--- 0.26 Training Loss: 1.8037817 ---Validation accuracy:--- 0.2524 Validation Loss: 1.8251934
Epoch: 6 ---Training accuracy:--- 0.33 Training Loss: 1.6104192 ---Validation accuracy:--- 0.217 Validation Loss: 1.8344074
Epoch: 6 ---Training accuracy:--- 0.25 Training Loss: 1.7351975 ---Validation accuracy:--- 0.2666 Validation Loss: 1.8105016
Epoch: 6 ---Training accuracy:--- 0.25 Training Loss: 1.6957228 ---Validation accuracy:--- 0.258 Validation Loss: 1.807933
Epoch: 6 ---Training accuracy:--- 0.27 Training Loss: 1.7941066 ---Validation accuracy:--- 0.272 Validation Loss: 1.7878516
Epoch: 6 ---Training accuracy:--- 0.22 Training Loss: 1.9139035 ---Validation accuracy:--- 0.2168 Validation Loss: 1.866984
Epoch: 6 ---Training accuracy:--- 0.27 Training Loss: 1.8048682 ---Validation accuracy:--- 0.2592 Validation Loss: 1.7807496
Epoch: 6 ---Training accuracy:--- 0.39 Training Loss: 1.694082 ---Validation accuracy:--- 0.3064 Validation Loss: 1.7787285
Epoch: 6 ---Training accuracy:--- 0.21 Training Loss: 1.8932568 ---Validation accuracy:--- 0.2926 Validation Loss: 1.9086981
Epoch: 6 ---Training accuracy:--- 0.28 Training Loss: 1.8271079 ---Validation accuracy:--- 0.2832 Validation Loss: 1.8044262
Epoch: 6 ---Training accuracy:--- 0.33 Training Loss: 1.7860483 ---Validation accuracy:--- 0.3188 Validation Loss: 1.7745699
Epoch: 6 ---Training accuracy:--- 0.47 Training Loss: 1.5741979 ---Validation accuracy:--- 0.316 Validation Loss: 1.7209393
Epoch: 6 ---Training accuracy:--- 0.26 Training Loss: 1.7274296 ---Validation accuracy:--- 0.3232 Validation Loss: 1.7500746
Epoch: 6 ---Training accuracy:--- 0.25 Training Loss: 1.7477466 ---Validation accuracy:--- 0.2846 Validation Loss: 1.7894543
Epoch: 6 ---Training accuracy:--- 0.34 Training Loss: 1.8688698 ---Validation accuracy:--- 0.2982 Validation Loss: 1.8193926
Epoch: 6 ---Training accuracy:--- 0.4 Training Loss: 1.630705 ---Validation accuracy:--- 0.292 Validation Loss: 1.8176024
Epoch: 6 ---Training accuracy:--- 0.3 Training Loss: 1.7495904 ---Validation accuracy:--- 0.32 Validation Loss: 1.7237654
Epoch: 6 ---Training accuracy:--- 0.46 Training Loss: 1.5288646 ---Validation accuracy:--- 0.3338 Validation Loss: 1.7189636
Epoch: 6 ---Training accuracy:--- 0.36 Training Loss: 1.5807327 ---Validation accuracy:--- 0.316 Validation Loss: 1.752341
Epoch: 6 ---Training accuracy:--- 0.3 Training Loss: 1.6271914 ---Validation accuracy:--- 0.3236 Validation Loss: 1.7049154
Epoch: 6 ---Training accuracy:--- 0.31 Training Loss: 1.6527908 ---Validation accuracy:--- 0.3168 Validation Loss: 1.6610894
Epoch: 6 ---Training accuracy:--- 0.32 Training Loss: 1.5804574 ---Validation accuracy:--- 0.318 Validation Loss: 1.6438953
Epoch: 6 ---Training accuracy:--- 0.36 Training Loss: 1.8209434 ---Validation accuracy:--- 0.327 Validation Loss: 1.8120109
Epoch: 6 ---Training accuracy:--- 0.37 Training Loss: 1.6035588 ---Validation accuracy:--- 0.3332 Validation Loss: 1.708918
Epoch: 6 ---Training accuracy:--- 0.27 Training Loss: 1.7755886 ---Validation accuracy:--- 0.334 Validation Loss: 1.674831
Epoch: 6 ---Training accuracy:--- 0.36 Training Loss: 1.5156579 ---Validation accuracy:--- 0.3298 Validation Loss: 1.6381412
Epoch: 6 ---Training accuracy:--- 0.34 Training Loss: 1.6136132 ---Validation accuracy:--- 0.322 Validation Loss: 1.6376449
Epoch: 6 ---Training accuracy:--- 0.48 Training Loss: 1.43349 ---Validation accuracy:--- 0.3398 Validation Loss: 1.6478611
Epoch: 6 ---Training accuracy:--- 0.35 Training Loss: 1.7904495 ---Validation accuracy:--- 0.314 Validation Loss: 1.7587961
Epoch: 6 ---Training accuracy:--- 0.3 Training Loss: 1.5759758 ---Validation accuracy:--- 0.316 Validation Loss: 1.7558371
Epoch: 6 ---Training accuracy:--- 0.28 Training Loss: 1.6475499 ---Validation accuracy:--- 0.3214 Validation Loss: 1.7104648
Epoch: 6 ---Training accuracy:--- 0.37 Training Loss: 1.6265764 ---Validation accuracy:--- 0.2986 Validation Loss: 1.821144
Epoch: 6 ---Training accuracy:--- 0.39 Training Loss: 1.7023624 ---Validation accuracy:--- 0.3258 Validation Loss: 1.7524066
Epoch: 6 ---Training accuracy:--- 0.37 Training Loss: 1.6473497 ---Validation accuracy:--- 0.3346 Validation Loss: 1.6737165
Epoch: 6 ---Training accuracy:--- 0.43 Training Loss: 1.5847915 ---Validation accuracy:--- 0.3514 Validation Loss: 1.6197973
Epoch: 6 ---Training accuracy:--- 0.34 Training Loss: 1.7251016 ---Validation accuracy:--- 0.334 Validation Loss: 1.6055832
Epoch: 6 ---Training accuracy:--- 0.38 Training Loss: 1.5125302 ---Validation accuracy:--- 0.338 Validation Loss: 1.6044244
Epoch: 6 ---Training accuracy:--- 0.35 Training Loss: 1.7372617 ---Validation accuracy:--- 0.309 Validation Loss: 1.7448027
Epoch: 6 ---Training accuracy:--- 0.28 Training Loss: 1.745495 ---Validation accuracy:--- 0.3084 Validation Loss: 1.708224
Epoch: 6 ---Training accuracy:--- 0.34 Training Loss: 1.6390227 ---Validation accuracy:--- 0.3138 Validation Loss: 1.6843305
Epoch: 6 ---Training accuracy:--- 0.41 Training Loss: 1.5135624 ---Validation accuracy:--- 0.3538 Validation Loss: 1.6279701
Epoch: 6 ---Training accuracy:--- 0.43 Training Loss: 1.5488659 ---Validation accuracy:--- 0.3496 Validation Loss: 1.6162431
Epoch: 6 ---Training accuracy:--- 0.41 Training Loss: 1.4948301 ---Validation accuracy:--- 0.3472 Validation Loss: 1.6023546
Epoch: 6 ---Training accuracy:--- 0.33 Training Loss: 1.5154048 ---Validation accuracy:--- 0.3414 Validation Loss: 1.6015753
Epoch: 6 ---Training accuracy:--- 0.34 Training Loss: 1.7275484 ---Validation accuracy:--- 0.3788 Validation Loss: 1.5950972
Epoch: 6 ---Training accuracy:--- 0.47 Training Loss: 1.5169388 ---Validation accuracy:--- 0.366 Validation Loss: 1.6027945
Epoch: 6 ---Training accuracy:--- 0.38 Training Loss: 1.5169668 ---Validation accuracy:--- 0.3414 Validation Loss: 1.5478485
Epoch: 6 ---Training accuracy:--- 0.4 Training Loss: 1.5515386 ---Validation accuracy:--- 0.3718 Validation Loss: 1.5539674
Epoch: 6 ---Training accuracy:--- 0.44 Training Loss: 1.4820993 ---Validation accuracy:--- 0.332 Validation Loss: 1.6016979
Epoch: 6 ---Training accuracy:--- 0.41 Training Loss: 1.6018741 ---Validation accuracy:--- 0.355 Validation Loss: 1.5597085
Epoch: 6 ---Training accuracy:--- 0.43 Training Loss: 1.5728606 ---Validation accuracy:--- 0.3426 Validation Loss: 1.6495906
Epoch: 6 ---Training accuracy:--- 0.27 Training Loss: 1.6644995 ---Validation accuracy:--- 0.3384 Validation Loss: 1.6862754
Epoch: 7 ---Training accuracy:--- 0.36 Training Loss: 1.5970067 ---Validation accuracy:--- 0.3892 Validation Loss: 1.4961661
Epoch: 7 ---Training accuracy:--- 0.38 Training Loss: 1.4886997 ---Validation accuracy:--- 0.391 Validation Loss: 1.5013676
Epoch: 7 ---Training accuracy:--- 0.36 Training Loss: 1.5120474 ---Validation accuracy:--- 0.3864 Validation Loss: 1.4919293
Epoch: 7 ---Training accuracy:--- 0.36 Training Loss: 1.5234408 ---Validation accuracy:--- 0.386 Validation Loss: 1.5059224
Epoch: 7 ---Training accuracy:--- 0.4 Training Loss: 1.447581 ---Validation accuracy:--- 0.3956 Validation Loss: 1.4838997
Epoch: 7 ---Training accuracy:--- 0.35 Training Loss: 1.7728075 ---Validation accuracy:--- 0.3866 Validation Loss: 1.7038771
Epoch: 7 ---Training accuracy:--- 0.34 Training Loss: 2.1598802 ---Validation accuracy:--- 0.3474 Validation Loss: 2.037477
Epoch: 7 ---Training accuracy:--- 0.34 Training Loss: 1.7865945 ---Validation accuracy:--- 0.329 Validation Loss: 1.8376759
Epoch: 7 ---Training accuracy:--- 0.34 Training Loss: 1.7906754 ---Validation accuracy:--- 0.3686 Validation Loss: 1.7789466
Epoch: 7 ---Training accuracy:--- 0.17 Training Loss: 2.0985293 ---Validation accuracy:--- 0.2412 Validation Loss: 1.9329287
Epoch: 7 ---Training accuracy:--- 0.31 Training Loss: 2.035605 ---Validation accuracy:--- 0.3068 Validation Loss: 2.1755896
Epoch: 7 ---Training accuracy:--- 0.29 Training Loss: 1.8379086 ---Validation accuracy:--- 0.321 Validation Loss: 1.778059
Epoch: 7 ---Training accuracy:--- 0.35 Training Loss: 1.6283683 ---Validation accuracy:--- 0.2706 Validation Loss: 1.7263297
Epoch: 7 ---Training accuracy:--- 0.28 Training Loss: 1.6813129 ---Validation accuracy:--- 0.273 Validation Loss: 1.6662655
Epoch: 7 ---Training accuracy:--- 0.3 Training Loss: 1.6728723 ---Validation accuracy:--- 0.3 Validation Loss: 1.649375
Epoch: 7 ---Training accuracy:--- 0.28 Training Loss: 1.6648206 ---Validation accuracy:--- 0.2876 Validation Loss: 1.6945981
Epoch: 7 ---Training accuracy:--- 0.28 Training Loss: 1.6698056 ---Validation accuracy:--- 0.283 Validation Loss: 1.717652
Epoch: 7 ---Training accuracy:--- 0.31 Training Loss: 1.6616769 ---Validation accuracy:--- 0.2804 Validation Loss: 1.6952965
Epoch: 7 ---Training accuracy:--- 0.3 Training Loss: 1.6128308 ---Validation accuracy:--- 0.285 Validation Loss: 1.6594027
Epoch: 7 ---Training accuracy:--- 0.35 Training Loss: 1.6136016 ---Validation accuracy:--- 0.275 Validation Loss: 1.7897422
Epoch: 7 ---Training accuracy:--- 0.31 Training Loss: 1.7394444 ---Validation accuracy:--- 0.3064 Validation Loss: 1.622325
Epoch: 7 ---Training accuracy:--- 0.41 Training Loss: 1.6459651 ---Validation accuracy:--- 0.3546 Validation Loss: 1.5850567
Epoch: 7 ---Training accuracy:--- 0.38 Training Loss: 1.4211484 ---Validation accuracy:--- 0.3722 Validation Loss: 1.5660273
Epoch: 7 ---Training accuracy:--- 0.42 Training Loss: 1.4994721 ---Validation accuracy:--- 0.3566 Validation Loss: 1.5737815
Epoch: 7 ---Training accuracy:--- 0.4 Training Loss: 1.6072433 ---Validation accuracy:--- 0.3592 Validation Loss: 1.5691974
Epoch: 7 ---Training accuracy:--- 0.38 Training Loss: 1.6278094 ---Validation accuracy:--- 0.3592 Validation Loss: 1.5719429
Epoch: 7 ---Training accuracy:--- 0.36 Training Loss: 1.6638215 ---Validation accuracy:--- 0.3618 Validation Loss: 1.6048417
Epoch: 7 ---Training accuracy:--- 0.45 Training Loss: 1.4617618 ---Validation accuracy:--- 0.3666 Validation Loss: 1.5601734
Epoch: 7 ---Training accuracy:--- 0.34 Training Loss: 1.5488707 ---Validation accuracy:--- 0.3626 Validation Loss: 1.5588851
Epoch: 7 ---Training accuracy:--- 0.34 Training Loss: 1.5233884 ---Validation accuracy:--- 0.3404 Validation Loss: 1.6292361
Epoch: 7 ---Training accuracy:--- 0.36 Training Loss: 1.572266 ---Validation accuracy:--- 0.3146 Validation Loss: 1.6541219
Epoch: 7 ---Training accuracy:--- 0.31 Training Loss: 1.7934567 ---Validation accuracy:--- 0.294 Validation Loss: 1.8365754
Epoch: 7 ---Training accuracy:--- 0.19 Training Loss: 1.9211637 ---Validation accuracy:--- 0.3066 Validation Loss: 1.7780002
Epoch: 7 ---Training accuracy:--- 0.31 Training Loss: 1.7235266 ---Validation accuracy:--- 0.3196 Validation Loss: 1.7312008
Epoch: 7 ---Training accuracy:--- 0.33 Training Loss: 1.8564174 ---Validation accuracy:--- 0.3316 Validation Loss: 1.8210043
Epoch: 7 ---Training accuracy:--- 0.22 Training Loss: 1.7973518 ---Validation accuracy:--- 0.3214 Validation Loss: 1.7988709
Epoch: 7 ---Training accuracy:--- 0.41 Training Loss: 1.7428958 ---Validation accuracy:--- 0.3258 Validation Loss: 1.7263105
Epoch: 7 ---Training accuracy:--- 0.33 Training Loss: 1.6765001 ---Validation accuracy:--- 0.3406 Validation Loss: 1.6367378
Epoch: 7 ---Training accuracy:--- 0.35 Training Loss: 1.5343705 ---Validation accuracy:--- 0.3446 Validation Loss: 1.6186337
Epoch: 7 ---Training accuracy:--- 0.43 Training Loss: 1.5038229 ---Validation accuracy:--- 0.3746 Validation Loss: 1.5832363
Epoch: 7 ---Training accuracy:--- 0.39 Training Loss: 1.5615165 ---Validation accuracy:--- 0.3548 Validation Loss: 1.598072
Epoch: 7 ---Training accuracy:--- 0.46 Training Loss: 1.5120205 ---Validation accuracy:--- 0.3508 Validation Loss: 1.5810436
Epoch: 7 ---Training accuracy:--- 0.29 Training Loss: 1.6125952 ---Validation accuracy:--- 0.3556 Validation Loss: 1.5401185
Epoch: 7 ---Training accuracy:--- 0.37 Training Loss: 1.5694835 ---Validation accuracy:--- 0.3552 Validation Loss: 1.5345228
Epoch: 7 ---Training accuracy:--- 0.38 Training Loss: 1.5731119 ---Validation accuracy:--- 0.3236 Validation Loss: 1.5397975
Epoch: 7 ---Training accuracy:--- 0.4 Training Loss: 1.693266 ---Validation accuracy:--- 0.3382 Validation Loss: 1.6417428
Epoch: 7 ---Training accuracy:--- 0.31 Training Loss: 1.6187817 ---Validation accuracy:--- 0.3402 Validation Loss: 1.5494767
Epoch: 7 ---Training accuracy:--- 0.42 Training Loss: 1.467283 ---Validation accuracy:--- 0.353 Validation Loss: 1.5367346
Epoch: 7 ---Training accuracy:--- 0.43 Training Loss: 1.3058809 ---Validation accuracy:--- 0.3368 Validation Loss: 1.5402808
Epoch: 7 ---Training accuracy:--- 0.4 Training Loss: 1.4757254 ---Validation accuracy:--- 0.356 Validation Loss: 1.6219977
Epoch: 7 ---Training accuracy:--- 0.35 Training Loss: 1.6550491 ---Validation accuracy:--- 0.3506 Validation Loss: 1.5614814
Epoch: 7 ---Training accuracy:--- 0.37 Training Loss: 1.5432692 ---Validation accuracy:--- 0.3736 Validation Loss: 1.5552293
Epoch: 7 ---Training accuracy:--- 0.41 Training Loss: 1.6050528 ---Validation accuracy:--- 0.364 Validation Loss: 1.5092837
Epoch: 7 ---Training accuracy:--- 0.32 Training Loss: 1.4237008 ---Validation accuracy:--- 0.3768 Validation Loss: 1.4978347
Epoch: 7 ---Training accuracy:--- 0.39 Training Loss: 1.4721146 ---Validation accuracy:--- 0.3326 Validation Loss: 1.5905252
Epoch: 7 ---Training accuracy:--- 0.45 Training Loss: 1.4497043 ---Validation accuracy:--- 0.3858 Validation Loss: 1.525533
Epoch: 7 ---Training accuracy:--- 0.39 Training Loss: 1.3940738 ---Validation accuracy:--- 0.4038 Validation Loss: 1.517681
Epoch: 7 ---Training accuracy:--- 0.42 Training Loss: 1.3980161 ---Validation accuracy:--- 0.359 Validation Loss: 1.5612756
Epoch: 7 ---Training accuracy:--- 0.44 Training Loss: 1.4936634 ---Validation accuracy:--- 0.385 Validation Loss: 1.5186944
Epoch: 7 ---Training accuracy:--- 0.42 Training Loss: 1.3512615 ---Validation accuracy:--- 0.3988 Validation Loss: 1.5098709
Epoch: 7 ---Training accuracy:--- 0.42 Training Loss: 1.4832253 ---Validation accuracy:--- 0.412 Validation Loss: 1.49121
Epoch: 7 ---Training accuracy:--- 0.46 Training Loss: 1.409134 ---Validation accuracy:--- 0.3744 Validation Loss: 1.4874586
Epoch: 7 ---Training accuracy:--- 0.5 Training Loss: 1.3651108 ---Validation accuracy:--- 0.4124 Validation Loss: 1.475678
Epoch: 7 ---Training accuracy:--- 0.45 Training Loss: 1.4618901 ---Validation accuracy:--- 0.4008 Validation Loss: 1.4955944
Epoch: 7 ---Training accuracy:--- 0.35 Training Loss: 1.4583572 ---Validation accuracy:--- 0.4074 Validation Loss: 1.4936849
Epoch: 7 ---Training accuracy:--- 0.52 Training Loss: 1.2774571 ---Validation accuracy:--- 0.41 Validation Loss: 1.4834527
Epoch: 7 ---Training accuracy:--- 0.4 Training Loss: 1.4362048 ---Validation accuracy:--- 0.3798 Validation Loss: 1.505793
Epoch: 7 ---Training accuracy:--- 0.39 Training Loss: 1.4839746 ---Validation accuracy:--- 0.391 Validation Loss: 1.4591237
Epoch: 7 ---Training accuracy:--- 0.4 Training Loss: 1.419801 ---Validation accuracy:--- 0.3814 Validation Loss: 1.4292203
Epoch: 7 ---Training accuracy:--- 0.35 Training Loss: 1.6355307 ---Validation accuracy:--- 0.3714 Validation Loss: 1.4395571
Epoch: 7 ---Training accuracy:--- 0.45 Training Loss: 1.432991 ---Validation accuracy:--- 0.4014 Validation Loss: 1.4272724
Epoch: 7 ---Training accuracy:--- 0.42 Training Loss: 1.4941626 ---Validation accuracy:--- 0.413 Validation Loss: 1.4310408
Epoch: 7 ---Training accuracy:--- 0.53 Training Loss: 1.2460487 ---Validation accuracy:--- 0.3938 Validation Loss: 1.4314812
Epoch: 7 ---Training accuracy:--- 0.42 Training Loss: 1.491236 ---Validation accuracy:--- 0.3672 Validation Loss: 1.53231
Epoch: 7 ---Training accuracy:--- 0.47 Training Loss: 1.4702649 ---Validation accuracy:--- 0.4118 Validation Loss: 1.5092485
Epoch: 7 ---Training accuracy:--- 0.47 Training Loss: 1.4377396 ---Validation accuracy:--- 0.4056 Validation Loss: 1.5023255
Epoch: 7 ---Training accuracy:--- 0.39 Training Loss: 1.4271476 ---Validation accuracy:--- 0.3882 Validation Loss: 1.4691346
Epoch: 7 ---Training accuracy:--- 0.44 Training Loss: 1.51957 ---Validation accuracy:--- 0.389 Validation Loss: 1.4567959
Epoch: 7 ---Training accuracy:--- 0.42 Training Loss: 1.4118011 ---Validation accuracy:--- 0.4132 Validation Loss: 1.435713
Epoch: 7 ---Training accuracy:--- 0.37 Training Loss: 1.581803 ---Validation accuracy:--- 0.3178 Validation Loss: 1.7644848
Epoch: 7 ---Training accuracy:--- 0.25 Training Loss: 1.7752235 ---Validation accuracy:--- 0.3384 Validation Loss: 1.7581133
Epoch: 7 ---Training accuracy:--- 0.37 Training Loss: 1.6046646 ---Validation accuracy:--- 0.3492 Validation Loss: 1.7117562
Epoch: 7 ---Training accuracy:--- 0.41 Training Loss: 1.4180423 ---Validation accuracy:--- 0.3774 Validation Loss: 1.5360799
Epoch: 7 ---Training accuracy:--- 0.44 Training Loss: 1.3756005 ---Validation accuracy:--- 0.3776 Validation Loss: 1.5145439
Epoch: 7 ---Training accuracy:--- 0.36 Training Loss: 1.5694448 ---Validation accuracy:--- 0.376 Validation Loss: 1.4740746
Epoch: 7 ---Training accuracy:--- 0.37 Training Loss: 1.4520774 ---Validation accuracy:--- 0.3712 Validation Loss: 1.4738767
Epoch: 7 ---Training accuracy:--- 0.49 Training Loss: 1.4449127 ---Validation accuracy:--- 0.3764 Validation Loss: 1.4930596
Epoch: 7 ---Training accuracy:--- 0.43 Training Loss: 1.4197956 ---Validation accuracy:--- 0.3804 Validation Loss: 1.4921215
Epoch: 7 ---Training accuracy:--- 0.47 Training Loss: 1.3713516 ---Validation accuracy:--- 0.38 Validation Loss: 1.4672252
Epoch: 7 ---Training accuracy:--- 0.41 Training Loss: 1.3534733 ---Validation accuracy:--- 0.384 Validation Loss: 1.4604177
Epoch: 7 ---Training accuracy:--- 0.33 Training Loss: 1.3769568 ---Validation accuracy:--- 0.3734 Validation Loss: 1.4552275
Epoch: 7 ---Training accuracy:--- 0.29 Training Loss: 1.8823406 ---Validation accuracy:--- 0.3008 Validation Loss: 1.7634844
Epoch: 7 ---Training accuracy:--- 0.39 Training Loss: 1.5908673 ---Validation accuracy:--- 0.3508 Validation Loss: 1.5929012
Epoch: 7 ---Training accuracy:--- 0.39 Training Loss: 1.6759727 ---Validation accuracy:--- 0.3194 Validation Loss: 1.7885023
Epoch: 7 ---Training accuracy:--- 0.27 Training Loss: 1.8788754 ---Validation accuracy:--- 0.2986 Validation Loss: 1.7705027
Epoch: 7 ---Training accuracy:--- 0.32 Training Loss: 1.8885198 ---Validation accuracy:--- 0.2958 Validation Loss: 1.7809796
Epoch: 7 ---Training accuracy:--- 0.41 Training Loss: 1.4814894 ---Validation accuracy:--- 0.3592 Validation Loss: 1.5681463
Epoch: 7 ---Training accuracy:--- 0.41 Training Loss: 1.5685797 ---Validation accuracy:--- 0.3602 Validation Loss: 1.5644188
Epoch: 7 ---Training accuracy:--- 0.37 Training Loss: 1.3520464 ---Validation accuracy:--- 0.369 Validation Loss: 1.4760247
Epoch: 7 ---Training accuracy:--- 0.38 Training Loss: 1.31379 ---Validation accuracy:--- 0.3576 Validation Loss: 1.4800541
Epoch: 7 ---Training accuracy:--- 0.4 Training Loss: 1.3722208 ---Validation accuracy:--- 0.368 Validation Loss: 1.444717
Epoch: 7 ---Training accuracy:--- 0.33 Training Loss: 1.8096869 ---Validation accuracy:--- 0.2858 Validation Loss: 1.7260033
Epoch: 7 ---Training accuracy:--- 0.42 Training Loss: 1.5287902 ---Validation accuracy:--- 0.3738 Validation Loss: 1.6291678
Epoch: 7 ---Training accuracy:--- 0.42 Training Loss: 1.6049172 ---Validation accuracy:--- 0.4118 Validation Loss: 1.5594201
Epoch: 7 ---Training accuracy:--- 0.39 Training Loss: 1.5419488 ---Validation accuracy:--- 0.3964 Validation Loss: 1.5750571
Epoch: 7 ---Training accuracy:--- 0.42 Training Loss: 1.5140698 ---Validation accuracy:--- 0.3808 Validation Loss: 1.5519361
Epoch: 7 ---Training accuracy:--- 0.43 Training Loss: 1.4400318 ---Validation accuracy:--- 0.4018 Validation Loss: 1.5187739
Epoch: 7 ---Training accuracy:--- 0.41 Training Loss: 1.4020679 ---Validation accuracy:--- 0.3672 Validation Loss: 1.5894907
Epoch: 7 ---Training accuracy:--- 0.37 Training Loss: 1.517085 ---Validation accuracy:--- 0.408 Validation Loss: 1.4833351
Epoch: 7 ---Training accuracy:--- 0.5 Training Loss: 1.1686739 ---Validation accuracy:--- 0.381 Validation Loss: 1.4630442
Epoch: 7 ---Training accuracy:--- 0.44 Training Loss: 1.4263989 ---Validation accuracy:--- 0.4046 Validation Loss: 1.4319986
Epoch: 7 ---Training accuracy:--- 0.43 Training Loss: 1.4426799 ---Validation accuracy:--- 0.4038 Validation Loss: 1.4273752
Epoch: 7 ---Training accuracy:--- 0.51 Training Loss: 1.2062804 ---Validation accuracy:--- 0.4124 Validation Loss: 1.402668
Epoch: 7 ---Training accuracy:--- 0.39 Training Loss: 1.5115533 ---Validation accuracy:--- 0.3886 Validation Loss: 1.4072584
Epoch: 7 ---Training accuracy:--- 0.51 Training Loss: 1.4137759 ---Validation accuracy:--- 0.4124 Validation Loss: 1.4053352
Epoch: 7 ---Training accuracy:--- 0.37 Training Loss: 1.4421345 ---Validation accuracy:--- 0.3968 Validation Loss: 1.4085351
Epoch: 7 ---Training accuracy:--- 0.42 Training Loss: 1.5098214 ---Validation accuracy:--- 0.355 Validation Loss: 1.6437695
Epoch: 7 ---Training accuracy:--- 0.38 Training Loss: 1.3444804 ---Validation accuracy:--- 0.3886 Validation Loss: 1.4538428
Epoch: 7 ---Training accuracy:--- 0.44 Training Loss: 1.3989816 ---Validation accuracy:--- 0.3888 Validation Loss: 1.4281801
Epoch: 7 ---Training accuracy:--- 0.41 Training Loss: 1.3439133 ---Validation accuracy:--- 0.377 Validation Loss: 1.4092073
Epoch: 7 ---Training accuracy:--- 0.49 Training Loss: 1.4925995 ---Validation accuracy:--- 0.393 Validation Loss: 1.949498
Epoch: 7 ---Training accuracy:--- 0.41 Training Loss: 1.5171756 ---Validation accuracy:--- 0.3224 Validation Loss: 1.5276989
Epoch: 7 ---Training accuracy:--- 0.4 Training Loss: 1.5172681 ---Validation accuracy:--- 0.3878 Validation Loss: 1.4791921
Epoch: 7 ---Training accuracy:--- 0.43 Training Loss: 1.4279977 ---Validation accuracy:--- 0.3936 Validation Loss: 1.4610717
Epoch: 7 ---Training accuracy:--- 0.42 Training Loss: 1.3721116 ---Validation accuracy:--- 0.3918 Validation Loss: 1.4275478
Epoch: 7 ---Training accuracy:--- 0.4 Training Loss: 1.4272285 ---Validation accuracy:--- 0.3878 Validation Loss: 1.4206022
Epoch: 7 ---Training accuracy:--- 0.48 Training Loss: 1.2906995 ---Validation accuracy:--- 0.38 Validation Loss: 1.4314486
Epoch: 7 ---Training accuracy:--- 0.43 Training Loss: 1.3927323 ---Validation accuracy:--- 0.3946 Validation Loss: 1.4253896
Epoch: 7 ---Training accuracy:--- 0.34 Training Loss: 1.6155252 ---Validation accuracy:--- 0.3486 Validation Loss: 1.5102032
Epoch: 7 ---Training accuracy:--- 0.33 Training Loss: 1.4855013 ---Validation accuracy:--- 0.3808 Validation Loss: 1.4201182
Epoch: 7 ---Training accuracy:--- 0.43 Training Loss: 1.4820725 ---Validation accuracy:--- 0.3378 Validation Loss: 1.6598883
Epoch: 7 ---Training accuracy:--- 0.4 Training Loss: 1.5389923 ---Validation accuracy:--- 0.3422 Validation Loss: 1.5915611
Epoch: 7 ---Training accuracy:--- 0.41 Training Loss: 1.5968297 ---Validation accuracy:--- 0.342 Validation Loss: 1.5694131
Epoch: 7 ---Training accuracy:--- 0.46 Training Loss: 1.3231499 ---Validation accuracy:--- 0.347 Validation Loss: 1.5753417
Epoch: 7 ---Training accuracy:--- 0.47 Training Loss: 1.4242831 ---Validation accuracy:--- 0.3594 Validation Loss: 1.5477855
Epoch: 7 ---Training accuracy:--- 0.36 Training Loss: 1.5146561 ---Validation accuracy:--- 0.361 Validation Loss: 1.5196459
Epoch: 7 ---Training accuracy:--- 0.41 Training Loss: 1.5273051 ---Validation accuracy:--- 0.374 Validation Loss: 1.5388435
Epoch: 7 ---Training accuracy:--- 0.44 Training Loss: 1.3131732 ---Validation accuracy:--- 0.3764 Validation Loss: 1.502231
Epoch: 7 ---Training accuracy:--- 0.45 Training Loss: 1.362703 ---Validation accuracy:--- 0.3844 Validation Loss: 1.4871371
Epoch: 7 ---Training accuracy:--- 0.35 Training Loss: 1.4965303 ---Validation accuracy:--- 0.3846 Validation Loss: 1.4911765
Epoch: 7 ---Training accuracy:--- 0.46 Training Loss: 1.3543812 ---Validation accuracy:--- 0.3778 Validation Loss: 1.4730135
Epoch: 7 ---Training accuracy:--- 0.43 Training Loss: 1.4608972 ---Validation accuracy:--- 0.3912 Validation Loss: 1.4566461
Epoch: 7 ---Training accuracy:--- 0.47 Training Loss: 1.3724933 ---Validation accuracy:--- 0.3844 Validation Loss: 1.4405776
Epoch: 7 ---Training accuracy:--- 0.47 Training Loss: 1.3944408 ---Validation accuracy:--- 0.4304 Validation Loss: 1.4611813
Epoch: 7 ---Training accuracy:--- 0.47 Training Loss: 1.3765912 ---Validation accuracy:--- 0.3724 Validation Loss: 1.5165831
Epoch: 7 ---Training accuracy:--- 0.39 Training Loss: 1.4274783 ---Validation accuracy:--- 0.3858 Validation Loss: 1.4721996
Epoch: 7 ---Training accuracy:--- 0.37 Training Loss: 1.481352 ---Validation accuracy:--- 0.3814 Validation Loss: 1.4275551
Epoch: 7 ---Training accuracy:--- 0.35 Training Loss: 1.4228337 ---Validation accuracy:--- 0.3884 Validation Loss: 1.4134285
Epoch: 7 ---Training accuracy:--- 0.44 Training Loss: 1.4146514 ---Validation accuracy:--- 0.3858 Validation Loss: 1.4243314
Epoch: 7 ---Training accuracy:--- 0.44 Training Loss: 1.3746952 ---Validation accuracy:--- 0.3788 Validation Loss: 1.4217994
Epoch: 7 ---Training accuracy:--- 0.44 Training Loss: 1.2991226 ---Validation accuracy:--- 0.3772 Validation Loss: 1.4204243
Epoch: 7 ---Training accuracy:--- 0.46 Training Loss: 1.3025348 ---Validation accuracy:--- 0.3604 Validation Loss: 1.4139858
Epoch: 7 ---Training accuracy:--- 0.37 Training Loss: 1.4504747 ---Validation accuracy:--- 0.376 Validation Loss: 1.46582
Epoch: 7 ---Training accuracy:--- 0.45 Training Loss: 1.3884755 ---Validation accuracy:--- 0.3952 Validation Loss: 1.4290402
Epoch: 7 ---Training accuracy:--- 0.42 Training Loss: 1.365016 ---Validation accuracy:--- 0.3968 Validation Loss: 1.4327879
Epoch: 7 ---Training accuracy:--- 0.49 Training Loss: 1.4175595 ---Validation accuracy:--- 0.4076 Validation Loss: 1.4582437
Epoch: 7 ---Training accuracy:--- 0.44 Training Loss: 1.406233 ---Validation accuracy:--- 0.4122 Validation Loss: 1.4871829
Epoch: 7 ---Training accuracy:--- 0.38 Training Loss: 1.5832858 ---Validation accuracy:--- 0.3968 Validation Loss: 1.5635887
Epoch: 7 ---Training accuracy:--- 0.45 Training Loss: 1.3177298 ---Validation accuracy:--- 0.3964 Validation Loss: 1.5317576
Epoch: 7 ---Training accuracy:--- 0.48 Training Loss: 1.3737391 ---Validation accuracy:--- 0.4096 Validation Loss: 1.4853084
Epoch: 7 ---Training accuracy:--- 0.45 Training Loss: 1.4087116 ---Validation accuracy:--- 0.4048 Validation Loss: 1.5053654
Epoch: 7 ---Training accuracy:--- 0.46 Training Loss: 1.2689635 ---Validation accuracy:--- 0.418 Validation Loss: 1.4684421
Epoch: 7 ---Training accuracy:--- 0.42 Training Loss: 1.4065921 ---Validation accuracy:--- 0.4142 Validation Loss: 1.4586416
Epoch: 7 ---Training accuracy:--- 0.45 Training Loss: 1.3952106 ---Validation accuracy:--- 0.425 Validation Loss: 1.5181297
Epoch: 7 ---Training accuracy:--- 0.46 Training Loss: 1.3883383 ---Validation accuracy:--- 0.3674 Validation Loss: 1.5611026
Epoch: 7 ---Training accuracy:--- 0.42 Training Loss: 1.4605637 ---Validation accuracy:--- 0.384 Validation Loss: 1.5196147
Epoch: 7 ---Training accuracy:--- 0.38 Training Loss: 1.5104731 ---Validation accuracy:--- 0.3794 Validation Loss: 1.5330881
Epoch: 7 ---Training accuracy:--- 0.43 Training Loss: 1.4617712 ---Validation accuracy:--- 0.3838 Validation Loss: 1.5867658
Epoch: 7 ---Training accuracy:--- 0.36 Training Loss: 1.5150304 ---Validation accuracy:--- 0.3728 Validation Loss: 1.5674496
Epoch: 7 ---Training accuracy:--- 0.39 Training Loss: 1.5508647 ---Validation accuracy:--- 0.3498 Validation Loss: 1.6301765
Epoch: 7 ---Training accuracy:--- 0.4 Training Loss: 1.4325435 ---Validation accuracy:--- 0.3622 Validation Loss: 1.6003827
Epoch: 7 ---Training accuracy:--- 0.37 Training Loss: 1.6449252 ---Validation accuracy:--- 0.3724 Validation Loss: 1.5429844
Epoch: 7 ---Training accuracy:--- 0.39 Training Loss: 1.5245868 ---Validation accuracy:--- 0.383 Validation Loss: 1.5260909
Epoch: 7 ---Training accuracy:--- 0.4 Training Loss: 1.5796524 ---Validation accuracy:--- 0.3732 Validation Loss: 1.6351969
Epoch: 7 ---Training accuracy:--- 0.28 Training Loss: 2.012385 ---Validation accuracy:--- 0.28 Validation Loss: 2.1052196
Epoch: 7 ---Training accuracy:--- 0.41 Training Loss: 24.016132 ---Validation accuracy:--- 0.307 Validation Loss: 25.121086
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 6.2347865 ---Validation accuracy:--- 0.1166 Validation Loss: 6.357734
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 3.068985 ---Validation accuracy:--- 0.11 Validation Loss: 3.0299077
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.771118 ---Validation accuracy:--- 0.0958 Validation Loss: 2.9902003
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 3.1200812 ---Validation accuracy:--- 0.0958 Validation Loss: 2.939616
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.9173071 ---Validation accuracy:--- 0.0958 Validation Loss: 2.9002812
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.8750186 ---Validation accuracy:--- 0.0958 Validation Loss: 2.8615081
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.9508789 ---Validation accuracy:--- 0.11 Validation Loss: 2.8186157
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.7617943 ---Validation accuracy:--- 0.0958 Validation Loss: 2.784127
Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.7645686 ---Validation accuracy:--- 0.11 Validation Loss: 2.7495778
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.7583022 ---Validation accuracy:--- 0.11 Validation Loss: 2.7159064
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.867316 ---Validation accuracy:--- 0.11 Validation Loss: 2.6798964
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.633255 ---Validation accuracy:--- 0.11 Validation Loss: 2.6539571
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.5679557 ---Validation accuracy:--- 0.11 Validation Loss: 2.6324282
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.604745 ---Validation accuracy:--- 0.11 Validation Loss: 2.6086195
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.5806658 ---Validation accuracy:--- 0.0958 Validation Loss: 2.5869613
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.5029583 ---Validation accuracy:--- 0.0958 Validation Loss: 2.56916
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.6007397 ---Validation accuracy:--- 0.0958 Validation Loss: 2.547627
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.5561419 ---Validation accuracy:--- 0.11 Validation Loss: 2.5271595
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.4221885 ---Validation accuracy:--- 0.11 Validation Loss: 2.5137048
Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.5482194 ---Validation accuracy:--- 0.11 Validation Loss: 2.4955206
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.5485864 ---Validation accuracy:--- 0.11 Validation Loss: 2.4788938
Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.3761437 ---Validation accuracy:--- 0.11 Validation Loss: 2.4691234
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.4477346 ---Validation accuracy:--- 0.11 Validation Loss: 2.4572647
Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.4846916 ---Validation accuracy:--- 0.11 Validation Loss: 2.4441679
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.51802 ---Validation accuracy:--- 0.11 Validation Loss: 2.4296858
Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.4661436 ---Validation accuracy:--- 0.11 Validation Loss: 2.418063
Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.4393015 ---Validation accuracy:--- 0.11 Validation Loss: 2.40787
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.468203 ---Validation accuracy:--- 0.11 Validation Loss: 2.396915
Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.4160712 ---Validation accuracy:--- 0.11 Validation Loss: 2.3881853
Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.3888369 ---Validation accuracy:--- 0.11 Validation Loss: 2.3810997
Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.3886595 ---Validation accuracy:--- 0.1002 Validation Loss: 2.3743339
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2937157 ---Validation accuracy:--- 0.1002 Validation Loss: 2.3720024
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.4053326 ---Validation accuracy:--- 0.1002 Validation Loss: 2.3645155
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.3422952 ---Validation accuracy:--- 0.1002 Validation Loss: 2.3605216
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.3210764 ---Validation accuracy:--- 0.1002 Validation Loss: 2.357089
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3556464 ---Validation accuracy:--- 0.1002 Validation Loss: 2.3523474
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.3424253 ---Validation accuracy:--- 0.11 Validation Loss: 2.3483753
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.3578086 ---Validation accuracy:--- 0.1002 Validation Loss: 2.3442032
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.343256 ---Validation accuracy:--- 0.1002 Validation Loss: 2.3403325
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.3537414 ---Validation accuracy:--- 0.11 Validation Loss: 2.3358657
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.3191996 ---Validation accuracy:--- 0.11 Validation Loss: 2.3336318
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.3324518 ---Validation accuracy:--- 0.11 Validation Loss: 2.3305979
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.3158567 ---Validation accuracy:--- 0.11 Validation Loss: 2.328165
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.2998126 ---Validation accuracy:--- 0.11 Validation Loss: 2.3273277
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3135865 ---Validation accuracy:--- 0.11 Validation Loss: 2.3250055
Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.31783 ---Validation accuracy:--- 0.11 Validation Loss: 2.3227043
Epoch: 7 ---Training accuracy:--- 0.17 Training Loss: 2.3211267 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3208177
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.3238993 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3187478
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.3186903 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3171759
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3219981 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3148582
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.3154337 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3136358
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.3104098 ---Validation accuracy:--- 0.0958 Validation Loss: 2.312349
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.319696 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3105543
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.318217 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3093944
Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.3219543 ---Validation accuracy:--- 0.11 Validation Loss: 2.30722
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.2892504 ---Validation accuracy:--- 0.11 Validation Loss: 2.3074527
Epoch: 7 ---Training accuracy:--- 0.2 Training Loss: 2.3037896 ---Validation accuracy:--- 0.107 Validation Loss: 2.3061063
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3039834 ---Validation accuracy:--- 0.107 Validation Loss: 2.3053336
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.2976458 ---Validation accuracy:--- 0.11 Validation Loss: 2.3054442
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3106582 ---Validation accuracy:--- 0.11 Validation Loss: 2.3049846
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3095639 ---Validation accuracy:--- 0.11 Validation Loss: 2.3036723
Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.2997675 ---Validation accuracy:--- 0.107 Validation Loss: 2.3031538
Epoch: 7 ---Training accuracy:--- 0.19 Training Loss: 2.2864916 ---Validation accuracy:--- 0.107 Validation Loss: 2.3038592
Epoch: 7 ---Training accuracy:--- 0.06 Training Loss: 2.3189402 ---Validation accuracy:--- 0.107 Validation Loss: 2.3034937
Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.2894523 ---Validation accuracy:--- 0.11 Validation Loss: 2.3031194
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3116953 ---Validation accuracy:--- 0.107 Validation Loss: 2.302159
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.298638 ---Validation accuracy:--- 0.11 Validation Loss: 2.3021812
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3136187 ---Validation accuracy:--- 0.11 Validation Loss: 2.3017194
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3071685 ---Validation accuracy:--- 0.11 Validation Loss: 2.30133
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.308658 ---Validation accuracy:--- 0.11 Validation Loss: 2.3013957
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.2882938 ---Validation accuracy:--- 0.11 Validation Loss: 2.3017519
Epoch: 7 ---Training accuracy:--- 0.06 Training Loss: 2.3124857 ---Validation accuracy:--- 0.11 Validation Loss: 2.3016238
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.2930636 ---Validation accuracy:--- 0.0958 Validation Loss: 2.30121
Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.293944 ---Validation accuracy:--- 0.11 Validation Loss: 2.3009472
Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.3075392 ---Validation accuracy:--- 0.11 Validation Loss: 2.301291
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.3047564 ---Validation accuracy:--- 0.0958 Validation Loss: 2.301384
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.2977767 ---Validation accuracy:--- 0.11 Validation Loss: 2.3008769
Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.2945085 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009572
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.3048565 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010235
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2944741 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009782
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.3056056 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009045
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.3024948 ---Validation accuracy:--- 0.11 Validation Loss: 2.3011
Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.294406 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3005743
Epoch: 7 ---Training accuracy:--- 0.19 Training Loss: 2.2901886 ---Validation accuracy:--- 0.11 Validation Loss: 2.3008125
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2982633 ---Validation accuracy:--- 0.11 Validation Loss: 2.3008347
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3003874 ---Validation accuracy:--- 0.11 Validation Loss: 2.3009002
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.2970724 ---Validation accuracy:--- 0.11 Validation Loss: 2.3014278
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.3009722 ---Validation accuracy:--- 0.11 Validation Loss: 2.3013473
Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.3082159 ---Validation accuracy:--- 0.11 Validation Loss: 2.3012335
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.2956808 ---Validation accuracy:--- 0.11 Validation Loss: 2.302012
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3004045 ---Validation accuracy:--- 0.11 Validation Loss: 2.3019207
Epoch: 7 ---Training accuracy:--- 0.05 Training Loss: 2.303153 ---Validation accuracy:--- 0.11 Validation Loss: 2.301631
Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.3012478 ---Validation accuracy:--- 0.1002 Validation Loss: 2.3017929
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.291723 ---Validation accuracy:--- 0.1002 Validation Loss: 2.3017223
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.2988026 ---Validation accuracy:--- 0.1002 Validation Loss: 2.3016565
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3022835 ---Validation accuracy:--- 0.1002 Validation Loss: 2.3014002
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.2997787 ---Validation accuracy:--- 0.1002 Validation Loss: 2.3013892
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2896557 ---Validation accuracy:--- 0.1002 Validation Loss: 2.3016129
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.29544 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015401
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.2977052 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013878
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.290539 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014219
Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.287599 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301733
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.2977989 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3024921
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2935853 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3029628
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2880082 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3024843
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3084147 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022773
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2953951 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3024783
Epoch: 7 ---Training accuracy:--- 0.03 Training Loss: 2.2934904 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023179
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2967794 ---Validation accuracy:--- 0.11 Validation Loss: 2.30279
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.299455 ---Validation accuracy:--- 0.11 Validation Loss: 2.3025491
Epoch: 7 ---Training accuracy:--- 0.06 Training Loss: 2.3066611 ---Validation accuracy:--- 0.11 Validation Loss: 2.3031518
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.3026855 ---Validation accuracy:--- 0.11 Validation Loss: 2.3028316
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.2937448 ---Validation accuracy:--- 0.11 Validation Loss: 2.3028035
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.302925 ---Validation accuracy:--- 0.11 Validation Loss: 2.3030128
Epoch: 7 ---Training accuracy:--- 0.17 Training Loss: 2.2903333 ---Validation accuracy:--- 0.11 Validation Loss: 2.303233
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2970998 ---Validation accuracy:--- 0.11 Validation Loss: 2.3032176
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3021686 ---Validation accuracy:--- 0.11 Validation Loss: 2.3031325
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.305755 ---Validation accuracy:--- 0.11 Validation Loss: 2.3025703
Epoch: 7 ---Training accuracy:--- 0.05 Training Loss: 2.3028204 ---Validation accuracy:--- 0.11 Validation Loss: 2.3021548
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3036969 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022661
Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.2900472 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018003
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.3023744 ---Validation accuracy:--- 0.11 Validation Loss: 2.302001
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.297934 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3026333
Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.2938557 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3024383
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2819736 ---Validation accuracy:--- 0.0986 Validation Loss: 2.30282
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.2989683 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3022542
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.290642 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3022926
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.2966435 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3026576
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2886055 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3033047
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2943137 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3035157
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2996583 ---Validation accuracy:--- 0.0986 Validation Loss: 2.303261
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.2929835 ---Validation accuracy:--- 0.0986 Validation Loss: 2.303382
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.300006 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3030646
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.3032858 ---Validation accuracy:--- 0.11 Validation Loss: 2.3026614
Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.301521 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3027587
Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.2883573 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026922
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3057952 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023422
Epoch: 7 ---Training accuracy:--- 0.18 Training Loss: 2.2972522 ---Validation accuracy:--- 0.099 Validation Loss: 2.303244
Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.282244 ---Validation accuracy:--- 0.099 Validation Loss: 2.3038235
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.2993546 ---Validation accuracy:--- 0.099 Validation Loss: 2.3042066
Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.3136082 ---Validation accuracy:--- 0.099 Validation Loss: 2.3036215
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.307883 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3031332
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3025348 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3024244
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.301685 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3024743
Epoch: 7 ---Training accuracy:--- 0.19 Training Loss: 2.2932851 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301982
Epoch: 7 ---Training accuracy:--- 0.19 Training Loss: 2.2963097 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302209
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.304642 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302346
Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.280767 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3026311
Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.3054392 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3023405
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3051236 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017454
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2977057 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301993
Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.2980063 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3021343
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.3033001 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3024638
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.294642 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3022268
Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.3101518 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302294
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3023946 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014715
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.3013532 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301338
Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.2948377 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014581
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2963111 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3015285
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.297204 ---Validation accuracy:--- 0.0986 Validation Loss: 2.301516
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3058386 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014274
Epoch: 7 ---Training accuracy:--- 0.17 Training Loss: 2.2946084 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016493
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3018172 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013556
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.2945127 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009682
Epoch: 7 ---Training accuracy:--- 0.05 Training Loss: 2.3064055 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301243
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.3061225 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3017094
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2961843 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3018832
Epoch: 7 ---Training accuracy:--- 0.17 Training Loss: 2.2958665 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301633
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3048654 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010628
Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.2959702 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011742
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2981582 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011472
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2957945 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013358
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.2988043 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012114
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.2976704 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301532
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2942178 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301406
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.300727 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019164
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.295904 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018737
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.3078713 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018343
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.301714 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302175
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3024657 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302433
Epoch: 7 ---Training accuracy:--- 0.17 Training Loss: 2.285954 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028684
Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.298258 ---Validation accuracy:--- 0.1126 Validation Loss: 2.30326
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3059897 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028028
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.2941885 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3032308
Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.3028193 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3024774
Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.287648 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3024023
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.299189 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302987
Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.2907426 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3034358
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.3041945 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3029454
Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.305314 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303049
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2957604 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3032458
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3038597 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028498
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.3019202 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028123
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.287764 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030753
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.30355 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3033364
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2984765 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3027976
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3017304 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3029842
Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.3033838 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025799
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.298068 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022025
Epoch: 7 ---Training accuracy:--- 0.17 Training Loss: 2.2904334 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019538
Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.285295 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301877
Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.2907598 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302017
Epoch: 7 ---Training accuracy:--- 0.05 Training Loss: 2.3052237 ---Validation accuracy:--- 0.1126 Validation Loss: 2.30178
Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.285428 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020692
Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.3061523 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021796
Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.304445 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020384
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.297005 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018887
Epoch: 7 ---Training accuracy:--- 0.06 Training Loss: 2.3073654 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018756
Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.2939095 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302289
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.285307 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302386
Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.2915473 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022578
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3018563 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301988
Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.2917786 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022466
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.297442 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023458
Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.2882357 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302534
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.3012671 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025146
Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.285771 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3024871
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.2990584 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028219
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.2951958 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028216
Epoch: 7 ---Training accuracy:--- 0.17 Training Loss: 2.2904122 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028634
Epoch: 7 ---Training accuracy:--- 0.18 Training Loss: 2.2802677 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3035407
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.3045545 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3034284
Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.292103 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303497
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.306181 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028495
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2927299 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3032782
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2941644 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303259
Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.2910776 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030007
Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.3144937 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028831
Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.2985456 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3027575
Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.2997057 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030765
Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.28861 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3031232
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2966769 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3035765
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.303584 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3032281
Epoch: 7 ---Training accuracy:--- 0.06 Training Loss: 2.3130035 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026223
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.2956903 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030164
Epoch: 7 ---Training accuracy:--- 0.04 Training Loss: 2.3062983 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302725
Epoch: 7 ---Training accuracy:--- 0.05 Training Loss: 2.3112245 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302226
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.2912192 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302238
Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.3008785 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018038
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.2991607 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301909
Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.3072839 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018408
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2966797 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013864
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.293659 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016815
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2910676 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3016622
Epoch: 7 ---Training accuracy:--- 0.21 Training Loss: 2.2843919 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301506
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.3034296 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014472
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.2979703 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014066
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3004856 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013723
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3054287 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013842
Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.2929049 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012028
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.3001661 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011286
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.2944462 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010325
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.2918882 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013613
Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.2959244 ---Validation accuracy:--- 0.11 Validation Loss: 2.3015897
Epoch: 7 ---Training accuracy:--- 0.18 Training Loss: 2.2740457 ---Validation accuracy:--- 0.11 Validation Loss: 2.3018355
Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.3129907 ---Validation accuracy:--- 0.11 Validation Loss: 2.3015022
Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.284401 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014898
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2980218 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018403
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2871711 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021119
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.304299 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021822
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2918274 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3024356
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2880323 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3024845
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.2948256 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302892
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2868018 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026907
Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.282564 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302852
Epoch: 7 ---Training accuracy:--- 0.17 Training Loss: 2.287355 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3029854
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.293191 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303165
Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.286187 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3038027
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.3027127 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3039434
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2951748 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3038754
Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.2744434 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3048048
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2824357 ---Validation accuracy:--- 0.1126 Validation Loss: 2.304889
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.284041 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3050997
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3114045 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3045125
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.2933297 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3048973
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.3112578 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3039742
Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.3231285 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3027334
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.2987707 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302634
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2943156 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028204
Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.3067818 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3027074
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.3020525 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026464
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2900913 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302765
Epoch: 7 ---Training accuracy:--- 0.06 Training Loss: 2.313442 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025017
Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.2855117 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303206
Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.306198 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3038175
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.2998524 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3040361
Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.2906492 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3038707
Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.2851658 ---Validation accuracy:--- 0.1126 Validation Loss: 2.304827
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.2964332 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3054144
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3035555 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3051507
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.296647 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3053188
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.287114 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3055966
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2988338 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3048997
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3038685 ---Validation accuracy:--- 0.1126 Validation Loss: 2.304515
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.305654 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3039966
Epoch: 7 ---Training accuracy:--- 0.19 Training Loss: 2.285049 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3039386
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3048458 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3035672
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.2963727 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3032594
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2909703 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3038828
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.296083 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3040173
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2916553 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3040712
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.3058689 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3040729
Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.2877376 ---Validation accuracy:--- 0.1126 Validation Loss: 2.304371
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3046525 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3041265
Epoch: 7 ---Training accuracy:--- 0.17 Training Loss: 2.2850373 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3045251
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.307591 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3040402
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.2923849 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3045185
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.2990599 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3043392
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.3088195 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3035202
Epoch: 7 ---Training accuracy:--- 0.06 Training Loss: 2.3147411 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3032544
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.2991254 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3033063
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.2983892 ---Validation accuracy:--- 0.1126 Validation Loss: 2.30305
Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.2873495 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303413
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.3071885 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3027008
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.283319 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030114
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.297655 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3029606
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.2991428 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030925
Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.2918208 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030958
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.300789 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3031366
Epoch: 7 ---Training accuracy:--- 0.18 Training Loss: 2.293992 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3034132
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3064022 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302283
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.2991278 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301925
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.2981503 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015516
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.2968366 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014636
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.2859926 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014774
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.2907956 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011873
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3003244 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010476
Epoch: 7 ---Training accuracy:--- 0.18 Training Loss: 2.2814245 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013282
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.3020263 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008094
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.288513 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300973
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.2880697 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013074
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.2932453 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016133
Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.308684 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301376
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.308328 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009882
Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.3065436 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011363
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.3029325 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012722
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2913961 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015428
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.3042006 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015363
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.302878 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010507
Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.3064225 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008077
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3013666 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007138
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.2961297 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007138
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2947228 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008254
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3038511 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300769
Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.294901 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3003075
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.2966003 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3005884
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2925763 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300484
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.2960906 ---Validation accuracy:--- 0.1126 Validation Loss: 2.30022
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.302017 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3004322
Epoch: 7 ---Training accuracy:--- 0.16 Training Loss: 2.294259 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3004653
Epoch: 7 ---Training accuracy:--- 0.05 Training Loss: 2.3131843 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3004935
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2925036 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3005786
Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.308789 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007598
Epoch: 7 ---Training accuracy:--- 0.06 Training Loss: 2.300448 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300618
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.301237 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300659
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.3039367 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008094
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.2928574 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3005376
Epoch: 7 ---Training accuracy:--- 0.09 Training Loss: 2.2924354 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010237
Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.29222 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013139
Epoch: 7 ---Training accuracy:--- 0.06 Training Loss: 2.3069277 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301308
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.297616 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3013468
Epoch: 7 ---Training accuracy:--- 0.08 Training Loss: 2.2962146 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3015451
Epoch: 7 ---Training accuracy:--- 0.14 Training Loss: 2.2868562 ---Validation accuracy:--- 0.11 Validation Loss: 2.3015993
Epoch: 7 ---Training accuracy:--- 0.15 Training Loss: 2.2912748 ---Validation accuracy:--- 0.0976 Validation Loss: 2.301578
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.2937179 ---Validation accuracy:--- 0.0976 Validation Loss: 2.3018415
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.2953613 ---Validation accuracy:--- 0.11 Validation Loss: 2.3020318
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.302585 ---Validation accuracy:--- 0.11 Validation Loss: 2.301175
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.3016152 ---Validation accuracy:--- 0.11 Validation Loss: 2.3012648
Epoch: 7 ---Training accuracy:--- 0.11 Training Loss: 2.2979178 ---Validation accuracy:--- 0.11 Validation Loss: 2.300845
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.311486 ---Validation accuracy:--- 0.11 Validation Loss: 2.300692
Epoch: 7 ---Training accuracy:--- 0.07 Training Loss: 2.2898083 ---Validation accuracy:--- 0.11 Validation Loss: 2.3008168
Epoch: 7 ---Training accuracy:--- 0.1 Training Loss: 2.3005972 ---Validation accuracy:--- 0.11 Validation Loss: 2.3007224
Epoch: 7 ---Training accuracy:--- 0.13 Training Loss: 2.300138 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008425
Epoch: 7 ---Training accuracy:--- 0.12 Training Loss: 2.2958136 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3006494
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.293248 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009079
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2930396 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301073
Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2981122 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009217
Epoch: 8 ---Training accuracy:--- 0.18 Training Loss: 2.2947354 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010156
Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3064728 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009632
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2847826 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010187
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.292301 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010113
Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2677922 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014035
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.303783 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301152
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.299695 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010933
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3068948 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300867
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.287068 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009503
Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2963946 ---Validation accuracy:--- 0.11 Validation Loss: 2.3008149
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.303521 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3006186
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2764673 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300914
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2937598 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3006794
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3026745 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3003352
Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2993088 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3005
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2983515 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3004427
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2932215 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3005204
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3059223 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007343
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.2953634 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3006852
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2914999 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009038
Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.277649 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013954
Epoch: 8 ---Training accuracy:--- 0.18 Training Loss: 2.280322 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017325
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.297177 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016183
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.305385 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018177
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.310439 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019953
Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2912588 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020356
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2927747 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022802
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.308903 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018253
Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.3035889 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016331
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2981782 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301927
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3003435 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015032
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.294533 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301737
Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3052137 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014612
Epoch: 8 ---Training accuracy:--- 0.06 Training Loss: 2.303464 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011463
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2902844 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014073
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3029144 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015435
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.2998102 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016782
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.310195 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013177
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3033972 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014183
Epoch: 8 ---Training accuracy:--- 0.18 Training Loss: 2.2809145 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020484
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.305459 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018343
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2949102 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301529
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3031592 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011558
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.302664 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009503
Epoch: 8 ---Training accuracy:--- 0.17 Training Loss: 2.2868264 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009486
Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2920077 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013296
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2954764 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018234
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.300189 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014143
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.2956705 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010445
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.300743 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301369
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3010666 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300898
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.2919881 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013804
Epoch: 8 ---Training accuracy:--- 0.19 Training Loss: 2.2851937 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014562
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2877638 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301255
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2992008 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011591
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.306138 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013673
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2937903 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014786
Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3096387 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3006318
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2958 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008287
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.2993047 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3006997
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3058443 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3006632
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.2895727 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300724
Epoch: 8 ---Training accuracy:--- 0.17 Training Loss: 2.294751 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300829
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3013017 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3004632
Epoch: 8 ---Training accuracy:--- 0.05 Training Loss: 2.302357 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300916
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2983847 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011122
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3061407 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300634
Epoch: 8 ---Training accuracy:--- 0.06 Training Loss: 2.3072743 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007925
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2893445 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007188
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.299326 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007777
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3015745 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3006387
Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.296161 ---Validation accuracy:--- 0.11 Validation Loss: 2.3008187
Epoch: 8 ---Training accuracy:--- 0.21 Training Loss: 2.2842765 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008118
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3035865 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009846
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2938316 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010995
Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.288991 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017733
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.2998712 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301842
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2916932 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019302
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2955487 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014941
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.30343 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017974
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.298876 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016357
Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2953956 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017602
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.2945497 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302072
Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.297721 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021882
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3081958 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022435
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.297806 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019507
Epoch: 8 ---Training accuracy:--- 0.05 Training Loss: 2.3073885 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302229
Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3075972 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020144
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.299437 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015597
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.2942462 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013706
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3029087 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300939
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.3008382 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008485
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2938862 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015523
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3041618 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011837
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2971258 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008046
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3017323 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301138
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2934265 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301373
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.2962809 ---Validation accuracy:--- 0.1126 Validation Loss: 2.30148
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3012936 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012316
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.301026 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010566
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.297351 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018029
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2988932 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301667
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3064718 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016315
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.3033829 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013148
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.292667 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015077
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2901635 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014624
Epoch: 8 ---Training accuracy:--- 0.21 Training Loss: 2.2879093 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3023708
Epoch: 8 ---Training accuracy:--- 0.18 Training Loss: 2.2862592 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302925
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.302918 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302223
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2919655 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3022735
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3045838 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3022509
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2931776 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3024235
Epoch: 8 ---Training accuracy:--- 0.06 Training Loss: 2.3029833 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302183
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3026755 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3021715
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2985291 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3023543
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2713354 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302519
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3094373 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302734
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3089874 ---Validation accuracy:--- 0.11 Validation Loss: 2.3023264
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2914422 ---Validation accuracy:--- 0.11 Validation Loss: 2.3022208
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.299758 ---Validation accuracy:--- 0.11 Validation Loss: 2.3019638
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3021007 ---Validation accuracy:--- 0.11 Validation Loss: 2.3016925
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.306662 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3023417
Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.296799 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3031175
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3032136 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3027918
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.296456 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3032668
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.29959 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3034546
Epoch: 8 ---Training accuracy:--- 0.05 Training Loss: 2.3055983 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3025863
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.3001282 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3024356
Epoch: 8 ---Training accuracy:--- 0.18 Training Loss: 2.2912598 ---Validation accuracy:--- 0.0986 Validation Loss: 2.303151
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2907522 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3029156
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2920938 ---Validation accuracy:--- 0.0986 Validation Loss: 2.303162
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3018687 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3032806
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2923636 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3030741
Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3006563 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3026152
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3001359 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3023114
Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2939584 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302927
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3093503 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302631
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.291835 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3031442
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3007445 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3026192
Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.298412 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3024492
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3077874 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3019316
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3034327 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3015106
Epoch: 8 ---Training accuracy:--- 0.18 Training Loss: 2.2840753 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3020246
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3076568 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3020267
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3025153 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3025036
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3035257 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3026836
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2906892 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3022153
Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3020492 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3016765
Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.2983766 ---Validation accuracy:--- 0.0986 Validation Loss: 2.301301
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2947376 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010185
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2906988 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012762
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.304957 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014145
Epoch: 8 ---Training accuracy:--- 0.17 Training Loss: 2.29675 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3006315
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2879882 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007069
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3050828 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3005488
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3022316 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3005993
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.2962425 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009512
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2974255 ---Validation accuracy:--- 0.11 Validation Loss: 2.3011959
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2953255 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012865
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2984014 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011675
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2943306 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301595
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3150458 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011825
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.3052702 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014488
Epoch: 8 ---Training accuracy:--- 0.18 Training Loss: 2.2930636 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013046
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2917173 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301614
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2914355 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020291
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2808013 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302544
Epoch: 8 ---Training accuracy:--- 0.06 Training Loss: 2.3047757 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3024848
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2935517 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302852
Epoch: 8 ---Training accuracy:--- 0.17 Training Loss: 2.2906115 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3031323
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3025637 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025465
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.306424 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021011
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3010995 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016968
Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2927926 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018298
Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2952695 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017406
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3024213 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018472
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3051035 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301925
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2962878 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021903
Epoch: 8 ---Training accuracy:--- 0.18 Training Loss: 2.2872868 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018641
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3013482 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302345
Epoch: 8 ---Training accuracy:--- 0.17 Training Loss: 2.287442 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022776
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3046906 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018017
Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3100462 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016663
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.29215 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011317
Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3007963 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008018
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.30423 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008525
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.295607 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009574
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2889903 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012662
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.293751 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301092
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2975807 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012624
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.297214 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009913
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2956855 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010046
Epoch: 8 ---Training accuracy:--- 0.17 Training Loss: 2.2906504 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011663
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3041358 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010175
Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3120797 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300851
Epoch: 8 ---Training accuracy:--- 0.19 Training Loss: 2.2842124 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301278
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.300854 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008552
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2981668 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008683
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.303514 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009117
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3019128 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007836
Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2898538 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012023
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2874346 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015442
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2941446 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301947
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2945843 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016093
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2958958 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019133
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3096929 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301422
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3016768 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016324
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.292862 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017304
Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2946863 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301885
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2864814 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023753
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3028202 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025577
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3030486 ---Validation accuracy:--- 0.1126 Validation Loss: 2.30201
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3081963 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301827
Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2870612 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302684
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2983837 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030262
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2967353 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030465
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2872753 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303612
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3071907 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303383
Epoch: 8 ---Training accuracy:--- 0.17 Training Loss: 2.2859123 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302915
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2978475 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3029726
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3000479 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3037195
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.30448 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3037822
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3041043 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3035011
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2969651 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303386
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.3057263 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028526
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.296607 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023047
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.30194 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026564
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2948215 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3027956
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.295514 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302729
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3033862 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025208
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.2949872 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3034415
Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2880235 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3031962
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.29774 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3033237
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2950861 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3032038
Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3040762 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3034868
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3089504 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3031948
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3042939 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3036315
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2978396 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3040633
Epoch: 8 ---Training accuracy:--- 0.06 Training Loss: 2.301574 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3040059
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.2996936 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303803
Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2996802 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303142
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2941267 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3027527
Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.2987847 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026762
Epoch: 8 ---Training accuracy:--- 0.17 Training Loss: 2.2878852 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302744
Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.296668 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3027303
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2964816 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3029745
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3007379 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3031995
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2971063 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303329
Epoch: 8 ---Training accuracy:--- 0.06 Training Loss: 2.3061078 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3034275
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2970083 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3039393
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.298484 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303502
Epoch: 8 ---Training accuracy:--- 0.17 Training Loss: 2.291611 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3033345
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3089786 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026905
Epoch: 8 ---Training accuracy:--- 0.06 Training Loss: 2.3054037 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026905
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.2996047 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3032246
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2936366 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303243
Epoch: 8 ---Training accuracy:--- 0.19 Training Loss: 2.2846527 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030224
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2930772 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028355
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3044279 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3031933
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2937086 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3033106
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.287488 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3035207
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.288434 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3037677
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3050735 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030202
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2983603 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022215
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2922926 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017426
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.297802 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020058
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2958267 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026094
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3034875 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302598
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2981963 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028097
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2952461 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025546
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3120506 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022337
Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.297411 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302402
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3022826 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019452
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3010867 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013165
Epoch: 8 ---Training accuracy:--- 0.18 Training Loss: 2.2848997 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301459
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2904398 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016655
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3008204 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011742
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.298708 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010623
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3040998 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010194
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2942233 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012588
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2908907 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301348
Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3000998 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018134
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2949953 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015473
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2961035 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021555
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3096163 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019733
Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2917216 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021078
Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.29214 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020177
Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.293665 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015912
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.286367 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015769
Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3101885 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011522
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2991278 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009956
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3085291 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300809
Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.2963495 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007364
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3041458 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300944
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3024294 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300749
Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2920496 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008523
Epoch: 8 ---Training accuracy:--- 0.06 Training Loss: 2.3065434 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008723
Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.2933102 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011088
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3013904 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008044
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.2933078 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010032
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2982159 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300821
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3038092 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009794
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.296169 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007753
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3035505 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301196
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3043041 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012269
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2939863 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015509
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3004758 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014214
Epoch: 8 ---Training accuracy:--- 0.17 Training Loss: 2.2921705 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014429
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2949753 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016586
Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.282532 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301718
Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.2888594 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018339
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.302391 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016734
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2969737 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014898
Epoch: 8 ---Training accuracy:--- 0.17 Training Loss: 2.2879605 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015945
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3036327 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301728
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3006165 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015
Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3086367 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017993
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.299254 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017213
Epoch: 8 ---Training accuracy:--- 0.17 Training Loss: 2.2895167 ---Validation accuracy:--- 0.0976 Validation Loss: 2.3019378
Epoch: 8 ---Training accuracy:--- 0.17 Training Loss: 2.3033893 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020809
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.2964737 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017068
Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2986286 ---Validation accuracy:--- 0.0976 Validation Loss: 2.3019884
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.298232 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023684
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2970011 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019147
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2960706 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019886
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.305183 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020215
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3021271 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017442
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.306214 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015442
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3012319 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301281
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3061836 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300681
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2982535 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008368
Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.305274 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009636
Epoch: 8 ---Training accuracy:--- 0.18 Training Loss: 2.2847009 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300902
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3037012 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009417
Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2954402 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3006694
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2919195 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009682
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2970545 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300835
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2875402 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3005984
Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2821517 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012104
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.2955217 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011732
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2883239 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014727
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3069618 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301645
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.304078 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301731
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2993143 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020167
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3027177 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016398
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.285904 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302209
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.28965 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019755
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2909403 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016293
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2820444 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018446
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.3155546 ---Validation accuracy:--- 0.107 Validation Loss: 2.3013673
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2907467 ---Validation accuracy:--- 0.107 Validation Loss: 2.301801
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.291957 ---Validation accuracy:--- 0.107 Validation Loss: 2.3021793
Epoch: 8 ---Training accuracy:--- 0.06 Training Loss: 2.3094027 ---Validation accuracy:--- 0.107 Validation Loss: 2.3017259
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2894742 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018115
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3045871 ---Validation accuracy:--- 0.107 Validation Loss: 2.3011847
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.302982 ---Validation accuracy:--- 0.107 Validation Loss: 2.3010645
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.3032296 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011925
Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2976131 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012385
Epoch: 8 ---Training accuracy:--- 0.04 Training Loss: 2.3008082 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301524
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2905557 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015127
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3019514 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018243
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2949524 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015718
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3012893 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014557
Epoch: 8 ---Training accuracy:--- 0.19 Training Loss: 2.280728 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301286
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2956371 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016355
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3000925 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302118
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.309156 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018286
Epoch: 8 ---Training accuracy:--- 0.17 Training Loss: 2.287348 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301691
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.293912 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020658
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3072338 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015678
Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2911866 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301357
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2953696 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013484
Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2947578 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015957
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.2998505 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016317
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2895682 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014042
Epoch: 8 ---Training accuracy:--- 0.05 Training Loss: 2.3149297 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014288
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.286924 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015585
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.3042672 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301384
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2943609 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013246
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3109307 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301507
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3022838 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016503
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2995691 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013773
Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2870479 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015387
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.296267 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014274
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2924852 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015757
Epoch: 8 ---Training accuracy:--- 0.06 Training Loss: 2.3155475 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014464
Epoch: 8 ---Training accuracy:--- 0.19 Training Loss: 2.2900689 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017561
Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2932105 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015523
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2992036 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018332
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2895153 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017614
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2988226 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012984
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.290388 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301381
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.29269 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015473
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2862625 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301562
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2845626 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023388
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3099558 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022208
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2925298 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302445
Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2969418 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021462
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2986987 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022208
Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3058746 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301748
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3021271 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014455
Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2953653 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017175
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.309875 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015692
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2780738 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026981
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.2943878 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302885
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2842975 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3029926
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2767565 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303402
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2995343 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302347
Epoch: 8 ---Training accuracy:--- 0.05 Training Loss: 2.306475 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302037
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.3008127 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016415
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2975054 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301747
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2941482 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020062
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3044596 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017383
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.3065886 ---Validation accuracy:--- 0.11 Validation Loss: 2.3016543
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3106327 ---Validation accuracy:--- 0.11 Validation Loss: 2.3015354
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2938428 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019102
Epoch: 8 ---Training accuracy:--- 0.19 Training Loss: 2.2916665 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301631
Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.294677 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013172
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2891192 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014722
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.287211 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302305
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2979703 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026097
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3018582 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021622
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.3014104 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302026
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.300535 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3024077
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3035998 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018844
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2880793 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3019881
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3066342 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301876
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2998247 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020563
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.294801 ---Validation accuracy:--- 0.11 Validation Loss: 2.3016527
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3068411 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013222
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.300651 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012257
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2977386 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015614
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.3021848 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012516
Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3004105 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015594
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.303496 ---Validation accuracy:--- 0.11 Validation Loss: 2.3016672
Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.284958 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018942
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2922165 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020504
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3059585 ---Validation accuracy:--- 0.11 Validation Loss: 2.301707
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2941544 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018165
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.298754 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020651
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.3034759 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020709
Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.3056326 ---Validation accuracy:--- 0.1126 Validation Loss: 2.30202
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2970986 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301847
Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2863526 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020113
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2985806 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016758
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3083577 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013282
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.300971 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010378
Epoch: 8 ---Training accuracy:--- 0.06 Training Loss: 2.3078327 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008184
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2960541 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008382
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.3040106 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009617
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2896438 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009136
Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2973535 ---Validation accuracy:--- 0.11 Validation Loss: 2.3012002
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3009608 ---Validation accuracy:--- 0.11 Validation Loss: 2.301634
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2971816 ---Validation accuracy:--- 0.11 Validation Loss: 2.301658
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2938542 ---Validation accuracy:--- 0.11 Validation Loss: 2.3020878
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.293192 ---Validation accuracy:--- 0.11 Validation Loss: 2.3024173
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.309134 ---Validation accuracy:--- 0.11 Validation Loss: 2.3019388
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.3051815 ---Validation accuracy:--- 0.11 Validation Loss: 2.302175
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.298236 ---Validation accuracy:--- 0.11 Validation Loss: 2.3022628
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2991157 ---Validation accuracy:--- 0.11 Validation Loss: 2.3024848
Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2971103 ---Validation accuracy:--- 0.11 Validation Loss: 2.3023427
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2965038 ---Validation accuracy:--- 0.11 Validation Loss: 2.3025286
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3093858 ---Validation accuracy:--- 0.11 Validation Loss: 2.3020587
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2962058 ---Validation accuracy:--- 0.11 Validation Loss: 2.302305
Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.2937226 ---Validation accuracy:--- 0.11 Validation Loss: 2.3027892
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3011045 ---Validation accuracy:--- 0.0976 Validation Loss: 2.302817
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3009925 ---Validation accuracy:--- 0.11 Validation Loss: 2.3025508
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.297902 ---Validation accuracy:--- 0.11 Validation Loss: 2.302527
Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.289835 ---Validation accuracy:--- 0.11 Validation Loss: 2.3020272
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2968118 ---Validation accuracy:--- 0.11 Validation Loss: 2.301915
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.302037 ---Validation accuracy:--- 0.11 Validation Loss: 2.3014796
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2955294 ---Validation accuracy:--- 0.11 Validation Loss: 2.3017468
Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2966416 ---Validation accuracy:--- 0.11 Validation Loss: 2.3022547
Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.306407 ---Validation accuracy:--- 0.11 Validation Loss: 2.3017755
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2978845 ---Validation accuracy:--- 0.11 Validation Loss: 2.3017645
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3012402 ---Validation accuracy:--- 0.11 Validation Loss: 2.3017542
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.297071 ---Validation accuracy:--- 0.11 Validation Loss: 2.30202
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2940989 ---Validation accuracy:--- 0.11 Validation Loss: 2.3020387
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2968957 ---Validation accuracy:--- 0.11 Validation Loss: 2.3026834
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2965646 ---Validation accuracy:--- 0.11 Validation Loss: 2.3020031
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2998235 ---Validation accuracy:--- 0.11 Validation Loss: 2.302271
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.302486 ---Validation accuracy:--- 0.11 Validation Loss: 2.3020742
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3019857 ---Validation accuracy:--- 0.11 Validation Loss: 2.3021042
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.2977793 ---Validation accuracy:--- 0.11 Validation Loss: 2.302116
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2955966 ---Validation accuracy:--- 0.11 Validation Loss: 2.3020015
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.3021417 ---Validation accuracy:--- 0.11 Validation Loss: 2.3024192
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3007386 ---Validation accuracy:--- 0.11 Validation Loss: 2.3024807
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.2979622 ---Validation accuracy:--- 0.11 Validation Loss: 2.3025236
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.302558 ---Validation accuracy:--- 0.11 Validation Loss: 2.3021922
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.303761 ---Validation accuracy:--- 0.11 Validation Loss: 2.3015163
Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2855465 ---Validation accuracy:--- 0.11 Validation Loss: 2.3018348
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.294382 ---Validation accuracy:--- 0.11 Validation Loss: 2.3019881
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.29999 ---Validation accuracy:--- 0.11 Validation Loss: 2.3019235
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.302231 ---Validation accuracy:--- 0.11 Validation Loss: 2.3014255
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.297757 ---Validation accuracy:--- 0.11 Validation Loss: 2.3014083
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3067431 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016098
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.2992027 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016868
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.301269 ---Validation accuracy:--- 0.11 Validation Loss: 2.30155
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.305226 ---Validation accuracy:--- 0.11 Validation Loss: 2.3017416
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2927117 ---Validation accuracy:--- 0.11 Validation Loss: 2.301966
Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2884078 ---Validation accuracy:--- 0.11 Validation Loss: 2.3022802
Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.299454 ---Validation accuracy:--- 0.11 Validation Loss: 2.3024766
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.2865853 ---Validation accuracy:--- 0.11 Validation Loss: 2.3021152
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2949445 ---Validation accuracy:--- 0.11 Validation Loss: 2.3025064
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.2956426 ---Validation accuracy:--- 0.11 Validation Loss: 2.3028996
Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.297486 ---Validation accuracy:--- 0.1002 Validation Loss: 2.3032641
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.3040726 ---Validation accuracy:--- 0.1002 Validation Loss: 2.303623
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3031502 ---Validation accuracy:--- 0.1002 Validation Loss: 2.3031547
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.2882981 ---Validation accuracy:--- 0.1002 Validation Loss: 2.3036468
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.299248 ---Validation accuracy:--- 0.1002 Validation Loss: 2.3035877
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.302254 ---Validation accuracy:--- 0.0924 Validation Loss: 2.3039453
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2956004 ---Validation accuracy:--- 0.11 Validation Loss: 2.3039374
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.306219 ---Validation accuracy:--- 0.11 Validation Loss: 2.3040755
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2955792 ---Validation accuracy:--- 0.11 Validation Loss: 2.304371
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.3056293 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3042557
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2982192 ---Validation accuracy:--- 0.11 Validation Loss: 2.303782
Epoch: 8 ---Training accuracy:--- 0.09 Training Loss: 2.3087177 ---Validation accuracy:--- 0.11 Validation Loss: 2.303571
Epoch: 8 ---Training accuracy:--- 0.06 Training Loss: 2.3070562 ---Validation accuracy:--- 0.11 Validation Loss: 2.3026426
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2976954 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3027406
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.3008387 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302973
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2971919 ---Validation accuracy:--- 0.0986 Validation Loss: 2.303254
Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.3010983 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3034413
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2993968 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3035612
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.3022277 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3033712
Epoch: 8 ---Training accuracy:--- 0.18 Training Loss: 2.2953472 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026092
Epoch: 8 ---Training accuracy:--- 0.16 Training Loss: 2.2884576 ---Validation accuracy:--- 0.1002 Validation Loss: 2.3030102
Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2910993 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3031235
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2994423 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3033528
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2999332 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3027296
Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2915335 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026755
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.310342 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022637
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.299122 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022184
Epoch: 8 ---Training accuracy:--- 0.08 Training Loss: 2.304981 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020096
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2971194 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016253
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.2935708 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301825
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.2981668 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011634
Epoch: 8 ---Training accuracy:--- 0.15 Training Loss: 2.2984743 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008084
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2950764 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3006823
Epoch: 8 ---Training accuracy:--- 0.11 Training Loss: 2.2993047 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007116
Epoch: 8 ---Training accuracy:--- 0.07 Training Loss: 2.2993317 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007655
Epoch: 8 ---Training accuracy:--- 0.06 Training Loss: 2.3081353 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300771
Epoch: 8 ---Training accuracy:--- 0.14 Training Loss: 2.3002136 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010204
Epoch: 8 ---Training accuracy:--- 0.12 Training Loss: 2.2941642 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301337
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2983859 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301441
Epoch: 8 ---Training accuracy:--- 0.13 Training Loss: 2.2940118 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016515
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3005788 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301649
Epoch: 8 ---Training accuracy:--- 0.1 Training Loss: 2.3032546 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015604
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.297128 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017075
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2916925 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020523
Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.2891805 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301904
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2995722 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018327
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2917519 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023436
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2984202 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022575
Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.304296 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022656
Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.2950695 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3027027
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.3062272 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302522
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.296437 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3027442
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3058481 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026376
Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.3070583 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020756
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2927504 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023484
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2935724 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025305
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2975547 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302274
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2965934 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3033845
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2961843 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3031392
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.300878 ---Validation accuracy:--- 0.1002 Validation Loss: 2.3034704
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.293965 ---Validation accuracy:--- 0.1002 Validation Loss: 2.3029153
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2979238 ---Validation accuracy:--- 0.1002 Validation Loss: 2.3028905
Epoch: 9 ---Training accuracy:--- 0.18 Training Loss: 2.295382 ---Validation accuracy:--- 0.099 Validation Loss: 2.3027894
Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.2800155 ---Validation accuracy:--- 0.099 Validation Loss: 2.3035054
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.3105602 ---Validation accuracy:--- 0.099 Validation Loss: 2.303273
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.3037162 ---Validation accuracy:--- 0.099 Validation Loss: 2.3038614
Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.3078687 ---Validation accuracy:--- 0.099 Validation Loss: 2.3031485
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2958229 ---Validation accuracy:--- 0.099 Validation Loss: 2.303116
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.307992 ---Validation accuracy:--- 0.099 Validation Loss: 2.302951
Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.2950635 ---Validation accuracy:--- 0.099 Validation Loss: 2.3033106
Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.3037233 ---Validation accuracy:--- 0.099 Validation Loss: 2.3035455
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.294223 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3039134
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.299219 ---Validation accuracy:--- 0.0986 Validation Loss: 2.30357
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3008175 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3036098
Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.3034153 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3030238
Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.2976403 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3033357
Epoch: 9 ---Training accuracy:--- 0.2 Training Loss: 2.2854142 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3038142
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.2948046 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3032563
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3004906 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3029003
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3104868 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3024402
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.291402 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302792
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2899363 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3030164
Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.3011312 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3026004
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3057356 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3026578
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3059616 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302722
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2985215 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302283
Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.2861862 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3025167
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2977602 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3025649
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.2949502 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3025568
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.29009 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302513
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2996612 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302388
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3063838 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302209
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.289824 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026676
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3006392 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302287
Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.3076823 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301986
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2950273 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018599
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2975636 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022237
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3038666 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021371
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3004687 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018968
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3050153 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010907
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.2992487 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011065
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.294554 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010683
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.305757 ---Validation accuracy:--- 0.1126 Validation Loss: 2.30148
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2934458 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015509
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2901697 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014226
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3016796 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010821
Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.2932622 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012893
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3017871 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015492
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3033924 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301336
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2955523 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301297
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.303077 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014612
Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.2903638 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011642
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.3083706 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015976
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.293559 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019125
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.306246 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019676
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.2992735 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020842
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.302426 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022804
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2927234 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301822
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.290322 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302476
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.28595 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302911
Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.2937756 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3033555
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3049386 ---Validation accuracy:--- 0.0958 Validation Loss: 2.302998
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.296121 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3035014
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3036375 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3032773
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2924342 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3038347
Epoch: 9 ---Training accuracy:--- 0.18 Training Loss: 2.300155 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3035119
Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.30642 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302727
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2971077 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3026962
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2977717 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3021834
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2904708 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021567
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.304126 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301855
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2963004 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302363
Epoch: 9 ---Training accuracy:--- 0.18 Training Loss: 2.2945483 ---Validation accuracy:--- 0.0958 Validation Loss: 2.3028948
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3044105 ---Validation accuracy:--- 0.0958 Validation Loss: 2.30267
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.2988021 ---Validation accuracy:--- 0.0958 Validation Loss: 2.302155
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.2998722 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302265
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3043098 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302453
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3015325 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019793
Epoch: 9 ---Training accuracy:--- 0.2 Training Loss: 2.2924292 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302245
Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.3047485 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021636
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2950146 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302141
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2978878 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017864
Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.3076553 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022704
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.306608 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020806
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2992325 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301797
Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.293236 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017828
Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.2933373 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015552
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2968361 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012528
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.2993977 ---Validation accuracy:--- 0.1126 Validation Loss: 2.30197
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2988827 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018575
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3002596 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023074
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2991111 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019152
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.3103764 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016243
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2966502 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012452
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2978356 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010511
Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.3031151 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012846
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.3002028 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011086
Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.295516 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010373
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.300528 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009698
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2946627 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007731
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2996376 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012233
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.291373 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012443
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.2925408 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301261
Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.3081725 ---Validation accuracy:--- 0.1126 Validation Loss: 2.30183
Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.2952456 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018928
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2939227 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023372
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3040047 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017867
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2947726 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301693
Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.2913477 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016837
Epoch: 9 ---Training accuracy:--- 0.18 Training Loss: 2.282271 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302079
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.302716 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021631
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.2983215 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021684
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3022065 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023355
Epoch: 9 ---Training accuracy:--- 0.05 Training Loss: 2.309626 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028367
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.300981 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023655
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3022482 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020954
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.306454 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018913
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2968683 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016438
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.297284 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014297
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2993758 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017242
Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.3064337 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017488
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2914677 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301849
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2982664 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017008
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3015227 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014426
Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.2988632 ---Validation accuracy:--- 0.11 Validation Loss: 2.3012764
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2985597 ---Validation accuracy:--- 0.11 Validation Loss: 2.3008637
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2916794 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300733
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2971609 ---Validation accuracy:--- 0.11 Validation Loss: 2.301012
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.302901 ---Validation accuracy:--- 0.11 Validation Loss: 2.3008642
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3032331 ---Validation accuracy:--- 0.11 Validation Loss: 2.3010519
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.296799 ---Validation accuracy:--- 0.11 Validation Loss: 2.3011186
Epoch: 9 ---Training accuracy:--- 0.18 Training Loss: 2.287963 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009489
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.302132 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008153
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3071547 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300697
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.288723 ---Validation accuracy:--- 0.11 Validation Loss: 2.3007097
Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.281176 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3007927
Epoch: 9 ---Training accuracy:--- 0.18 Training Loss: 2.2851367 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008606
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2997115 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009164
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2981699 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011055
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2929347 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009892
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3042183 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3005052
Epoch: 9 ---Training accuracy:--- 0.18 Training Loss: 2.2862492 ---Validation accuracy:--- 0.11 Validation Loss: 2.3006124
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.306849 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300646
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3075802 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008115
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2951496 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301371
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3015597 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014202
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3097978 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014376
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2987363 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016336
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.294246 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302044
Epoch: 9 ---Training accuracy:--- 0.04 Training Loss: 2.302817 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019335
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.306681 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301734
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.3047504 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016343
Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.3068082 ---Validation accuracy:--- 0.11 Validation Loss: 2.3020618
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.2990446 ---Validation accuracy:--- 0.11 Validation Loss: 2.3022757
Epoch: 9 ---Training accuracy:--- 0.18 Training Loss: 2.2897205 ---Validation accuracy:--- 0.11 Validation Loss: 2.3020158
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2931406 ---Validation accuracy:--- 0.11 Validation Loss: 2.3029692
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.293842 ---Validation accuracy:--- 0.11 Validation Loss: 2.3030007
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3000045 ---Validation accuracy:--- 0.11 Validation Loss: 2.30298
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3042636 ---Validation accuracy:--- 0.11 Validation Loss: 2.3027208
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2915308 ---Validation accuracy:--- 0.099 Validation Loss: 2.302991
Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.2943792 ---Validation accuracy:--- 0.11 Validation Loss: 2.3026733
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2832527 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3031878
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2991157 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302732
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2978878 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025427
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2997944 ---Validation accuracy:--- 0.11 Validation Loss: 2.302439
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2984097 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018491
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2902997 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301956
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2995307 ---Validation accuracy:--- 0.11 Validation Loss: 2.3019633
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2965312 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019633
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2991357 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019397
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.3080773 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301803
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2826242 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023913
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2946477 ---Validation accuracy:--- 0.11 Validation Loss: 2.3025148
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.2947738 ---Validation accuracy:--- 0.11 Validation Loss: 2.3027434
Epoch: 9 ---Training accuracy:--- 0.18 Training Loss: 2.2924569 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028555
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2971463 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3029435
Epoch: 9 ---Training accuracy:--- 0.18 Training Loss: 2.2888987 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028145
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2994428 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301879
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.311312 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015563
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3025107 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014677
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2919495 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018367
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2973561 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014176
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3006938 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015287
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2852118 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301395
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.306952 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301152
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.287605 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012657
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2926164 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011544
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2855718 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014147
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2962453 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013568
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.292607 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301118
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.288032 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011124
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2841673 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301403
Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.2947986 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014584
Epoch: 9 ---Training accuracy:--- 0.2 Training Loss: 2.2714078 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021035
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2875314 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302297
Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.3039951 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021057
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.3000083 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020453
Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.2862644 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025258
Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.31679 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018332
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2952936 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301725
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3081322 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014493
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2992225 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014977
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.303823 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301514
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.281774 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019059
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3015723 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018312
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3017778 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016973
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3114672 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015475
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2930872 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014708
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2986894 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017502
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3032043 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017077
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2936137 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020911
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2931402 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302044
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2890763 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025837
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2983685 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025644
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2930906 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302495
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2876122 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030872
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2955506 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3032527
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.302489 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3035438
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2914011 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028283
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2966137 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023973
Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.2729855 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3027685
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2963138 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026273
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3058124 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302612
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.293575 ---Validation accuracy:--- 0.1126 Validation Loss: 2.30311
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2916963 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303345
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2954082 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3035443
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2996902 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3032112
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2952905 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302968
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3110101 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025403
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.303609 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302752
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.306994 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025773
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.29137 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302464
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2876577 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302598
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3020806 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3024764
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2991471 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021169
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2993636 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016827
Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.277264 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019834
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3119802 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013961
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3054888 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013523
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3029153 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301477
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2931514 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016336
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.303238 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017774
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2869227 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301873
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2935445 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3024228
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2880018 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023336
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2952793 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030007
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2875466 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030145
Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.2943695 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023489
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2965837 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303011
Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.3073647 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025398
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.28819 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021605
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.302559 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018243
Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.2877536 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020222
Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.3077407 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020234
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.303812 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021348
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3015895 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021786
Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.3070753 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023891
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.300356 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3027582
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3031485 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022554
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.304277 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301967
Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.2946808 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021157
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3036044 ---Validation accuracy:--- 0.0924 Validation Loss: 2.3020742
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.3052857 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015058
Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.3050723 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011165
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2943945 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301186
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3035476 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301388
Epoch: 9 ---Training accuracy:--- 0.2 Training Loss: 2.2932174 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3021152
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2987814 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302128
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.2960649 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3021972
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3013902 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3021936
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3009446 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3023322
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.305884 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302633
Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.3020573 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3019512
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3021832 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3017848
Epoch: 9 ---Training accuracy:--- 0.18 Training Loss: 2.2913125 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3022528
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3026583 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3026903
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2955558 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3029876
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2984922 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302785
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3002765 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3023643
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2988262 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302037
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2876031 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302025
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3033175 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3022888
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2837973 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3023398
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2958658 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3023543
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.298848 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3025546
Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.3006217 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3021472
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.3023975 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3022776
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.300484 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302481
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2974796 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3026261
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2979496 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3026266
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.290925 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3034134
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.2932909 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3029819
Epoch: 9 ---Training accuracy:--- 0.03 Training Loss: 2.3015738 ---Validation accuracy:--- 0.0986 Validation Loss: 2.301836
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2961826 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3019829
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.306315 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3016875
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.295594 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3017726
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2938793 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3017468
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.288488 ---Validation accuracy:--- 0.0986 Validation Loss: 2.30186
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3101635 ---Validation accuracy:--- 0.0986 Validation Loss: 2.301906
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.309852 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3017561
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2986317 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3020632
Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.295984 ---Validation accuracy:--- 0.0986 Validation Loss: 2.302441
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2960274 ---Validation accuracy:--- 0.0986 Validation Loss: 2.301986
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2962515 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019643
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.295983 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3019035
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.2988195 ---Validation accuracy:--- 0.0986 Validation Loss: 2.3024032
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.302891 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022196
Epoch: 9 ---Training accuracy:--- 0.21 Training Loss: 2.2835665 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020856
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.3138003 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015883
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2970517 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014266
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.2993162 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015141
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.300708 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011973
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2908268 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017223
Epoch: 9 ---Training accuracy:--- 0.19 Training Loss: 2.2868097 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019774
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.304533 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020737
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3056252 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023078
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2881172 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028836
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2957978 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028495
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2973034 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028116
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.304241 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302619
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.2994833 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303073
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3103614 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302259
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.294963 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3024616
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.29523 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023264
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2950082 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022285
Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.2936733 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021188
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3069935 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302032
Epoch: 9 ---Training accuracy:--- 0.03 Training Loss: 2.3043513 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020802
Epoch: 9 ---Training accuracy:--- 0.19 Training Loss: 2.2846742 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022537
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.297807 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021348
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3026195 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302252
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2934 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022013
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3068588 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014617
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2985287 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014212
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2951791 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301442
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.2968123 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014166
Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.2830477 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301358
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.3046308 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301297
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2954545 ---Validation accuracy:--- 0.1126 Validation Loss: 2.30129
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2971785 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010194
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2937815 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010995
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3088934 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009264
Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.304293 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010454
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.3009806 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010974
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.304684 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301565
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2981157 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013563
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2962704 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016768
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.291279 ---Validation accuracy:--- 0.1126 Validation Loss: 2.30187
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2960181 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017066
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.298655 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019915
Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.30824 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018281
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2904017 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302035
Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.284014 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019204
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.280297 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3024535
Epoch: 9 ---Training accuracy:--- 0.05 Training Loss: 2.297949 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022768
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2947772 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302183
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3004007 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018448
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2997673 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020713
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.314046 ---Validation accuracy:--- 0.0976 Validation Loss: 2.302352
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.3030932 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022292
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2967434 ---Validation accuracy:--- 0.0976 Validation Loss: 2.302705
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2810857 ---Validation accuracy:--- 0.0976 Validation Loss: 2.3033664
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.3017461 ---Validation accuracy:--- 0.0976 Validation Loss: 2.3032954
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3086417 ---Validation accuracy:--- 0.0976 Validation Loss: 2.3028755
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2972176 ---Validation accuracy:--- 0.0976 Validation Loss: 2.3028138
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.281178 ---Validation accuracy:--- 0.0976 Validation Loss: 2.3033516
Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.2922957 ---Validation accuracy:--- 0.0976 Validation Loss: 2.3040147
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.2966552 ---Validation accuracy:--- 0.0976 Validation Loss: 2.3037024
Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.295236 ---Validation accuracy:--- 0.0976 Validation Loss: 2.3037796
Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.306552 ---Validation accuracy:--- 0.0976 Validation Loss: 2.3036447
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3052707 ---Validation accuracy:--- 0.099 Validation Loss: 2.3034527
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3009353 ---Validation accuracy:--- 0.1126 Validation Loss: 2.30284
Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.2960334 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025491
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.303403 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301941
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.292687 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020387
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3072338 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301721
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.2962506 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025863
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2977111 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025017
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2955296 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026881
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.303277 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3024182
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2937167 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303011
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3058014 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025908
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.306841 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026266
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.290673 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026285
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.292406 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302387
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3043914 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023968
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2911181 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302546
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.2966397 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028595
Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.313144 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302609
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.304189 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3024833
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.2973948 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3023026
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3031104 ---Validation accuracy:--- 0.0976 Validation Loss: 2.3023007
Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.289729 ---Validation accuracy:--- 0.1002 Validation Loss: 2.30196
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.3016355 ---Validation accuracy:--- 0.099 Validation Loss: 2.3015728
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3039932 ---Validation accuracy:--- 0.099 Validation Loss: 2.301638
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2984502 ---Validation accuracy:--- 0.0976 Validation Loss: 2.3020399
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2988508 ---Validation accuracy:--- 0.099 Validation Loss: 2.3019712
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2992976 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017592
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3082452 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018122
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2975569 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017876
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2943795 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018782
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.296792 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018098
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3005395 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016782
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3047075 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301351
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.2971601 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013387
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2966094 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018467
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.30051 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011944
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3005226 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011467
Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.2982557 ---Validation accuracy:--- 0.11 Validation Loss: 2.3011675
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.3024275 ---Validation accuracy:--- 0.11 Validation Loss: 2.3016362
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.3015614 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301504
Epoch: 9 ---Training accuracy:--- 0.21 Training Loss: 2.2807803 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301332
Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.306751 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014832
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3016093 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301894
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.296592 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022902
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3003576 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022866
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2942514 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302759
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.3034725 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030062
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2850354 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3033805
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.3105946 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026707
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.307818 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021767
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2946544 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018785
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2978227 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301782
Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.2895467 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019667
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2912772 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3030536
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2959082 ---Validation accuracy:--- 0.1126 Validation Loss: 2.303055
Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.3077533 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3028147
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2996643 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302529
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2957602 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018022
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2843008 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021765
Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.3056538 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3022509
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2931046 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019872
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.3070555 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301925
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3010902 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302163
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.296091 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016372
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2999449 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018606
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.2905204 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3026361
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.297998 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018503
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2992513 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019478
Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.3065293 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301353
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3028283 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013089
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.295282 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301524
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.3020177 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017573
Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.294338 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017657
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2880642 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017735
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.307302 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016438
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2933118 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020375
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.302144 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019402
Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.3008575 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015523
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2962098 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014407
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2905872 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013706
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.303987 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015351
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2930732 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016648
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.3063715 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015337
Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.3006425 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016114
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3032835 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015985
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.2978241 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018117
Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.301933 ---Validation accuracy:--- 0.11 Validation Loss: 2.3019567
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3050327 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017588
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.3001246 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019075
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2938933 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301523
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.300862 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301468
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2977815 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011627
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.3008523 ---Validation accuracy:--- 0.11 Validation Loss: 2.3010151
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.290943 ---Validation accuracy:--- 0.11 Validation Loss: 2.3014262
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.291454 ---Validation accuracy:--- 0.11 Validation Loss: 2.3015282
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3037553 ---Validation accuracy:--- 0.11 Validation Loss: 2.3015184
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2981179 ---Validation accuracy:--- 0.107 Validation Loss: 2.3013453
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.301812 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010983
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.301631 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301438
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2902906 ---Validation accuracy:--- 0.0924 Validation Loss: 2.301744
Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.2974846 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011837
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2949724 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3008847
Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.2959118 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009288
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2983565 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3005898
Epoch: 9 ---Training accuracy:--- 0.18 Training Loss: 2.2898579 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3005989
Epoch: 9 ---Training accuracy:--- 0.05 Training Loss: 2.3222272 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3006797
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2943375 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3006914
Epoch: 9 ---Training accuracy:--- 0.21 Training Loss: 2.2750254 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300931
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2925591 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009374
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.2955549 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3006465
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.3086143 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009562
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3035073 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012662
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.3036544 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010364
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2960072 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011415
Epoch: 9 ---Training accuracy:--- 0.19 Training Loss: 2.2866113 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011522
Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.282144 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018758
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.3062186 ---Validation accuracy:--- 0.1126 Validation Loss: 2.30118
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.295033 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3009071
Epoch: 9 ---Training accuracy:--- 0.1 Training Loss: 2.2996628 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011134
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2895963 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301175
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2989817 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011653
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.298613 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3011327
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2957811 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301567
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.2837749 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018339
Epoch: 9 ---Training accuracy:--- 0.18 Training Loss: 2.2810123 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019629
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3071678 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021011
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2973928 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301849
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.295805 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017614
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2898552 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019063
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3151925 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017406
Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.2981904 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015554
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.293653 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3016665
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.2884188 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018079
Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.3131049 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3019507
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2876358 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021505
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.308586 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017259
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2926116 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3017855
Epoch: 9 ---Training accuracy:--- 0.2 Training Loss: 2.2920122 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014693
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.3002646 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013337
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2888532 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3014472
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.307988 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3013859
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2926338 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301124
Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.30197 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012838
Epoch: 9 ---Training accuracy:--- 0.16 Training Loss: 2.3018963 ---Validation accuracy:--- 0.11 Validation Loss: 2.3009243
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.2859185 ---Validation accuracy:--- 0.11 Validation Loss: 2.3012483
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.3018103 ---Validation accuracy:--- 0.11 Validation Loss: 2.3010015
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.296733 ---Validation accuracy:--- 0.11 Validation Loss: 2.3010316
Epoch: 9 ---Training accuracy:--- 0.08 Training Loss: 2.306548 ---Validation accuracy:--- 0.11 Validation Loss: 2.3012743
Epoch: 9 ---Training accuracy:--- 0.06 Training Loss: 2.3147159 ---Validation accuracy:--- 0.11 Validation Loss: 2.3012693
Epoch: 9 ---Training accuracy:--- 0.14 Training Loss: 2.3009837 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3010507
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.297139 ---Validation accuracy:--- 0.1126 Validation Loss: 2.300984
Epoch: 9 ---Training accuracy:--- 0.09 Training Loss: 2.3001516 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3015583
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.3014703 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3018293
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.284184 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3020945
Epoch: 9 ---Training accuracy:--- 0.12 Training Loss: 2.2938516 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3021204
Epoch: 9 ---Training accuracy:--- 0.11 Training Loss: 2.2813811 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302548
Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.3031378 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3025289
Epoch: 9 ---Training accuracy:--- 0.13 Training Loss: 2.300423 ---Validation accuracy:--- 0.1126 Validation Loss: 2.302291
Epoch: 9 ---Training accuracy:--- 0.17 Training Loss: 2.297909 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3012354
Epoch: 9 ---Training accuracy:--- 0.15 Training Loss: 2.281682 ---Validation accuracy:--- 0.1126 Validation Loss: 2.301228
Epoch: 9 ---Training accuracy:--- 0.07 Training Loss: 2.317909 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3006685
Wall time: 1min 48s

#Calculate averages
print("Average Training Accuracy:", np.mean(acc_train))
print("Average Training Loss:", np.mean(loss_train))
print("Average Validation Accuracy:", np.mean(acc_val))
print("Average Validation Loss:", np.mean(loss_val))  

Average Training Accuracy: 0.82
Average Training Loss: 0.4776445
Average Validation Accuracy: 0.756
Average Validation Loss: 0.4732594

Model 5 (5 layers, 20 nodes per layer, learning rate = .5, epochs = 10, batch size = 100)

tf.reset_default_graph()

# Set hyperparameters
learning_rate = 0.5
n_epochs = 10
batch_size = 100

image_size = 784
num_classes = 10

n_inputs = image_size
n_hidden1 = 20
n_hidden2 = 20
n_hidden3 = 20
n_hidden4 = 20
n_hidden5 = 20
n_outputs = num_classes

X = tf.placeholder(tf.float32, shape = (None, n_inputs), name = 'X')
y = tf.placeholder(tf.float32, shape = (None), name = 'Y')

#Specify classifying method
with tf.name_scope("dnn"): 
    hidden1 = tf.layers.dense(X, n_hidden1, name = "hidden1", activation = tf.nn.relu) 
    hidden2 = tf.layers.dense(hidden1, n_hidden2, name = "hidden2", activation = tf.nn.relu) 
    hidden3 = tf.layers.dense(hidden2, n_hidden3, name = "hidden3", activation = tf.nn.relu) 
    hidden4 = tf.layers.dense(hidden3, n_hidden4, name = "hidden4", activation = tf.nn.relu) 
    hidden5 = tf.layers.dense(hidden4, n_hidden5, name = "hidden5", activation = tf.nn.relu) 
    logits = tf.layers.dense(hidden5, n_outputs, name = "outputs")

#Specify method to compute loss
with tf.name_scope("loss"): 
    xentropy = tf.nn.softmax_cross_entropy_with_logits(labels = y, logits = logits) 
    loss = tf.reduce_mean(xentropy, name = "loss")

#Specify training method
with tf.name_scope("train"):
    optimizer = tf.train.GradientDescentOptimizer(learning_rate = learning_rate) 
    training_op = optimizer.minimize(loss)

#Specify evaluation method
labels = tf.argmax(y, -1)

with tf.name_scope("eval"):
    correct = tf.nn.in_top_k(logits, labels, 1) 
    accuracy = tf.reduce_mean(tf.cast(correct, tf.float32)) 

init = tf.global_variables_initializer() 

%%time
with tf.Session() as sess:
    init.run()
    for epoch in range(n_epochs): 
        for iteration in range( mnist.train.num_examples // batch_size): 
            X_batch, y_batch = mnist.train.next_batch(batch_size) 
            sess.run(training_op, feed_dict ={ X: X_batch, y : y_batch}) 
            acc_train = accuracy.eval(feed_dict ={ X: X_batch, y : y_batch}) 
            acc_val = accuracy.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels}) 
            loss_train = loss.eval(feed_dict = { X: X_batch, y : y_batch})
            loss_val = loss.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels}) 
            print("Epoch:", epoch, "---Training accuracy:---", acc_train, "Training Loss:",loss_train,"---Validation accuracy:---", acc_val, "Validation Loss:", loss_val)

Epoch: 0 ---Training accuracy:--- 0.14 Training Loss: 2.2785103 ---Validation accuracy:--- 0.0916 Validation Loss: 2.2913618
Epoch: 0 ---Training accuracy:--- 0.17 Training Loss: 2.2680907 ---Validation accuracy:--- 0.1404 Validation Loss: 2.2794037
Epoch: 0 ---Training accuracy:--- 0.12 Training Loss: 2.235782 ---Validation accuracy:--- 0.13 Validation Loss: 2.2681599
Epoch: 0 ---Training accuracy:--- 0.22 Training Loss: 2.230075 ---Validation accuracy:--- 0.1756 Validation Loss: 2.2581968
Epoch: 0 ---Training accuracy:--- 0.12 Training Loss: 2.2616296 ---Validation accuracy:--- 0.1146 Validation Loss: 2.2523844
Epoch: 0 ---Training accuracy:--- 0.21 Training Loss: 2.21822 ---Validation accuracy:--- 0.2038 Validation Loss: 2.2311654
Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 2.1881368 ---Validation accuracy:--- 0.1694 Validation Loss: 2.2275846
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 2.1264346 ---Validation accuracy:--- 0.2708 Validation Loss: 2.1812437
Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 2.01086 ---Validation accuracy:--- 0.27 Validation Loss: 2.1169739
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 2.10722 ---Validation accuracy:--- 0.3118 Validation Loss: 2.140902
Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 2.0106506 ---Validation accuracy:--- 0.3486 Validation Loss: 2.012683
Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 2.0432627 ---Validation accuracy:--- 0.236 Validation Loss: 2.083448
Epoch: 0 ---Training accuracy:--- 0.19 Training Loss: 2.1119497 ---Validation accuracy:--- 0.189 Validation Loss: 2.153468
Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 2.1613343 ---Validation accuracy:--- 0.3336 Validation Loss: 2.1033535
Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.8362682 ---Validation accuracy:--- 0.3296 Validation Loss: 1.929306
Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.7779586 ---Validation accuracy:--- 0.4646 Validation Loss: 1.8611199
Epoch: 0 ---Training accuracy:--- 0.31 Training Loss: 1.83866 ---Validation accuracy:--- 0.2636 Validation Loss: 1.9935327
Epoch: 0 ---Training accuracy:--- 0.1 Training Loss: 2.2311647 ---Validation accuracy:--- 0.1154 Validation Loss: 2.22868
Epoch: 0 ---Training accuracy:--- 0.15 Training Loss: 2.6489227 ---Validation accuracy:--- 0.103 Validation Loss: 2.8652332
Epoch: 0 ---Training accuracy:--- 0.16 Training Loss: 2.277883 ---Validation accuracy:--- 0.1018 Validation Loss: 2.2956057
Epoch: 0 ---Training accuracy:--- 0.09 Training Loss: 2.2929313 ---Validation accuracy:--- 0.1074 Validation Loss: 2.2843218
Epoch: 0 ---Training accuracy:--- 0.18 Training Loss: 2.2158396 ---Validation accuracy:--- 0.1562 Validation Loss: 2.2544985
Epoch: 0 ---Training accuracy:--- 0.13 Training Loss: 2.235013 ---Validation accuracy:--- 0.1482 Validation Loss: 2.2159455
Epoch: 0 ---Training accuracy:--- 0.22 Training Loss: 2.2141128 ---Validation accuracy:--- 0.187 Validation Loss: 2.1812134
Epoch: 0 ---Training accuracy:--- 0.14 Training Loss: 2.1573846 ---Validation accuracy:--- 0.1172 Validation Loss: 2.266104
Epoch: 0 ---Training accuracy:--- 0.09 Training Loss: 2.3297398 ---Validation accuracy:--- 0.0698 Validation Loss: 2.2960126
Epoch: 0 ---Training accuracy:--- 0.07 Training Loss: 2.2760613 ---Validation accuracy:--- 0.0946 Validation Loss: 2.2742732
Epoch: 0 ---Training accuracy:--- 0.16 Training Loss: 2.2000723 ---Validation accuracy:--- 0.1266 Validation Loss: 2.2655337
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 2.1979156 ---Validation accuracy:--- 0.2244 Validation Loss: 2.219298
Epoch: 0 ---Training accuracy:--- 0.18 Training Loss: 2.1595283 ---Validation accuracy:--- 0.2128 Validation Loss: 2.1693544
Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 2.0758061 ---Validation accuracy:--- 0.2674 Validation Loss: 2.0925577
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.9822171 ---Validation accuracy:--- 0.248 Validation Loss: 2.0180945
Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 2.130735 ---Validation accuracy:--- 0.1796 Validation Loss: 2.2726927
Epoch: 0 ---Training accuracy:--- 0.16 Training Loss: 2.2533395 ---Validation accuracy:--- 0.1626 Validation Loss: 2.190461
Epoch: 0 ---Training accuracy:--- 0.15 Training Loss: 2.24974 ---Validation accuracy:--- 0.1256 Validation Loss: 2.2666495
Epoch: 0 ---Training accuracy:--- 0.22 Training Loss: 2.1585991 ---Validation accuracy:--- 0.1664 Validation Loss: 2.1941147
Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.041563 ---Validation accuracy:--- 0.2352 Validation Loss: 2.0833
Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 2.1242979 ---Validation accuracy:--- 0.3122 Validation Loss: 2.114303
Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 2.0227556 ---Validation accuracy:--- 0.3224 Validation Loss: 2.0156448
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.8786438 ---Validation accuracy:--- 0.3168 Validation Loss: 1.978452
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.9999315 ---Validation accuracy:--- 0.3142 Validation Loss: 1.991891
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.7774707 ---Validation accuracy:--- 0.3068 Validation Loss: 1.8272871
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.823869 ---Validation accuracy:--- 0.3148 Validation Loss: 1.8525097
Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.8789929 ---Validation accuracy:--- 0.3094 Validation Loss: 1.854268
Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 1.9982893 ---Validation accuracy:--- 0.2108 Validation Loss: 2.0978844
Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 2.0176508 ---Validation accuracy:--- 0.2672 Validation Loss: 1.9779078
Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 1.7717968 ---Validation accuracy:--- 0.3284 Validation Loss: 1.7902354
Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 1.6376489 ---Validation accuracy:--- 0.3542 Validation Loss: 1.7219532
Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.5934987 ---Validation accuracy:--- 0.36 Validation Loss: 1.6885504
Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.6481954 ---Validation accuracy:--- 0.2896 Validation Loss: 1.7144992
Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.4974426 ---Validation accuracy:--- 0.3232 Validation Loss: 1.6284814
Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.8749205 ---Validation accuracy:--- 0.3258 Validation Loss: 2.0096874
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 2.1323504 ---Validation accuracy:--- 0.2632 Validation Loss: 2.2411828
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.8448049 ---Validation accuracy:--- 0.2932 Validation Loss: 1.9141573
Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 1.8922162 ---Validation accuracy:--- 0.3252 Validation Loss: 1.8620838
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.7411481 ---Validation accuracy:--- 0.337 Validation Loss: 1.7744051
Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.7170917 ---Validation accuracy:--- 0.393 Validation Loss: 1.75797
Epoch: 0 ---Training accuracy:--- 0.36 Training Loss: 1.704439 ---Validation accuracy:--- 0.3532 Validation Loss: 1.7935648
Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.8461918 ---Validation accuracy:--- 0.3394 Validation Loss: 1.9506156
Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.6635495 ---Validation accuracy:--- 0.418 Validation Loss: 1.6953621
Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.5926465 ---Validation accuracy:--- 0.4622 Validation Loss: 1.5960807
Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.5455127 ---Validation accuracy:--- 0.3622 Validation Loss: 1.7173531
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.8974499 ---Validation accuracy:--- 0.2714 Validation Loss: 2.0050461
Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.6815362 ---Validation accuracy:--- 0.488 Validation Loss: 1.7119036
Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.5199149 ---Validation accuracy:--- 0.4858 Validation Loss: 1.573865
Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.510502 ---Validation accuracy:--- 0.5052 Validation Loss: 1.444839
Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.843418 ---Validation accuracy:--- 0.3176 Validation Loss: 2.1374989
Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.080302 ---Validation accuracy:--- 0.3054 Validation Loss: 2.238608
Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.7849853 ---Validation accuracy:--- 0.3012 Validation Loss: 1.8827451
Epoch: 0 ---Training accuracy:--- 0.42 Training Loss: 1.7077347 ---Validation accuracy:--- 0.3948 Validation Loss: 1.7342976
Epoch: 0 ---Training accuracy:--- 0.47 Training Loss: 1.6047215 ---Validation accuracy:--- 0.3886 Validation Loss: 1.6884781
Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.4873009 ---Validation accuracy:--- 0.4058 Validation Loss: 1.6343727
Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.5604413 ---Validation accuracy:--- 0.4084 Validation Loss: 1.5490414
Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.4286407 ---Validation accuracy:--- 0.4122 Validation Loss: 1.5014687
Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.4041857 ---Validation accuracy:--- 0.3998 Validation Loss: 1.5213981
Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.4480268 ---Validation accuracy:--- 0.4132 Validation Loss: 1.5023148
Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.4056706 ---Validation accuracy:--- 0.4024 Validation Loss: 1.5338997
Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.6316446 ---Validation accuracy:--- 0.3808 Validation Loss: 1.6032393
Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.7783264 ---Validation accuracy:--- 0.4066 Validation Loss: 1.6876028
Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.7042178 ---Validation accuracy:--- 0.3546 Validation Loss: 1.6263801
Epoch: 0 ---Training accuracy:--- 0.42 Training Loss: 1.4464562 ---Validation accuracy:--- 0.4268 Validation Loss: 1.4151486
Epoch: 0 ---Training accuracy:--- 0.47 Training Loss: 1.363173 ---Validation accuracy:--- 0.4426 Validation Loss: 1.3735359
Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.4969596 ---Validation accuracy:--- 0.4254 Validation Loss: 1.4157519
Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.3724827 ---Validation accuracy:--- 0.3806 Validation Loss: 1.4686062
Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 1.9730046 ---Validation accuracy:--- 0.2872 Validation Loss: 1.9094808
Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.6330063 ---Validation accuracy:--- 0.3604 Validation Loss: 1.600264
Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.4608351 ---Validation accuracy:--- 0.315 Validation Loss: 1.5820316
Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.2862622 ---Validation accuracy:--- 0.4526 Validation Loss: 1.4260265
Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.2177861 ---Validation accuracy:--- 0.4822 Validation Loss: 1.3120984
Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.2065654 ---Validation accuracy:--- 0.4886 Validation Loss: 1.2756408
Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.1286557 ---Validation accuracy:--- 0.4598 Validation Loss: 1.2672675
Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.235949 ---Validation accuracy:--- 0.4408 Validation Loss: 1.3857963
Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.4820975 ---Validation accuracy:--- 0.4276 Validation Loss: 1.4837358
Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.4228467 ---Validation accuracy:--- 0.3732 Validation Loss: 1.4468851
Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.3510977 ---Validation accuracy:--- 0.4658 Validation Loss: 1.3602326
Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.3745258 ---Validation accuracy:--- 0.5166 Validation Loss: 1.3254594
Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.1855023 ---Validation accuracy:--- 0.4986 Validation Loss: 1.2846148
Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.2833798 ---Validation accuracy:--- 0.5088 Validation Loss: 1.2562864
Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.0381345 ---Validation accuracy:--- 0.4926 Validation Loss: 1.3041809
Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.4734101 ---Validation accuracy:--- 0.4426 Validation Loss: 1.5748086
Epoch: 0 ---Training accuracy:--- 0.47 Training Loss: 1.4078174 ---Validation accuracy:--- 0.4298 Validation Loss: 1.5073111
Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.2312064 ---Validation accuracy:--- 0.4376 Validation Loss: 1.3960001
Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.3867731 ---Validation accuracy:--- 0.4064 Validation Loss: 1.4873074
Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.3069168 ---Validation accuracy:--- 0.4524 Validation Loss: 1.3079447
Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.3047048 ---Validation accuracy:--- 0.5194 Validation Loss: 1.2328122
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.1842246 ---Validation accuracy:--- 0.511 Validation Loss: 1.2783678
Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.2190506 ---Validation accuracy:--- 0.4942 Validation Loss: 1.2432846
Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.0814377 ---Validation accuracy:--- 0.5028 Validation Loss: 1.2234603
Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.1494174 ---Validation accuracy:--- 0.4856 Validation Loss: 1.2221674
Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.3427794 ---Validation accuracy:--- 0.504 Validation Loss: 1.3024149
Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.5085377 ---Validation accuracy:--- 0.435 Validation Loss: 1.4657876
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.1920602 ---Validation accuracy:--- 0.491 Validation Loss: 1.3390493
Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.3532889 ---Validation accuracy:--- 0.5126 Validation Loss: 1.4530402
Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.413735 ---Validation accuracy:--- 0.4728 Validation Loss: 1.4560486
Epoch: 0 ---Training accuracy:--- 0.53 Training Loss: 1.2680452 ---Validation accuracy:--- 0.492 Validation Loss: 1.3899745
Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.2210983 ---Validation accuracy:--- 0.554 Validation Loss: 1.2617315
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.1780995 ---Validation accuracy:--- 0.5736 Validation Loss: 1.2577372
Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.1458886 ---Validation accuracy:--- 0.551 Validation Loss: 1.1839058
Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.2072562 ---Validation accuracy:--- 0.5698 Validation Loss: 1.2038838
Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.193455 ---Validation accuracy:--- 0.5368 Validation Loss: 1.2498388
Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.2126888 ---Validation accuracy:--- 0.5192 Validation Loss: 1.3077539
Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.3839606 ---Validation accuracy:--- 0.5412 Validation Loss: 1.300675
Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.4489326 ---Validation accuracy:--- 0.4538 Validation Loss: 1.4302684
Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.3154565 ---Validation accuracy:--- 0.5114 Validation Loss: 1.2940247
Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.1267018 ---Validation accuracy:--- 0.5696 Validation Loss: 1.2535273
Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 1.1190495 ---Validation accuracy:--- 0.5074 Validation Loss: 1.4180695
Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.5214342 ---Validation accuracy:--- 0.4922 Validation Loss: 1.601061
Epoch: 0 ---Training accuracy:--- 0.36 Training Loss: 1.7111572 ---Validation accuracy:--- 0.3268 Validation Loss: 1.7629371
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.7530822 ---Validation accuracy:--- 0.3434 Validation Loss: 1.7497584
Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.4559976 ---Validation accuracy:--- 0.4684 Validation Loss: 1.5022445
Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.246595 ---Validation accuracy:--- 0.461 Validation Loss: 1.47375
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.5508417 ---Validation accuracy:--- 0.3316 Validation Loss: 1.7120297
Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.4943539 ---Validation accuracy:--- 0.3742 Validation Loss: 1.5270653
Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.2803305 ---Validation accuracy:--- 0.488 Validation Loss: 1.2973807
Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.0616734 ---Validation accuracy:--- 0.5438 Validation Loss: 1.2315817
Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 1.2149419 ---Validation accuracy:--- 0.586 Validation Loss: 1.1798033
Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.0023099 ---Validation accuracy:--- 0.5788 Validation Loss: 1.1652176
Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.2515689 ---Validation accuracy:--- 0.6518 Validation Loss: 1.131996
Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 1.069438 ---Validation accuracy:--- 0.6302 Validation Loss: 1.0477928
Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.5827938 ---Validation accuracy:--- 0.5816 Validation Loss: 1.4590471
Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.1724 ---Validation accuracy:--- 0.4886 Validation Loss: 1.3299615
Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.0915039 ---Validation accuracy:--- 0.5188 Validation Loss: 1.1897174
Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.8849416 ---Validation accuracy:--- 0.5912 Validation Loss: 1.1213704
Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.0955837 ---Validation accuracy:--- 0.615 Validation Loss: 1.0610746
Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.84840393 ---Validation accuracy:--- 0.6434 Validation Loss: 1.0654525
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.9390899 ---Validation accuracy:--- 0.6784 Validation Loss: 1.018018
Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.099103 ---Validation accuracy:--- 0.5544 Validation Loss: 1.2062137
Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.4104049 ---Validation accuracy:--- 0.5852 Validation Loss: 1.21984
Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.7013315 ---Validation accuracy:--- 0.6386 Validation Loss: 0.99624413
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.77459043 ---Validation accuracy:--- 0.6528 Validation Loss: 0.95794755
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.8294395 ---Validation accuracy:--- 0.6152 Validation Loss: 1.0324229
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.8892441 ---Validation accuracy:--- 0.7392 Validation Loss: 0.9263873
Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.81087965 ---Validation accuracy:--- 0.6296 Validation Loss: 0.97672784
Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.9397572 ---Validation accuracy:--- 0.577 Validation Loss: 1.13137
Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 0.96550184 ---Validation accuracy:--- 0.702 Validation Loss: 0.94334346
Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.7529698 ---Validation accuracy:--- 0.6582 Validation Loss: 0.92679334
Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 1.0879979 ---Validation accuracy:--- 0.6736 Validation Loss: 1.0881321
Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.90528315 ---Validation accuracy:--- 0.6862 Validation Loss: 0.90419376
Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.83403534 ---Validation accuracy:--- 0.6456 Validation Loss: 0.9401711
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.7644062 ---Validation accuracy:--- 0.6644 Validation Loss: 0.94893205
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.7970826 ---Validation accuracy:--- 0.5908 Validation Loss: 1.0683782
Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 1.0069938 ---Validation accuracy:--- 0.545 Validation Loss: 1.1904316
Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.97613335 ---Validation accuracy:--- 0.6176 Validation Loss: 1.0885726
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.8258945 ---Validation accuracy:--- 0.7154 Validation Loss: 0.98078233
Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 0.92578477 ---Validation accuracy:--- 0.6014 Validation Loss: 1.035977
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.77388656 ---Validation accuracy:--- 0.6514 Validation Loss: 0.922731
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.78343797 ---Validation accuracy:--- 0.6636 Validation Loss: 0.9208824
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.75803286 ---Validation accuracy:--- 0.7346 Validation Loss: 0.84694314
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.55428374 ---Validation accuracy:--- 0.741 Validation Loss: 0.8296705
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.65841866 ---Validation accuracy:--- 0.7682 Validation Loss: 0.81412756
Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.3120514 ---Validation accuracy:--- 0.609 Validation Loss: 1.327476
Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.6945075 ---Validation accuracy:--- 0.552 Validation Loss: 1.3535284
Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 1.164294 ---Validation accuracy:--- 0.5728 Validation Loss: 1.3329092
Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 1.1430495 ---Validation accuracy:--- 0.588 Validation Loss: 1.386817
Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.3850741 ---Validation accuracy:--- 0.471 Validation Loss: 1.548575
Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.1563209 ---Validation accuracy:--- 0.567 Validation Loss: 1.1965332
Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.0849278 ---Validation accuracy:--- 0.5758 Validation Loss: 1.1313308
Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.0870152 ---Validation accuracy:--- 0.5932 Validation Loss: 1.1403381
Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.8916721 ---Validation accuracy:--- 0.6094 Validation Loss: 1.036967
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.78810424 ---Validation accuracy:--- 0.6876 Validation Loss: 0.870927
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.9383989 ---Validation accuracy:--- 0.7372 Validation Loss: 0.86848515
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.79011625 ---Validation accuracy:--- 0.6712 Validation Loss: 0.8930531
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 1.0372592 ---Validation accuracy:--- 0.6424 Validation Loss: 1.055179
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.63617396 ---Validation accuracy:--- 0.7396 Validation Loss: 0.7955515
Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.80490094 ---Validation accuracy:--- 0.6936 Validation Loss: 0.8892543
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.96714765 ---Validation accuracy:--- 0.6738 Validation Loss: 0.86464864
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.71967036 ---Validation accuracy:--- 0.7156 Validation Loss: 0.7803166
Epoch: 0 ---Training accuracy:--- 0.68 Training Loss: 0.82166076 ---Validation accuracy:--- 0.6966 Validation Loss: 0.8946965
Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.0495956 ---Validation accuracy:--- 0.5936 Validation Loss: 1.2259552
Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.965955 ---Validation accuracy:--- 0.603 Validation Loss: 1.1820496
Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.84084165 ---Validation accuracy:--- 0.6732 Validation Loss: 0.99459344
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.7047487 ---Validation accuracy:--- 0.692 Validation Loss: 0.8308404
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.75669175 ---Validation accuracy:--- 0.7048 Validation Loss: 0.86677736
Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.70724887 ---Validation accuracy:--- 0.7648 Validation Loss: 0.7653874
Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.6591536 ---Validation accuracy:--- 0.7554 Validation Loss: 0.69640803
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.5652039 ---Validation accuracy:--- 0.7568 Validation Loss: 0.67848414
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.6225763 ---Validation accuracy:--- 0.7256 Validation Loss: 0.75878865
Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 0.83101845 ---Validation accuracy:--- 0.7052 Validation Loss: 0.8145585
Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.69867575 ---Validation accuracy:--- 0.6684 Validation Loss: 0.7954751
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.47198832 ---Validation accuracy:--- 0.7506 Validation Loss: 0.7134799
Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.7168655 ---Validation accuracy:--- 0.7906 Validation Loss: 0.6768927
Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.57706314 ---Validation accuracy:--- 0.6838 Validation Loss: 0.9146827
Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.244011 ---Validation accuracy:--- 0.5346 Validation Loss: 1.2491252
Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.1961426 ---Validation accuracy:--- 0.5502 Validation Loss: 1.1742103
Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.8902633 ---Validation accuracy:--- 0.728 Validation Loss: 0.9190368
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.8377988 ---Validation accuracy:--- 0.6738 Validation Loss: 0.88794756
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.6601059 ---Validation accuracy:--- 0.7996 Validation Loss: 0.73701423
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.5113409 ---Validation accuracy:--- 0.754 Validation Loss: 0.7512998
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.6855823 ---Validation accuracy:--- 0.736 Validation Loss: 0.79481727
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.8779468 ---Validation accuracy:--- 0.7216 Validation Loss: 0.8271078
Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.81948143 ---Validation accuracy:--- 0.703 Validation Loss: 0.80305916
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.42646125 ---Validation accuracy:--- 0.7858 Validation Loss: 0.68559563
Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.6293923 ---Validation accuracy:--- 0.7582 Validation Loss: 0.72732425
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.6460006 ---Validation accuracy:--- 0.7574 Validation Loss: 0.7505935
Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.7438028 ---Validation accuracy:--- 0.7172 Validation Loss: 0.8352379
Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.7645758 ---Validation accuracy:--- 0.6414 Validation Loss: 0.9637621
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.58085227 ---Validation accuracy:--- 0.7456 Validation Loss: 0.7591018
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.7268593 ---Validation accuracy:--- 0.7682 Validation Loss: 0.7053483
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.5659897 ---Validation accuracy:--- 0.772 Validation Loss: 0.73351526
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.7306238 ---Validation accuracy:--- 0.7086 Validation Loss: 0.8760156
Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.823462 ---Validation accuracy:--- 0.7012 Validation Loss: 0.7890802
Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.77210724 ---Validation accuracy:--- 0.746 Validation Loss: 0.8156018
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.54971224 ---Validation accuracy:--- 0.7716 Validation Loss: 0.70416003
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.7464374 ---Validation accuracy:--- 0.7392 Validation Loss: 0.75726026
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.6332844 ---Validation accuracy:--- 0.764 Validation Loss: 0.7415519
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.6236892 ---Validation accuracy:--- 0.7358 Validation Loss: 0.8177196
Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.55136466 ---Validation accuracy:--- 0.7364 Validation Loss: 0.77811074
Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.8216598 ---Validation accuracy:--- 0.6756 Validation Loss: 0.99467415
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.6971011 ---Validation accuracy:--- 0.6694 Validation Loss: 0.86994374
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.6876107 ---Validation accuracy:--- 0.811 Validation Loss: 0.6534817
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.74303126 ---Validation accuracy:--- 0.792 Validation Loss: 0.65759176
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.5892553 ---Validation accuracy:--- 0.7276 Validation Loss: 0.785704
Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 0.9700787 ---Validation accuracy:--- 0.6408 Validation Loss: 1.2502815
Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.272049 ---Validation accuracy:--- 0.6472 Validation Loss: 1.3590635
Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.0814788 ---Validation accuracy:--- 0.5564 Validation Loss: 1.1912689
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 1.0540067 ---Validation accuracy:--- 0.662 Validation Loss: 1.0413308
Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.72404444 ---Validation accuracy:--- 0.6554 Validation Loss: 1.0046201
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.9248709 ---Validation accuracy:--- 0.6424 Validation Loss: 1.0147276
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.96894366 ---Validation accuracy:--- 0.7114 Validation Loss: 0.9667152
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.68011534 ---Validation accuracy:--- 0.6648 Validation Loss: 1.0211346
Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.2904242 ---Validation accuracy:--- 0.59 Validation Loss: 1.3610185
Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.2956091 ---Validation accuracy:--- 0.523 Validation Loss: 1.2580814
Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 1.022112 ---Validation accuracy:--- 0.6476 Validation Loss: 1.0718322
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.82721114 ---Validation accuracy:--- 0.6908 Validation Loss: 0.94756895
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.8239949 ---Validation accuracy:--- 0.6932 Validation Loss: 0.9415525
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.717715 ---Validation accuracy:--- 0.7058 Validation Loss: 0.8168124
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.7234202 ---Validation accuracy:--- 0.6606 Validation Loss: 0.9041583
Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 0.8607973 ---Validation accuracy:--- 0.6782 Validation Loss: 0.9197505
Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 0.983351 ---Validation accuracy:--- 0.6382 Validation Loss: 0.9581631
Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.8775665 ---Validation accuracy:--- 0.6956 Validation Loss: 0.8788637
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.7563778 ---Validation accuracy:--- 0.6798 Validation Loss: 0.8036692
Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.86028075 ---Validation accuracy:--- 0.67 Validation Loss: 0.93821114
Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.74835914 ---Validation accuracy:--- 0.6884 Validation Loss: 0.88684064
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.7408982 ---Validation accuracy:--- 0.696 Validation Loss: 0.84203553
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.93178606 ---Validation accuracy:--- 0.678 Validation Loss: 1.0111123
Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 0.7865671 ---Validation accuracy:--- 0.6224 Validation Loss: 0.9258432
Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.75311875 ---Validation accuracy:--- 0.6146 Validation Loss: 0.90356034
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.8574568 ---Validation accuracy:--- 0.6742 Validation Loss: 0.9221199
Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.79649574 ---Validation accuracy:--- 0.804 Validation Loss: 0.75599986
Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.6446534 ---Validation accuracy:--- 0.7818 Validation Loss: 0.6873572
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5900318 ---Validation accuracy:--- 0.794 Validation Loss: 0.660167
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.75642836 ---Validation accuracy:--- 0.7488 Validation Loss: 0.73922986
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.53138274 ---Validation accuracy:--- 0.7932 Validation Loss: 0.6664276
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.54284745 ---Validation accuracy:--- 0.7684 Validation Loss: 0.6777363
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.4882148 ---Validation accuracy:--- 0.7788 Validation Loss: 0.6263074
Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.54618394 ---Validation accuracy:--- 0.8066 Validation Loss: 0.634514
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.48006958 ---Validation accuracy:--- 0.8214 Validation Loss: 0.59820974
Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.60474306 ---Validation accuracy:--- 0.6908 Validation Loss: 0.87255174
Epoch: 0 ---Training accuracy:--- 0.6 Training Loss: 1.1294624 ---Validation accuracy:--- 0.6726 Validation Loss: 1.0398606
Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.6599231 ---Validation accuracy:--- 0.6676 Validation Loss: 0.8772955
Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.7848021 ---Validation accuracy:--- 0.687 Validation Loss: 0.9864679
Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.8868552 ---Validation accuracy:--- 0.7562 Validation Loss: 0.82131183
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.5682042 ---Validation accuracy:--- 0.7296 Validation Loss: 0.75837386
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.5874752 ---Validation accuracy:--- 0.7736 Validation Loss: 0.6818127
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.53140604 ---Validation accuracy:--- 0.8086 Validation Loss: 0.6236268
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.52664447 ---Validation accuracy:--- 0.811 Validation Loss: 0.6261845
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5606439 ---Validation accuracy:--- 0.7758 Validation Loss: 0.6232339
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.66915023 ---Validation accuracy:--- 0.7766 Validation Loss: 0.654452
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.63703513 ---Validation accuracy:--- 0.8156 Validation Loss: 0.63081515
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.40131217 ---Validation accuracy:--- 0.819 Validation Loss: 0.65125215
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.6702664 ---Validation accuracy:--- 0.7692 Validation Loss: 0.63586855
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.64760756 ---Validation accuracy:--- 0.7716 Validation Loss: 0.6839471
Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.6422936 ---Validation accuracy:--- 0.7476 Validation Loss: 0.69339323
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.6063385 ---Validation accuracy:--- 0.7936 Validation Loss: 0.6208904
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.5306791 ---Validation accuracy:--- 0.8256 Validation Loss: 0.5897433
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.58821917 ---Validation accuracy:--- 0.7652 Validation Loss: 0.66054136
Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.741599 ---Validation accuracy:--- 0.7896 Validation Loss: 0.6614808
Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.7322583 ---Validation accuracy:--- 0.6872 Validation Loss: 0.89789766
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.51595634 ---Validation accuracy:--- 0.6942 Validation Loss: 0.77730274
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.47013488 ---Validation accuracy:--- 0.821 Validation Loss: 0.5721101
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.45020354 ---Validation accuracy:--- 0.8592 Validation Loss: 0.51334465
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.39067283 ---Validation accuracy:--- 0.806 Validation Loss: 0.5651483
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.4261393 ---Validation accuracy:--- 0.8168 Validation Loss: 0.5759611
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.68865234 ---Validation accuracy:--- 0.758 Validation Loss: 0.68157834
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.42008877 ---Validation accuracy:--- 0.846 Validation Loss: 0.57627285
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.39209306 ---Validation accuracy:--- 0.8524 Validation Loss: 0.502508
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.42925462 ---Validation accuracy:--- 0.8314 Validation Loss: 0.5266729
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.43293676 ---Validation accuracy:--- 0.8536 Validation Loss: 0.51068705
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.39392462 ---Validation accuracy:--- 0.8428 Validation Loss: 0.5532791
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.4685271 ---Validation accuracy:--- 0.829 Validation Loss: 0.5448319
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.43667924 ---Validation accuracy:--- 0.8596 Validation Loss: 0.5110487
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.55682355 ---Validation accuracy:--- 0.8062 Validation Loss: 0.64339393
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.5936982 ---Validation accuracy:--- 0.7534 Validation Loss: 0.820683
Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.8425104 ---Validation accuracy:--- 0.7348 Validation Loss: 0.92007804
Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.8822101 ---Validation accuracy:--- 0.777 Validation Loss: 0.85033566
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.6189546 ---Validation accuracy:--- 0.7868 Validation Loss: 0.7059883
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.6927659 ---Validation accuracy:--- 0.774 Validation Loss: 0.6954062
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.6004624 ---Validation accuracy:--- 0.7604 Validation Loss: 0.726016
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.5281181 ---Validation accuracy:--- 0.8436 Validation Loss: 0.57433605
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.4162445 ---Validation accuracy:--- 0.8412 Validation Loss: 0.55488217
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.3964714 ---Validation accuracy:--- 0.8228 Validation Loss: 0.5650096
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.37131706 ---Validation accuracy:--- 0.8506 Validation Loss: 0.535183
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.5227234 ---Validation accuracy:--- 0.8464 Validation Loss: 0.5045308
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.2493708 ---Validation accuracy:--- 0.8582 Validation Loss: 0.5003915
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3740802 ---Validation accuracy:--- 0.8564 Validation Loss: 0.52804965
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.40498292 ---Validation accuracy:--- 0.8716 Validation Loss: 0.47464296
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.31302768 ---Validation accuracy:--- 0.8446 Validation Loss: 0.51624113
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3306154 ---Validation accuracy:--- 0.8706 Validation Loss: 0.46485665
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3120838 ---Validation accuracy:--- 0.876 Validation Loss: 0.44380063
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.42604864 ---Validation accuracy:--- 0.8724 Validation Loss: 0.44856864
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3521983 ---Validation accuracy:--- 0.8588 Validation Loss: 0.5118304
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3659581 ---Validation accuracy:--- 0.8738 Validation Loss: 0.44564775
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.317984 ---Validation accuracy:--- 0.8728 Validation Loss: 0.44819424
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.35426253 ---Validation accuracy:--- 0.8616 Validation Loss: 0.46787432
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5957385 ---Validation accuracy:--- 0.8114 Validation Loss: 0.60213995
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.27582723 ---Validation accuracy:--- 0.8616 Validation Loss: 0.46645513
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.64914477 ---Validation accuracy:--- 0.8196 Validation Loss: 0.6035875
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.47230914 ---Validation accuracy:--- 0.7786 Validation Loss: 0.67031384
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.5041109 ---Validation accuracy:--- 0.8348 Validation Loss: 0.5459633
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.44374767 ---Validation accuracy:--- 0.8564 Validation Loss: 0.47804883
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.46122935 ---Validation accuracy:--- 0.8168 Validation Loss: 0.5716083
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5301257 ---Validation accuracy:--- 0.803 Validation Loss: 0.61710936
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.58767503 ---Validation accuracy:--- 0.8158 Validation Loss: 0.5817086
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.48094642 ---Validation accuracy:--- 0.8258 Validation Loss: 0.54993916
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.4428462 ---Validation accuracy:--- 0.8686 Validation Loss: 0.46108335
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.4641775 ---Validation accuracy:--- 0.841 Validation Loss: 0.52718884
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.47884285 ---Validation accuracy:--- 0.838 Validation Loss: 0.5153945
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.40027115 ---Validation accuracy:--- 0.8682 Validation Loss: 0.47380722
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.3333788 ---Validation accuracy:--- 0.8478 Validation Loss: 0.5087129
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.46838146 ---Validation accuracy:--- 0.7906 Validation Loss: 0.614088
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.65475404 ---Validation accuracy:--- 0.8606 Validation Loss: 0.5202046
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.36950326 ---Validation accuracy:--- 0.8754 Validation Loss: 0.45246577
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3655471 ---Validation accuracy:--- 0.8626 Validation Loss: 0.5181908
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.35858962 ---Validation accuracy:--- 0.8682 Validation Loss: 0.46132284
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.44245458 ---Validation accuracy:--- 0.8406 Validation Loss: 0.5358526
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.27337915 ---Validation accuracy:--- 0.8844 Validation Loss: 0.4274994
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.41827783 ---Validation accuracy:--- 0.8676 Validation Loss: 0.4772003
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.36730492 ---Validation accuracy:--- 0.8708 Validation Loss: 0.4739499
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2566528 ---Validation accuracy:--- 0.8834 Validation Loss: 0.42795482
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.3669504 ---Validation accuracy:--- 0.8712 Validation Loss: 0.4689583
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.38219243 ---Validation accuracy:--- 0.8618 Validation Loss: 0.47709554
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.45742714 ---Validation accuracy:--- 0.8654 Validation Loss: 0.4681122
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.32779026 ---Validation accuracy:--- 0.8704 Validation Loss: 0.46782354
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.22907026 ---Validation accuracy:--- 0.8846 Validation Loss: 0.43305147
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.31629485 ---Validation accuracy:--- 0.886 Validation Loss: 0.41714102
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.48966405 ---Validation accuracy:--- 0.8122 Validation Loss: 0.58781755
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.6924943 ---Validation accuracy:--- 0.771 Validation Loss: 0.6320834
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.49128684 ---Validation accuracy:--- 0.8622 Validation Loss: 0.4963892
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.30570453 ---Validation accuracy:--- 0.8712 Validation Loss: 0.4556185
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3110738 ---Validation accuracy:--- 0.8706 Validation Loss: 0.46992704
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.37069634 ---Validation accuracy:--- 0.8806 Validation Loss: 0.42224464
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.41714624 ---Validation accuracy:--- 0.855 Validation Loss: 0.4993507
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.28215188 ---Validation accuracy:--- 0.8814 Validation Loss: 0.4363542
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.30835503 ---Validation accuracy:--- 0.885 Validation Loss: 0.40438458
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.47656274 ---Validation accuracy:--- 0.8712 Validation Loss: 0.44583535
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.26076257 ---Validation accuracy:--- 0.8864 Validation Loss: 0.41998306
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.20877102 ---Validation accuracy:--- 0.8844 Validation Loss: 0.4173792
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.42870885 ---Validation accuracy:--- 0.874 Validation Loss: 0.4599662
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.45686543 ---Validation accuracy:--- 0.8748 Validation Loss: 0.45242003
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3114913 ---Validation accuracy:--- 0.8874 Validation Loss: 0.41734806
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.33409598 ---Validation accuracy:--- 0.8842 Validation Loss: 0.43085146
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.20068872 ---Validation accuracy:--- 0.8966 Validation Loss: 0.38250065
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.23470372 ---Validation accuracy:--- 0.8808 Validation Loss: 0.42967382
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.42362013 ---Validation accuracy:--- 0.8866 Validation Loss: 0.41898292
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.30252573 ---Validation accuracy:--- 0.8886 Validation Loss: 0.40239078
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.50536555 ---Validation accuracy:--- 0.861 Validation Loss: 0.48758325
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.33766592 ---Validation accuracy:--- 0.8816 Validation Loss: 0.43061566
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.25990257 ---Validation accuracy:--- 0.8794 Validation Loss: 0.44292936
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.25458518 ---Validation accuracy:--- 0.8864 Validation Loss: 0.41498277
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2608319 ---Validation accuracy:--- 0.8866 Validation Loss: 0.42253593
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2473281 ---Validation accuracy:--- 0.8972 Validation Loss: 0.38973448
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.31167227 ---Validation accuracy:--- 0.877 Validation Loss: 0.4459005
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.26296303 ---Validation accuracy:--- 0.8778 Validation Loss: 0.42995206
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2187929 ---Validation accuracy:--- 0.8956 Validation Loss: 0.38625538
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.29170913 ---Validation accuracy:--- 0.8876 Validation Loss: 0.40695018
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.13289909 ---Validation accuracy:--- 0.8974 Validation Loss: 0.38595617
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.24385591 ---Validation accuracy:--- 0.8972 Validation Loss: 0.38612932
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.28124633 ---Validation accuracy:--- 0.8878 Validation Loss: 0.4093855
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.31266406 ---Validation accuracy:--- 0.8816 Validation Loss: 0.42908275
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.41309395 ---Validation accuracy:--- 0.8332 Validation Loss: 0.5390937
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2166472 ---Validation accuracy:--- 0.852 Validation Loss: 0.49844736
Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.75333166 ---Validation accuracy:--- 0.8106 Validation Loss: 0.624699
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.32197398 ---Validation accuracy:--- 0.8632 Validation Loss: 0.48485807
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22253448 ---Validation accuracy:--- 0.8932 Validation Loss: 0.40480834
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.45007107 ---Validation accuracy:--- 0.86 Validation Loss: 0.4924355
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.502358 ---Validation accuracy:--- 0.8344 Validation Loss: 0.5682509
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.31952146 ---Validation accuracy:--- 0.8658 Validation Loss: 0.46145654
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.30733556 ---Validation accuracy:--- 0.8594 Validation Loss: 0.48354033
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.27230534 ---Validation accuracy:--- 0.8566 Validation Loss: 0.4970297
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.31900185 ---Validation accuracy:--- 0.847 Validation Loss: 0.5744186
Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.81662005 ---Validation accuracy:--- 0.8334 Validation Loss: 0.60926443
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.5079372 ---Validation accuracy:--- 0.8144 Validation Loss: 0.61146086
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.5111765 ---Validation accuracy:--- 0.7972 Validation Loss: 0.8533764
Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.8597096 ---Validation accuracy:--- 0.6958 Validation Loss: 1.0069377
Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.76756686 ---Validation accuracy:--- 0.7666 Validation Loss: 0.8305916
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.58517915 ---Validation accuracy:--- 0.848 Validation Loss: 0.5800274
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.36420798 ---Validation accuracy:--- 0.8678 Validation Loss: 0.5147742
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.32789707 ---Validation accuracy:--- 0.8614 Validation Loss: 0.49608228
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.31961626 ---Validation accuracy:--- 0.8642 Validation Loss: 0.46878448
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.4269882 ---Validation accuracy:--- 0.8762 Validation Loss: 0.4690723
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.43940845 ---Validation accuracy:--- 0.87 Validation Loss: 0.47328687
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3452846 ---Validation accuracy:--- 0.8806 Validation Loss: 0.44963986
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.34913364 ---Validation accuracy:--- 0.8394 Validation Loss: 0.5307721
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.26734638 ---Validation accuracy:--- 0.8778 Validation Loss: 0.45353663
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.43934667 ---Validation accuracy:--- 0.8416 Validation Loss: 0.49564454
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.31901127 ---Validation accuracy:--- 0.8826 Validation Loss: 0.42052558
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.34801003 ---Validation accuracy:--- 0.8868 Validation Loss: 0.411237
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2744145 ---Validation accuracy:--- 0.8946 Validation Loss: 0.3864563
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.35793057 ---Validation accuracy:--- 0.8834 Validation Loss: 0.45186225
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2461348 ---Validation accuracy:--- 0.8794 Validation Loss: 0.47750548
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.24831876 ---Validation accuracy:--- 0.8774 Validation Loss: 0.4555801
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23749217 ---Validation accuracy:--- 0.8952 Validation Loss: 0.38910842
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.3440587 ---Validation accuracy:--- 0.8806 Validation Loss: 0.43151417
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.27460456 ---Validation accuracy:--- 0.8866 Validation Loss: 0.40854186
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.28277272 ---Validation accuracy:--- 0.8866 Validation Loss: 0.411223
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3280809 ---Validation accuracy:--- 0.871 Validation Loss: 0.45026222
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.4732083 ---Validation accuracy:--- 0.8624 Validation Loss: 0.46848032
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.20614979 ---Validation accuracy:--- 0.8818 Validation Loss: 0.4484467
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.33380553 ---Validation accuracy:--- 0.8878 Validation Loss: 0.4105168
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.40868846 ---Validation accuracy:--- 0.8674 Validation Loss: 0.49555773
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.37210885 ---Validation accuracy:--- 0.8796 Validation Loss: 0.4522418
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.29229587 ---Validation accuracy:--- 0.897 Validation Loss: 0.38134825
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.46157825 ---Validation accuracy:--- 0.8992 Validation Loss: 0.36718446
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.35079986 ---Validation accuracy:--- 0.866 Validation Loss: 0.44844747
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3408023 ---Validation accuracy:--- 0.8822 Validation Loss: 0.42349717
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.4400618 ---Validation accuracy:--- 0.8846 Validation Loss: 0.40607256
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.42276576 ---Validation accuracy:--- 0.8606 Validation Loss: 0.50791097
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.39099976 ---Validation accuracy:--- 0.8822 Validation Loss: 0.44822046
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.3279822 ---Validation accuracy:--- 0.8884 Validation Loss: 0.40005118
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.24326685 ---Validation accuracy:--- 0.884 Validation Loss: 0.4137424
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.34603477 ---Validation accuracy:--- 0.893 Validation Loss: 0.394793
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.36884278 ---Validation accuracy:--- 0.8782 Validation Loss: 0.44150034
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12667899 ---Validation accuracy:--- 0.8984 Validation Loss: 0.3608679
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3603183 ---Validation accuracy:--- 0.9026 Validation Loss: 0.36288205
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.24840096 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3633924
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.3127538 ---Validation accuracy:--- 0.8988 Validation Loss: 0.3731882
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.30719498 ---Validation accuracy:--- 0.8104 Validation Loss: 0.5159548
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.24549122 ---Validation accuracy:--- 0.8906 Validation Loss: 0.38729605
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.18956272 ---Validation accuracy:--- 0.8966 Validation Loss: 0.3742693
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.20616764 ---Validation accuracy:--- 0.8978 Validation Loss: 0.37188485
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.07939646 ---Validation accuracy:--- 0.901 Validation Loss: 0.35395297
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.25782198 ---Validation accuracy:--- 0.8936 Validation Loss: 0.39726815
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.20472021 ---Validation accuracy:--- 0.8984 Validation Loss: 0.37270913
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2890732 ---Validation accuracy:--- 0.8958 Validation Loss: 0.3718105
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.24376054 ---Validation accuracy:--- 0.8834 Validation Loss: 0.4187362
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.35763413 ---Validation accuracy:--- 0.8894 Validation Loss: 0.4137208
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.30403006 ---Validation accuracy:--- 0.8946 Validation Loss: 0.38437912
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.3875976 ---Validation accuracy:--- 0.8844 Validation Loss: 0.39454737
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3933389 ---Validation accuracy:--- 0.8884 Validation Loss: 0.41276357
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3303898 ---Validation accuracy:--- 0.8754 Validation Loss: 0.48010385
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.22805458 ---Validation accuracy:--- 0.8978 Validation Loss: 0.4113508
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.21508497 ---Validation accuracy:--- 0.8946 Validation Loss: 0.41022384
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.37870243 ---Validation accuracy:--- 0.894 Validation Loss: 0.38444865
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.29177585 ---Validation accuracy:--- 0.8872 Validation Loss: 0.42972863
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16441065 ---Validation accuracy:--- 0.8954 Validation Loss: 0.40892637
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.5357249 ---Validation accuracy:--- 0.8272 Validation Loss: 0.620638
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.35072044 ---Validation accuracy:--- 0.8804 Validation Loss: 0.44691807
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.4716309 ---Validation accuracy:--- 0.8762 Validation Loss: 0.48221812
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.36489204 ---Validation accuracy:--- 0.8592 Validation Loss: 0.46963194
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23632771 ---Validation accuracy:--- 0.89 Validation Loss: 0.40018937
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.39089254 ---Validation accuracy:--- 0.9 Validation Loss: 0.36520824
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3102531 ---Validation accuracy:--- 0.9036 Validation Loss: 0.3583598
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.24422027 ---Validation accuracy:--- 0.8816 Validation Loss: 0.44011703
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3472252 ---Validation accuracy:--- 0.88 Validation Loss: 0.42924115
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.33306956 ---Validation accuracy:--- 0.8588 Validation Loss: 0.4675341
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23869452 ---Validation accuracy:--- 0.8938 Validation Loss: 0.39386156
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.24473232 ---Validation accuracy:--- 0.9 Validation Loss: 0.39870963
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.39149037 ---Validation accuracy:--- 0.9014 Validation Loss: 0.35866836
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2628591 ---Validation accuracy:--- 0.8942 Validation Loss: 0.38023326
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20318161 ---Validation accuracy:--- 0.9 Validation Loss: 0.37499174
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.21906136 ---Validation accuracy:--- 0.9008 Validation Loss: 0.35145885
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.28752255 ---Validation accuracy:--- 0.8904 Validation Loss: 0.4014334
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2401878 ---Validation accuracy:--- 0.8946 Validation Loss: 0.3915098
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.29369667 ---Validation accuracy:--- 0.8946 Validation Loss: 0.38187152
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.30843967 ---Validation accuracy:--- 0.9018 Validation Loss: 0.37552416
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.24776699 ---Validation accuracy:--- 0.8958 Validation Loss: 0.38347188
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.26446253 ---Validation accuracy:--- 0.8874 Validation Loss: 0.4134618
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2978525 ---Validation accuracy:--- 0.903 Validation Loss: 0.3543818
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.28525138 ---Validation accuracy:--- 0.8908 Validation Loss: 0.38373566
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.48376954 ---Validation accuracy:--- 0.8724 Validation Loss: 0.45250458
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3354082 ---Validation accuracy:--- 0.8914 Validation Loss: 0.40654406
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.4024211 ---Validation accuracy:--- 0.8868 Validation Loss: 0.41346416
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.30779237 ---Validation accuracy:--- 0.8992 Validation Loss: 0.35790184
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23154724 ---Validation accuracy:--- 0.8992 Validation Loss: 0.3511818
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.27701184 ---Validation accuracy:--- 0.896 Validation Loss: 0.36927134
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.36587536 ---Validation accuracy:--- 0.8936 Validation Loss: 0.38548514
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.22721753 ---Validation accuracy:--- 0.904 Validation Loss: 0.3651928
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.1364493 ---Validation accuracy:--- 0.9052 Validation Loss: 0.3470881
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2347549 ---Validation accuracy:--- 0.893 Validation Loss: 0.39712712
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.5179628 ---Validation accuracy:--- 0.897 Validation Loss: 0.37719747
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.2132077 ---Validation accuracy:--- 0.8926 Validation Loss: 0.39448246
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.32152596 ---Validation accuracy:--- 0.8938 Validation Loss: 0.3825608
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2782952 ---Validation accuracy:--- 0.9028 Validation Loss: 0.3514707
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.26492202 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34217748
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.30869016 ---Validation accuracy:--- 0.8804 Validation Loss: 0.43283808
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3341227 ---Validation accuracy:--- 0.8526 Validation Loss: 0.529501
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.60050327 ---Validation accuracy:--- 0.794 Validation Loss: 0.73798347
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.47199154 ---Validation accuracy:--- 0.78 Validation Loss: 0.613495
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.36027455 ---Validation accuracy:--- 0.891 Validation Loss: 0.436035
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.22494584 ---Validation accuracy:--- 0.8952 Validation Loss: 0.37872413
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19468941 ---Validation accuracy:--- 0.8836 Validation Loss: 0.41274098
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19076961 ---Validation accuracy:--- 0.8694 Validation Loss: 0.43555805
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.34133628 ---Validation accuracy:--- 0.8868 Validation Loss: 0.43337813
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.33132827 ---Validation accuracy:--- 0.9046 Validation Loss: 0.35485858
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.40745786 ---Validation accuracy:--- 0.9088 Validation Loss: 0.34711528
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.30179563 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34598663
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.18909924 ---Validation accuracy:--- 0.908 Validation Loss: 0.343669
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.36056405 ---Validation accuracy:--- 0.9054 Validation Loss: 0.36692852
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.1193726 ---Validation accuracy:--- 0.9044 Validation Loss: 0.35998878
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.5130411 ---Validation accuracy:--- 0.836 Validation Loss: 0.61211514
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.54764587 ---Validation accuracy:--- 0.833 Validation Loss: 0.57689774
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3292261 ---Validation accuracy:--- 0.8996 Validation Loss: 0.3703733
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.25909835 ---Validation accuracy:--- 0.905 Validation Loss: 0.3503411
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.30179986 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3668401
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.36233166 ---Validation accuracy:--- 0.8992 Validation Loss: 0.37048686
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.33062187 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37927464
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.16747704 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33837295
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2683597 ---Validation accuracy:--- 0.9002 Validation Loss: 0.35647103
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.16898078 ---Validation accuracy:--- 0.908 Validation Loss: 0.34703687
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.25011566 ---Validation accuracy:--- 0.9102 Validation Loss: 0.33215028
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.21605578 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34309086
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.18468066 ---Validation accuracy:--- 0.8888 Validation Loss: 0.3956109
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5530175 ---Validation accuracy:--- 0.828 Validation Loss: 0.6246869
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.57054955 ---Validation accuracy:--- 0.8464 Validation Loss: 0.56983525
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.49497825 ---Validation accuracy:--- 0.892 Validation Loss: 0.44706693
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.31419057 ---Validation accuracy:--- 0.894 Validation Loss: 0.3846847
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2884163 ---Validation accuracy:--- 0.9082 Validation Loss: 0.34465763
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20557971 ---Validation accuracy:--- 0.9008 Validation Loss: 0.36567602
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.34067443 ---Validation accuracy:--- 0.897 Validation Loss: 0.38950554
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.30772737 ---Validation accuracy:--- 0.9006 Validation Loss: 0.36519018
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.37140098 ---Validation accuracy:--- 0.898 Validation Loss: 0.3695509
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.37786233 ---Validation accuracy:--- 0.9054 Validation Loss: 0.35859877
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.22958948 ---Validation accuracy:--- 0.9066 Validation Loss: 0.35422808
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.3000152 ---Validation accuracy:--- 0.8856 Validation Loss: 0.41032407
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15852413 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3546479
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.16920643 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3490145
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2823212 ---Validation accuracy:--- 0.8958 Validation Loss: 0.38698417
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20077357 ---Validation accuracy:--- 0.9114 Validation Loss: 0.33467564
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14395721 ---Validation accuracy:--- 0.8966 Validation Loss: 0.3765598
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.24395256 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34429628
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18297133 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34520084
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1272089 ---Validation accuracy:--- 0.9098 Validation Loss: 0.34063435
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2835099 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3658416
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22440442 ---Validation accuracy:--- 0.8724 Validation Loss: 0.42957926
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2519405 ---Validation accuracy:--- 0.8916 Validation Loss: 0.41273785
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.32202566 ---Validation accuracy:--- 0.8976 Validation Loss: 0.37179723
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21492381 ---Validation accuracy:--- 0.9124 Validation Loss: 0.32793602
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.27315995 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3335607
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.20890637 ---Validation accuracy:--- 0.912 Validation Loss: 0.32625654
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15006462 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32989
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.28304493 ---Validation accuracy:--- 0.9026 Validation Loss: 0.3546147
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.23660538 ---Validation accuracy:--- 0.9078 Validation Loss: 0.33673653
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21583757 ---Validation accuracy:--- 0.9048 Validation Loss: 0.36036277
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1532817 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33896485
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1292865 ---Validation accuracy:--- 0.907 Validation Loss: 0.34358847
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21897751 ---Validation accuracy:--- 0.9044 Validation Loss: 0.35035396
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.38334435 ---Validation accuracy:--- 0.8976 Validation Loss: 0.39598203
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.34293947 ---Validation accuracy:--- 0.906 Validation Loss: 0.34576076
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.28238288 ---Validation accuracy:--- 0.9094 Validation Loss: 0.3443281
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18200523 ---Validation accuracy:--- 0.9012 Validation Loss: 0.37490556
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.26210812 ---Validation accuracy:--- 0.8896 Validation Loss: 0.39342272
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.34679592 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3423551
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15159197 ---Validation accuracy:--- 0.9026 Validation Loss: 0.3590241
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.31723702 ---Validation accuracy:--- 0.903 Validation Loss: 0.34510228
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23919106 ---Validation accuracy:--- 0.9086 Validation Loss: 0.34644413
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.32632327 ---Validation accuracy:--- 0.8608 Validation Loss: 0.4617917
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.1553547 ---Validation accuracy:--- 0.8898 Validation Loss: 0.4148509
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11623457 ---Validation accuracy:--- 0.902 Validation Loss: 0.35494307
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24990563 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3420671
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.30491316 ---Validation accuracy:--- 0.903 Validation Loss: 0.39011827
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.33670014 ---Validation accuracy:--- 0.8946 Validation Loss: 0.3918331
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.26197425 ---Validation accuracy:--- 0.9028 Validation Loss: 0.37183517
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16106212 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3544404
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25574088 ---Validation accuracy:--- 0.9006 Validation Loss: 0.37108883
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.28291145 ---Validation accuracy:--- 0.8988 Validation Loss: 0.3681066
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.31457788 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33412108
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.33834258 ---Validation accuracy:--- 0.902 Validation Loss: 0.35862213
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2989629 ---Validation accuracy:--- 0.9128 Validation Loss: 0.33756894
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21992974 ---Validation accuracy:--- 0.9142 Validation Loss: 0.32373413
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.20585957 ---Validation accuracy:--- 0.9048 Validation Loss: 0.36408994
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.49533275 ---Validation accuracy:--- 0.8954 Validation Loss: 0.3829369
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.3336596 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3742857
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2560934 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31868955
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20482518 ---Validation accuracy:--- 0.9074 Validation Loss: 0.32921052
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1633437 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31726196
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22916673 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33528253
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1766757 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3136952
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.3184228 ---Validation accuracy:--- 0.8974 Validation Loss: 0.37751657
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21325909 ---Validation accuracy:--- 0.8982 Validation Loss: 0.37329838
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23029293 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30970752
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1764748 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31523657
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13186169 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30124605
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11911993 ---Validation accuracy:--- 0.915 Validation Loss: 0.33096668
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.5173582 ---Validation accuracy:--- 0.8996 Validation Loss: 0.39952934
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19563627 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31482518
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.27179742 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3549641
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.32588333 ---Validation accuracy:--- 0.9108 Validation Loss: 0.33987516
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1645399 ---Validation accuracy:--- 0.9112 Validation Loss: 0.33836627
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.28355205 ---Validation accuracy:--- 0.9142 Validation Loss: 0.33360097
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19324873 ---Validation accuracy:--- 0.8926 Validation Loss: 0.35937157
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24270575 ---Validation accuracy:--- 0.9152 Validation Loss: 0.33292267
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18227312 ---Validation accuracy:--- 0.9158 Validation Loss: 0.3207686
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2987659 ---Validation accuracy:--- 0.8916 Validation Loss: 0.39473248
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22712722 ---Validation accuracy:--- 0.9102 Validation Loss: 0.34334385
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.27051908 ---Validation accuracy:--- 0.9014 Validation Loss: 0.38208702
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.30060995 ---Validation accuracy:--- 0.913 Validation Loss: 0.32479483
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.27652043 ---Validation accuracy:--- 0.914 Validation Loss: 0.31753483
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1476227 ---Validation accuracy:--- 0.912 Validation Loss: 0.3285405
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.4913414 ---Validation accuracy:--- 0.8938 Validation Loss: 0.40075883
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.27906322 ---Validation accuracy:--- 0.9106 Validation Loss: 0.34546137
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.203721 ---Validation accuracy:--- 0.9128 Validation Loss: 0.332644
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23348808 ---Validation accuracy:--- 0.9148 Validation Loss: 0.32341313
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.21673448 ---Validation accuracy:--- 0.9104 Validation Loss: 0.331827
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.080981925 ---Validation accuracy:--- 0.9088 Validation Loss: 0.34245503
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.24208476 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31025487
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2608119 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3238689
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.27724826 ---Validation accuracy:--- 0.9038 Validation Loss: 0.34055054
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17616266 ---Validation accuracy:--- 0.9002 Validation Loss: 0.36026892
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.3530748 ---Validation accuracy:--- 0.8978 Validation Loss: 0.37022364
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21117032 ---Validation accuracy:--- 0.8974 Validation Loss: 0.374851
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23507792 ---Validation accuracy:--- 0.9078 Validation Loss: 0.34534356
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17891918 ---Validation accuracy:--- 0.9124 Validation Loss: 0.32272524
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.27728856 ---Validation accuracy:--- 0.9104 Validation Loss: 0.33805987
Epoch: 1 ---Training accuracy:--- 0.77 Training Loss: 0.6170873 ---Validation accuracy:--- 0.8466 Validation Loss: 0.48687238
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.4147893 ---Validation accuracy:--- 0.8906 Validation Loss: 0.4486957
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2506888 ---Validation accuracy:--- 0.9108 Validation Loss: 0.34267008
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.3289664 ---Validation accuracy:--- 0.9134 Validation Loss: 0.33007386
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15512985 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3216748
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.352864 ---Validation accuracy:--- 0.9126 Validation Loss: 0.33549446
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13203172 ---Validation accuracy:--- 0.9122 Validation Loss: 0.32827595
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.26396993 ---Validation accuracy:--- 0.913 Validation Loss: 0.32428294
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.24272865 ---Validation accuracy:--- 0.905 Validation Loss: 0.37043074
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.24228463 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34904984
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.24994202 ---Validation accuracy:--- 0.886 Validation Loss: 0.3879714
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23448125 ---Validation accuracy:--- 0.9048 Validation Loss: 0.32816508
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.28765702 ---Validation accuracy:--- 0.8926 Validation Loss: 0.41900644
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19938564 ---Validation accuracy:--- 0.9152 Validation Loss: 0.32206196
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.29762065 ---Validation accuracy:--- 0.9178 Validation Loss: 0.31555524
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16755192 ---Validation accuracy:--- 0.9132 Validation Loss: 0.32636303
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19439526 ---Validation accuracy:--- 0.9072 Validation Loss: 0.34388772
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16447659 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30591318
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22326653 ---Validation accuracy:--- 0.8874 Validation Loss: 0.38398913
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.2938019 ---Validation accuracy:--- 0.8688 Validation Loss: 0.42736268
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.36648968 ---Validation accuracy:--- 0.9066 Validation Loss: 0.35218555
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.30448577 ---Validation accuracy:--- 0.9118 Validation Loss: 0.33167335
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.3727903 ---Validation accuracy:--- 0.8912 Validation Loss: 0.38544405
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22208107 ---Validation accuracy:--- 0.8936 Validation Loss: 0.37086713
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.18518375 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34910417
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22117317 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29699013
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.100673154 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31453314
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17622845 ---Validation accuracy:--- 0.9132 Validation Loss: 0.329869
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.23050286 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3464069
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.20624901 ---Validation accuracy:--- 0.9182 Validation Loss: 0.3082168
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.39316243 ---Validation accuracy:--- 0.912 Validation Loss: 0.3242443
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18274003 ---Validation accuracy:--- 0.915 Validation Loss: 0.31454796
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.31785694 ---Validation accuracy:--- 0.8358 Validation Loss: 0.57108635
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.5057186 ---Validation accuracy:--- 0.88 Validation Loss: 0.40447074
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24344294 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31676105
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1615315 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31929362
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2745485 ---Validation accuracy:--- 0.9074 Validation Loss: 0.3318994
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1590527 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31966934
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2796695 ---Validation accuracy:--- 0.9198 Validation Loss: 0.30109042
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.30226424 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30001006
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16110297 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31930956
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.18963997 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3149047
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2832583 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31830302
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.09179816 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30272597
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21776992 ---Validation accuracy:--- 0.9174 Validation Loss: 0.31770805
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.23237905 ---Validation accuracy:--- 0.9158 Validation Loss: 0.32452756
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.25952828 ---Validation accuracy:--- 0.9184 Validation Loss: 0.2958842
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22370772 ---Validation accuracy:--- 0.9168 Validation Loss: 0.29677066
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.30405372 ---Validation accuracy:--- 0.8998 Validation Loss: 0.35585344
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.27774975 ---Validation accuracy:--- 0.909 Validation Loss: 0.3495966
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12391714 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30407274
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.3830477 ---Validation accuracy:--- 0.8538 Validation Loss: 0.49753588
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.26259744 ---Validation accuracy:--- 0.8984 Validation Loss: 0.42290822
Epoch: 1 ---Training accuracy:--- 0.84 Training Loss: 0.5001269 ---Validation accuracy:--- 0.8806 Validation Loss: 0.4345916
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.119825944 ---Validation accuracy:--- 0.9132 Validation Loss: 0.34165016
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.320491 ---Validation accuracy:--- 0.915 Validation Loss: 0.33094293
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24908128 ---Validation accuracy:--- 0.9104 Validation Loss: 0.34895942
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24144322 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37005383
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21912514 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33878773
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18137354 ---Validation accuracy:--- 0.9168 Validation Loss: 0.31166476
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.3132029 ---Validation accuracy:--- 0.912 Validation Loss: 0.31876102
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.32163915 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32904702
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.27742243 ---Validation accuracy:--- 0.8978 Validation Loss: 0.3593142
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1607328 ---Validation accuracy:--- 0.9116 Validation Loss: 0.35225302
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10060894 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3335896
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22962952 ---Validation accuracy:--- 0.9134 Validation Loss: 0.33494616
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.3179403 ---Validation accuracy:--- 0.91 Validation Loss: 0.33919388
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.30017936 ---Validation accuracy:--- 0.8956 Validation Loss: 0.3827618
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22321904 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31886217
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18760443 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35402372
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23197453 ---Validation accuracy:--- 0.9092 Validation Loss: 0.33828902
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.28684056 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3303291
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2918569 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30706766
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.26057968 ---Validation accuracy:--- 0.912 Validation Loss: 0.34305242
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.29600087 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31485766
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.3113131 ---Validation accuracy:--- 0.919 Validation Loss: 0.2993601
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19549651 ---Validation accuracy:--- 0.9158 Validation Loss: 0.31254786
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21356772 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31671372
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17862073 ---Validation accuracy:--- 0.908 Validation Loss: 0.33112314
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.26423308 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30261564
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.4481228 ---Validation accuracy:--- 0.8912 Validation Loss: 0.40811273
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.120116614 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30762845
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19451524 ---Validation accuracy:--- 0.8994 Validation Loss: 0.3586541
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11791812 ---Validation accuracy:--- 0.913 Validation Loss: 0.31957394
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.15305184 ---Validation accuracy:--- 0.911 Validation Loss: 0.32230687
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.33752084 ---Validation accuracy:--- 0.8926 Validation Loss: 0.39213476
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1616253 ---Validation accuracy:--- 0.9172 Validation Loss: 0.306375
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23443775 ---Validation accuracy:--- 0.9146 Validation Loss: 0.3078458
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.38981712 ---Validation accuracy:--- 0.8894 Validation Loss: 0.41403428
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.40587628 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29462174
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13990094 ---Validation accuracy:--- 0.9162 Validation Loss: 0.29589167
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12333126 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3217718
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21526727 ---Validation accuracy:--- 0.9174 Validation Loss: 0.29674044
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.34164765 ---Validation accuracy:--- 0.8932 Validation Loss: 0.39668906
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21114655 ---Validation accuracy:--- 0.8948 Validation Loss: 0.3747142
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.22776768 ---Validation accuracy:--- 0.9126 Validation Loss: 0.332456
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15434605 ---Validation accuracy:--- 0.9192 Validation Loss: 0.30418602
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.3539689 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29708064
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16564573 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2960145
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.29255626 ---Validation accuracy:--- 0.9168 Validation Loss: 0.3157162
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.1983535 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3263784
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09242207 ---Validation accuracy:--- 0.9114 Validation Loss: 0.3320863
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15302725 ---Validation accuracy:--- 0.9146 Validation Loss: 0.3130321
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.20311275 ---Validation accuracy:--- 0.9176 Validation Loss: 0.31981182
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.34794343 ---Validation accuracy:--- 0.9184 Validation Loss: 0.3076666
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24033195 ---Validation accuracy:--- 0.9134 Validation Loss: 0.33194005
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24702248 ---Validation accuracy:--- 0.9054 Validation Loss: 0.35488516
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11126539 ---Validation accuracy:--- 0.9084 Validation Loss: 0.35330075
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.3078181 ---Validation accuracy:--- 0.9138 Validation Loss: 0.33402914
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15488252 ---Validation accuracy:--- 0.9228 Validation Loss: 0.30357274
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13235798 ---Validation accuracy:--- 0.92 Validation Loss: 0.31272855
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.37304023 ---Validation accuracy:--- 0.9034 Validation Loss: 0.35042226
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.22200428 ---Validation accuracy:--- 0.9072 Validation Loss: 0.34343833
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.30689582 ---Validation accuracy:--- 0.8978 Validation Loss: 0.36800626
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13641515 ---Validation accuracy:--- 0.8998 Validation Loss: 0.36476538
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19044882 ---Validation accuracy:--- 0.8976 Validation Loss: 0.36230215
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17892209 ---Validation accuracy:--- 0.924 Validation Loss: 0.29018322
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17001201 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3085039
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.27850312 ---Validation accuracy:--- 0.9008 Validation Loss: 0.38195089
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18377613 ---Validation accuracy:--- 0.9094 Validation Loss: 0.33335328
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.23977935 ---Validation accuracy:--- 0.9246 Validation Loss: 0.29350442
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24550232 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29823178
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13250855 ---Validation accuracy:--- 0.9162 Validation Loss: 0.32091534
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.29629913 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29971504
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1782236 ---Validation accuracy:--- 0.9172 Validation Loss: 0.31170753
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21825421 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2973716
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1385763 ---Validation accuracy:--- 0.9164 Validation Loss: 0.33244488
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17707291 ---Validation accuracy:--- 0.8934 Validation Loss: 0.4135782
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17277819 ---Validation accuracy:--- 0.915 Validation Loss: 0.3349218
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.36501542 ---Validation accuracy:--- 0.9106 Validation Loss: 0.31854737
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.27917755 ---Validation accuracy:--- 0.912 Validation Loss: 0.33166578
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15247728 ---Validation accuracy:--- 0.9168 Validation Loss: 0.31402674
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2659966 ---Validation accuracy:--- 0.9188 Validation Loss: 0.3017182
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20995876 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31106907
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.28842887 ---Validation accuracy:--- 0.9208 Validation Loss: 0.30379093
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16921376 ---Validation accuracy:--- 0.922 Validation Loss: 0.29597652
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.25530615 ---Validation accuracy:--- 0.896 Validation Loss: 0.383652
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19502205 ---Validation accuracy:--- 0.9192 Validation Loss: 0.30490983
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1782063 ---Validation accuracy:--- 0.915 Validation Loss: 0.3242084
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23044121 ---Validation accuracy:--- 0.9076 Validation Loss: 0.34216893
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22499338 ---Validation accuracy:--- 0.918 Validation Loss: 0.3013568
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.32229277 ---Validation accuracy:--- 0.9144 Validation Loss: 0.32392737
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16053283 ---Validation accuracy:--- 0.91 Validation Loss: 0.3515416
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21616712 ---Validation accuracy:--- 0.9208 Validation Loss: 0.30107737
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15413207 ---Validation accuracy:--- 0.9198 Validation Loss: 0.3025492
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06016225 ---Validation accuracy:--- 0.9146 Validation Loss: 0.30502957
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.29700875 ---Validation accuracy:--- 0.8996 Validation Loss: 0.36039317
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2216539 ---Validation accuracy:--- 0.9136 Validation Loss: 0.30925515
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2075792 ---Validation accuracy:--- 0.916 Validation Loss: 0.29394782
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.112809144 ---Validation accuracy:--- 0.9218 Validation Loss: 0.29333052
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.3367959 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29322106
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.22965287 ---Validation accuracy:--- 0.9178 Validation Loss: 0.2961454
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.22414826 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29394686
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1711004 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31411713
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17068525 ---Validation accuracy:--- 0.9172 Validation Loss: 0.2908411
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18467404 ---Validation accuracy:--- 0.9162 Validation Loss: 0.31557065
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19298138 ---Validation accuracy:--- 0.9042 Validation Loss: 0.36436468
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.28921664 ---Validation accuracy:--- 0.9066 Validation Loss: 0.329119
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.24727249 ---Validation accuracy:--- 0.9144 Validation Loss: 0.32241315
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24799198 ---Validation accuracy:--- 0.9066 Validation Loss: 0.34237266
Epoch: 1 ---Training accuracy:--- 0.86 Training Loss: 0.35042632 ---Validation accuracy:--- 0.9182 Validation Loss: 0.31006157
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2727537 ---Validation accuracy:--- 0.9156 Validation Loss: 0.3197183
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11959107 ---Validation accuracy:--- 0.9164 Validation Loss: 0.3044415
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.32233596 ---Validation accuracy:--- 0.9126 Validation Loss: 0.32985556
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.3350609 ---Validation accuracy:--- 0.8924 Validation Loss: 0.3989191
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.30614713 ---Validation accuracy:--- 0.9118 Validation Loss: 0.32739368
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21039082 ---Validation accuracy:--- 0.909 Validation Loss: 0.31553927
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.30148923 ---Validation accuracy:--- 0.9194 Validation Loss: 0.3035252
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.161693 ---Validation accuracy:--- 0.9172 Validation Loss: 0.2992357
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18600558 ---Validation accuracy:--- 0.924 Validation Loss: 0.28117433
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10652965 ---Validation accuracy:--- 0.918 Validation Loss: 0.29499757
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1195471 ---Validation accuracy:--- 0.919 Validation Loss: 0.2908646
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13457027 ---Validation accuracy:--- 0.9236 Validation Loss: 0.28150153
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12350936 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28477383
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.19429119 ---Validation accuracy:--- 0.9114 Validation Loss: 0.31787515
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25766703 ---Validation accuracy:--- 0.9224 Validation Loss: 0.28495115
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.33412597 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2853939
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21547264 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31323653
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.19054176 ---Validation accuracy:--- 0.906 Validation Loss: 0.3359666
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2693085 ---Validation accuracy:--- 0.9036 Validation Loss: 0.32574898
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2775598 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3347792
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17175226 ---Validation accuracy:--- 0.922 Validation Loss: 0.28973773
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09617261 ---Validation accuracy:--- 0.9146 Validation Loss: 0.30366334
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1908852 ---Validation accuracy:--- 0.92 Validation Loss: 0.28755525
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19468696 ---Validation accuracy:--- 0.9196 Validation Loss: 0.28982696
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18126094 ---Validation accuracy:--- 0.9122 Validation Loss: 0.30713862
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2741683 ---Validation accuracy:--- 0.9118 Validation Loss: 0.34386635
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20115928 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3042499
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.16028218 ---Validation accuracy:--- 0.911 Validation Loss: 0.3186108
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2494271 ---Validation accuracy:--- 0.92 Validation Loss: 0.2995561
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.23882055 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29217997
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14798501 ---Validation accuracy:--- 0.9202 Validation Loss: 0.28552258
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21165226 ---Validation accuracy:--- 0.9216 Validation Loss: 0.29022563
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.25649074 ---Validation accuracy:--- 0.9078 Validation Loss: 0.32562047
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16559266 ---Validation accuracy:--- 0.907 Validation Loss: 0.33110824
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18451136 ---Validation accuracy:--- 0.9224 Validation Loss: 0.27738836
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.20698246 ---Validation accuracy:--- 0.9212 Validation Loss: 0.27504164
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13777024 ---Validation accuracy:--- 0.9198 Validation Loss: 0.28879386
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08432961 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3181731
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15964268 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29596567
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.248899 ---Validation accuracy:--- 0.9196 Validation Loss: 0.30714032
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.3031689 ---Validation accuracy:--- 0.912 Validation Loss: 0.31668106
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16263013 ---Validation accuracy:--- 0.9116 Validation Loss: 0.30649817
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23177549 ---Validation accuracy:--- 0.909 Validation Loss: 0.3235949
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19683751 ---Validation accuracy:--- 0.9218 Validation Loss: 0.28141698
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22533394 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2750501
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1545192 ---Validation accuracy:--- 0.9236 Validation Loss: 0.27386308
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16760276 ---Validation accuracy:--- 0.919 Validation Loss: 0.28838843
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2792372 ---Validation accuracy:--- 0.9218 Validation Loss: 0.28155246
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.34242812 ---Validation accuracy:--- 0.8828 Validation Loss: 0.4182438
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2508512 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3213305
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24631855 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3545483
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25641122 ---Validation accuracy:--- 0.9002 Validation Loss: 0.35537797
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22714192 ---Validation accuracy:--- 0.9154 Validation Loss: 0.29577214
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17633037 ---Validation accuracy:--- 0.922 Validation Loss: 0.2796034
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12240093 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31114823
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12779659 ---Validation accuracy:--- 0.9134 Validation Loss: 0.3094253
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16661106 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3090799
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15339342 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31105593
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.28509763 ---Validation accuracy:--- 0.9214 Validation Loss: 0.28904197
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1555201 ---Validation accuracy:--- 0.9202 Validation Loss: 0.28453472
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.229562 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29552263
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.24301967 ---Validation accuracy:--- 0.899 Validation Loss: 0.36580512
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1579157 ---Validation accuracy:--- 0.916 Validation Loss: 0.30181366
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.20309332 ---Validation accuracy:--- 0.9212 Validation Loss: 0.28551632
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16426481 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32691455
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21163654 ---Validation accuracy:--- 0.919 Validation Loss: 0.29054227
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.22987145 ---Validation accuracy:--- 0.8638 Validation Loss: 0.43833524
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.29271027 ---Validation accuracy:--- 0.92 Validation Loss: 0.28983432
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.25045195 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29941148
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09493442 ---Validation accuracy:--- 0.9222 Validation Loss: 0.27653438
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19085525 ---Validation accuracy:--- 0.9196 Validation Loss: 0.28018227
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.30026305 ---Validation accuracy:--- 0.9148 Validation Loss: 0.3223105
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.34890106 ---Validation accuracy:--- 0.895 Validation Loss: 0.38673085
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.2679984 ---Validation accuracy:--- 0.8886 Validation Loss: 0.3948624
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24919876 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2971285
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21542053 ---Validation accuracy:--- 0.903 Validation Loss: 0.3219774
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.22655946 ---Validation accuracy:--- 0.9008 Validation Loss: 0.3565859
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.32305855 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32879996
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1330538 ---Validation accuracy:--- 0.921 Validation Loss: 0.2872274
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21617663 ---Validation accuracy:--- 0.9128 Validation Loss: 0.32656217
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.083578736 ---Validation accuracy:--- 0.9216 Validation Loss: 0.2815425
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14379002 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28721407
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13390139 ---Validation accuracy:--- 0.913 Validation Loss: 0.3212913
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19678089 ---Validation accuracy:--- 0.921 Validation Loss: 0.29486725
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.27200708 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2917016
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18853943 ---Validation accuracy:--- 0.92 Validation Loss: 0.30028465
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15591562 ---Validation accuracy:--- 0.9224 Validation Loss: 0.29496408
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23314804 ---Validation accuracy:--- 0.918 Validation Loss: 0.30743638
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.28950217 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30495498
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13129424 ---Validation accuracy:--- 0.9212 Validation Loss: 0.28758436
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1943159 ---Validation accuracy:--- 0.92 Validation Loss: 0.28525957
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.2250816 ---Validation accuracy:--- 0.924 Validation Loss: 0.27596328
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.21770984 ---Validation accuracy:--- 0.9226 Validation Loss: 0.2782181
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20493901 ---Validation accuracy:--- 0.925 Validation Loss: 0.27568302
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17423372 ---Validation accuracy:--- 0.9222 Validation Loss: 0.29469764
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.139634 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29567486
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.1852975 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2940251
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.18488592 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3129469
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16198532 ---Validation accuracy:--- 0.91 Validation Loss: 0.30213165
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13807449 ---Validation accuracy:--- 0.9254 Validation Loss: 0.27508813
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.1037678 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27151334
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1383127 ---Validation accuracy:--- 0.9188 Validation Loss: 0.3015728
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15481907 ---Validation accuracy:--- 0.9194 Validation Loss: 0.31174213
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12763834 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2958731
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.2631725 ---Validation accuracy:--- 0.9174 Validation Loss: 0.29329956
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11842025 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27100724
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15975805 ---Validation accuracy:--- 0.914 Validation Loss: 0.3010108
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.20367275 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27403465
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16471122 ---Validation accuracy:--- 0.9174 Validation Loss: 0.2986327
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11927878 ---Validation accuracy:--- 0.9216 Validation Loss: 0.28564048
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19826153 ---Validation accuracy:--- 0.921 Validation Loss: 0.2877787
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16796549 ---Validation accuracy:--- 0.8988 Validation Loss: 0.36242506
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.26959518 ---Validation accuracy:--- 0.9218 Validation Loss: 0.28711796
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19033425 ---Validation accuracy:--- 0.913 Validation Loss: 0.30737096
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.30426458 ---Validation accuracy:--- 0.9074 Validation Loss: 0.3326953
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16997002 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30097732
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14472955 ---Validation accuracy:--- 0.9218 Validation Loss: 0.28589493
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.4081481 ---Validation accuracy:--- 0.9234 Validation Loss: 0.28504944
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.260823 ---Validation accuracy:--- 0.9194 Validation Loss: 0.28823853
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20462994 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27457687
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23638077 ---Validation accuracy:--- 0.92 Validation Loss: 0.2890716
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15476517 ---Validation accuracy:--- 0.9226 Validation Loss: 0.29827297
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.106585525 ---Validation accuracy:--- 0.9224 Validation Loss: 0.29483446
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09938931 ---Validation accuracy:--- 0.9256 Validation Loss: 0.27351782
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.33566839 ---Validation accuracy:--- 0.902 Validation Loss: 0.34776476
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.20894542 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2789071
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.30506873 ---Validation accuracy:--- 0.923 Validation Loss: 0.29074806
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12395773 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27043235
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22993495 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2606446
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.119576186 ---Validation accuracy:--- 0.9286 Validation Loss: 0.25871405
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16068561 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26353967
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13220322 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2614457
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20607893 ---Validation accuracy:--- 0.9218 Validation Loss: 0.28053433
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.19914839 ---Validation accuracy:--- 0.9206 Validation Loss: 0.2919853
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.26798812 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2791807
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23369133 ---Validation accuracy:--- 0.9242 Validation Loss: 0.28239766
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.30955708 ---Validation accuracy:--- 0.924 Validation Loss: 0.2812011
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.117924444 ---Validation accuracy:--- 0.9252 Validation Loss: 0.27329522
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.21382011 ---Validation accuracy:--- 0.9176 Validation Loss: 0.28864518
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.23037285 ---Validation accuracy:--- 0.9214 Validation Loss: 0.28209677
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.24068844 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2741855
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12934607 ---Validation accuracy:--- 0.9188 Validation Loss: 0.2995275
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1398816 ---Validation accuracy:--- 0.914 Validation Loss: 0.28978127
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1887047 ---Validation accuracy:--- 0.9172 Validation Loss: 0.29533145
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17397957 ---Validation accuracy:--- 0.9162 Validation Loss: 0.3179927
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.28115964 ---Validation accuracy:--- 0.8976 Validation Loss: 0.3929806
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.34141904 ---Validation accuracy:--- 0.8556 Validation Loss: 0.45684323
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.25087273 ---Validation accuracy:--- 0.914 Validation Loss: 0.31963944
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.32062644 ---Validation accuracy:--- 0.9228 Validation Loss: 0.28058848
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.20313092 ---Validation accuracy:--- 0.9226 Validation Loss: 0.27154836
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1582365 ---Validation accuracy:--- 0.9242 Validation Loss: 0.27033302
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12047948 ---Validation accuracy:--- 0.923 Validation Loss: 0.2739371
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14034855 ---Validation accuracy:--- 0.9212 Validation Loss: 0.286938
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.110336855 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2787676
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17429377 ---Validation accuracy:--- 0.922 Validation Loss: 0.28255415
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11481879 ---Validation accuracy:--- 0.927 Validation Loss: 0.2707423
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.25937834 ---Validation accuracy:--- 0.9212 Validation Loss: 0.28298917
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21399531 ---Validation accuracy:--- 0.9222 Validation Loss: 0.28248924
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22402047 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2699452
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11081789 ---Validation accuracy:--- 0.9186 Validation Loss: 0.28364545
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.19052261 ---Validation accuracy:--- 0.9224 Validation Loss: 0.28741288
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13088275 ---Validation accuracy:--- 0.9202 Validation Loss: 0.28675166
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23838286 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30484235
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.3042053 ---Validation accuracy:--- 0.8972 Validation Loss: 0.36225522
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1508234 ---Validation accuracy:--- 0.925 Validation Loss: 0.2782913
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23122486 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29857346
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18607044 ---Validation accuracy:--- 0.9238 Validation Loss: 0.28240767
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.065532915 ---Validation accuracy:--- 0.9234 Validation Loss: 0.28355077
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18024525 ---Validation accuracy:--- 0.9084 Validation Loss: 0.35537806
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2607505 ---Validation accuracy:--- 0.8954 Validation Loss: 0.38155216
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2538873 ---Validation accuracy:--- 0.925 Validation Loss: 0.2954236
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.27058852 ---Validation accuracy:--- 0.9162 Validation Loss: 0.31561324
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.29537886 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32567808
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.21941814 ---Validation accuracy:--- 0.8966 Validation Loss: 0.35719913
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.41440094 ---Validation accuracy:--- 0.8812 Validation Loss: 0.4263044
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21832936 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3045944
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13282883 ---Validation accuracy:--- 0.9204 Validation Loss: 0.28331026
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1362249 ---Validation accuracy:--- 0.9132 Validation Loss: 0.32262012
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23185341 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29598594
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.34622782 ---Validation accuracy:--- 0.926 Validation Loss: 0.27222332
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.187103 ---Validation accuracy:--- 0.9248 Validation Loss: 0.28627264
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12471962 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31568652
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22311063 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3137123
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16823608 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26814616
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16115643 ---Validation accuracy:--- 0.9188 Validation Loss: 0.30425164
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2519187 ---Validation accuracy:--- 0.9216 Validation Loss: 0.29877332
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2600887 ---Validation accuracy:--- 0.9224 Validation Loss: 0.29119703
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.12913586 ---Validation accuracy:--- 0.925 Validation Loss: 0.26227462
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21041779 ---Validation accuracy:--- 0.924 Validation Loss: 0.27979252
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.3393522 ---Validation accuracy:--- 0.8894 Validation Loss: 0.38036627
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18637322 ---Validation accuracy:--- 0.9232 Validation Loss: 0.29221898
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1494969 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27763084
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18201366 ---Validation accuracy:--- 0.9226 Validation Loss: 0.2846458
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17553976 ---Validation accuracy:--- 0.9232 Validation Loss: 0.27396715
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2052243 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29734835
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2103916 ---Validation accuracy:--- 0.9238 Validation Loss: 0.27757224
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.29563007 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3179557
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.24211848 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2895492
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12648371 ---Validation accuracy:--- 0.9228 Validation Loss: 0.27137575
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12704442 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2689195
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06346234 ---Validation accuracy:--- 0.9246 Validation Loss: 0.28104737
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15922989 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26720762
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12462452 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29810807
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.27451053 ---Validation accuracy:--- 0.9086 Validation Loss: 0.3276744
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2206593 ---Validation accuracy:--- 0.9234 Validation Loss: 0.28300095
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19616623 ---Validation accuracy:--- 0.922 Validation Loss: 0.28366518
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.1235293 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2820668
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.116510294 ---Validation accuracy:--- 0.9198 Validation Loss: 0.28536832
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.22460923 ---Validation accuracy:--- 0.909 Validation Loss: 0.32487985
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.10855066 ---Validation accuracy:--- 0.9264 Validation Loss: 0.27241156
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19885723 ---Validation accuracy:--- 0.9234 Validation Loss: 0.28245986
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17032734 ---Validation accuracy:--- 0.9258 Validation Loss: 0.2766229
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2012235 ---Validation accuracy:--- 0.9022 Validation Loss: 0.3577311
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18604721 ---Validation accuracy:--- 0.9236 Validation Loss: 0.28212953
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23111846 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30914
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.20252605 ---Validation accuracy:--- 0.927 Validation Loss: 0.26298177
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.144388 ---Validation accuracy:--- 0.9198 Validation Loss: 0.290655
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2579301 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31575882
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16441561 ---Validation accuracy:--- 0.9132 Validation Loss: 0.32177827
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.29643455 ---Validation accuracy:--- 0.9086 Validation Loss: 0.35349798
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.110271566 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29660112
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.09306025 ---Validation accuracy:--- 0.926 Validation Loss: 0.27385288
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23195367 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3071032
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.21417236 ---Validation accuracy:--- 0.9266 Validation Loss: 0.26518536
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.26740772 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26885304
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1780624 ---Validation accuracy:--- 0.924 Validation Loss: 0.27848393
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15715492 ---Validation accuracy:--- 0.929 Validation Loss: 0.26590738
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12816553 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26603404
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.18156864 ---Validation accuracy:--- 0.9108 Validation Loss: 0.33228126
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1284011 ---Validation accuracy:--- 0.9236 Validation Loss: 0.28016758
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1815042 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29441234
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.10956845 ---Validation accuracy:--- 0.9286 Validation Loss: 0.27143496
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13051778 ---Validation accuracy:--- 0.8982 Validation Loss: 0.3424847
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19132316 ---Validation accuracy:--- 0.9212 Validation Loss: 0.29937217
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.20778328 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29254404
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14412256 ---Validation accuracy:--- 0.9232 Validation Loss: 0.28234532
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.29155195 ---Validation accuracy:--- 0.9106 Validation Loss: 0.31451485
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.30170742 ---Validation accuracy:--- 0.917 Validation Loss: 0.29851288
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2032106 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2800944
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16444683 ---Validation accuracy:--- 0.9228 Validation Loss: 0.27805963
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18467017 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26252598
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18894698 ---Validation accuracy:--- 0.9206 Validation Loss: 0.2873365
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19146499 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29547
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.27607128 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3442916
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22004414 ---Validation accuracy:--- 0.9138 Validation Loss: 0.2943081
Epoch: 1 ---Training accuracy:--- 0.89 Training Loss: 0.3767572 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2667296
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17107621 ---Validation accuracy:--- 0.921 Validation Loss: 0.2884371
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14711705 ---Validation accuracy:--- 0.926 Validation Loss: 0.27382818
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22200128 ---Validation accuracy:--- 0.9308 Validation Loss: 0.2583104
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13718179 ---Validation accuracy:--- 0.9254 Validation Loss: 0.27998534
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16902353 ---Validation accuracy:--- 0.9252 Validation Loss: 0.26959333
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.086495474 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29623044
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16948454 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2793368
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.21711731 ---Validation accuracy:--- 0.9164 Validation Loss: 0.3122335
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.22759648 ---Validation accuracy:--- 0.9254 Validation Loss: 0.277514
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.20631655 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29471672
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.18627344 ---Validation accuracy:--- 0.924 Validation Loss: 0.2838179
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1589825 ---Validation accuracy:--- 0.9224 Validation Loss: 0.2788859
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.30190787 ---Validation accuracy:--- 0.8904 Validation Loss: 0.38583004
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10042396 ---Validation accuracy:--- 0.898 Validation Loss: 0.37342277
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.26578626 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31160393
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17347375 ---Validation accuracy:--- 0.9254 Validation Loss: 0.29022133
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.31258133 ---Validation accuracy:--- 0.8888 Validation Loss: 0.38027796
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19483119 ---Validation accuracy:--- 0.9014 Validation Loss: 0.32980663
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22486442 ---Validation accuracy:--- 0.9238 Validation Loss: 0.28412881
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23568112 ---Validation accuracy:--- 0.9182 Validation Loss: 0.28666982
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23387058 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26730895
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17639853 ---Validation accuracy:--- 0.9196 Validation Loss: 0.28313035
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.40749237 ---Validation accuracy:--- 0.9198 Validation Loss: 0.28897715
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23842598 ---Validation accuracy:--- 0.9222 Validation Loss: 0.278122
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1224526 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29641026
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1638647 ---Validation accuracy:--- 0.9134 Validation Loss: 0.3051973
Epoch: 1 ---Training accuracy:--- 0.87 Training Loss: 0.31503132 ---Validation accuracy:--- 0.9212 Validation Loss: 0.27384862
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14036888 ---Validation accuracy:--- 0.9242 Validation Loss: 0.26142818
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.19773033 ---Validation accuracy:--- 0.9186 Validation Loss: 0.28919843
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19335712 ---Validation accuracy:--- 0.9158 Validation Loss: 0.29658875
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1992904 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25764033
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16574913 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2844352
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2728386 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2713058
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.20664188 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26780072
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2178585 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26022094
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17849424 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25659972
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23396644 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29191577
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.2812508 ---Validation accuracy:--- 0.9216 Validation Loss: 0.28926468
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.24221109 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2664307
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.22482935 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2583646
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14746551 ---Validation accuracy:--- 0.926 Validation Loss: 0.2640183
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.13590154 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2820258
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1507757 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2668433
Epoch: 1 ---Training accuracy:--- 0.88 Training Loss: 0.2897679 ---Validation accuracy:--- 0.9276 Validation Loss: 0.2527814
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.16306137 ---Validation accuracy:--- 0.922 Validation Loss: 0.2826918
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17067571 ---Validation accuracy:--- 0.914 Validation Loss: 0.29874307
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.23940676 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29054135
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17203237 ---Validation accuracy:--- 0.917 Validation Loss: 0.30382606
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17561144 ---Validation accuracy:--- 0.9306 Validation Loss: 0.259476
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.26912063 ---Validation accuracy:--- 0.9178 Validation Loss: 0.2889225
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11352767 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24579263
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1243778 ---Validation accuracy:--- 0.927 Validation Loss: 0.2658648
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.115244046 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25632647
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15456209 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2567042
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14183207 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25445458
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23966974 ---Validation accuracy:--- 0.9236 Validation Loss: 0.29547164
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15843311 ---Validation accuracy:--- 0.917 Validation Loss: 0.29041827
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11959141 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26191556
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17453474 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2717884
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15955453 ---Validation accuracy:--- 0.9214 Validation Loss: 0.29519853
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1689618 ---Validation accuracy:--- 0.9238 Validation Loss: 0.28888097
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.29474756 ---Validation accuracy:--- 0.9208 Validation Loss: 0.28177148
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25248936 ---Validation accuracy:--- 0.915 Validation Loss: 0.3085471
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15148138 ---Validation accuracy:--- 0.9242 Validation Loss: 0.27829808
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17291425 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26136792
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22195828 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2768915
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15068533 ---Validation accuracy:--- 0.9172 Validation Loss: 0.32704103
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.33074063 ---Validation accuracy:--- 0.9126 Validation Loss: 0.33084422
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20520966 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2759831
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.1347369 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25784147
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.3610077 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31699356
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.078998774 ---Validation accuracy:--- 0.9212 Validation Loss: 0.28789797
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.124422014 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2729804
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14409517 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2643454
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11529501 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26868093
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.28732774 ---Validation accuracy:--- 0.923 Validation Loss: 0.29107744
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15026173 ---Validation accuracy:--- 0.9264 Validation Loss: 0.27199346
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13635205 ---Validation accuracy:--- 0.931 Validation Loss: 0.25558007
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07829807 ---Validation accuracy:--- 0.931 Validation Loss: 0.25951007
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23137993 ---Validation accuracy:--- 0.9224 Validation Loss: 0.28883243
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08190933 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2592072
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17603064 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25142032
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.20545596 ---Validation accuracy:--- 0.932 Validation Loss: 0.25323308
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13841183 ---Validation accuracy:--- 0.9198 Validation Loss: 0.30263153
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12442008 ---Validation accuracy:--- 0.9146 Validation Loss: 0.3063189
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.23489207 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2824569
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19419937 ---Validation accuracy:--- 0.929 Validation Loss: 0.25846422
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.0929373 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26688924
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.1916578 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2813363
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.21498673 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25964564
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14823632 ---Validation accuracy:--- 0.931 Validation Loss: 0.25844616
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18161789 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25550243
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06025774 ---Validation accuracy:--- 0.9282 Validation Loss: 0.27233082
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15509306 ---Validation accuracy:--- 0.9224 Validation Loss: 0.2736317
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13604441 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29641148
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2301424 ---Validation accuracy:--- 0.921 Validation Loss: 0.2865613
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.16900723 ---Validation accuracy:--- 0.922 Validation Loss: 0.29375726
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.20948505 ---Validation accuracy:--- 0.921 Validation Loss: 0.2932464
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.19757354 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2729274
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.18131725 ---Validation accuracy:--- 0.926 Validation Loss: 0.27338222
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12528425 ---Validation accuracy:--- 0.929 Validation Loss: 0.25398788
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21796499 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27235577
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.112844594 ---Validation accuracy:--- 0.9262 Validation Loss: 0.27124253
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.23483765 ---Validation accuracy:--- 0.9224 Validation Loss: 0.2720476
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.2518035 ---Validation accuracy:--- 0.9168 Validation Loss: 0.29260063
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.25125292 ---Validation accuracy:--- 0.9232 Validation Loss: 0.28387845
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.0905084 ---Validation accuracy:--- 0.8924 Validation Loss: 0.3773582
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1365571 ---Validation accuracy:--- 0.923 Validation Loss: 0.28295407
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21845627 ---Validation accuracy:--- 0.9238 Validation Loss: 0.26835635
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.2597485 ---Validation accuracy:--- 0.921 Validation Loss: 0.2967533
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.21257408 ---Validation accuracy:--- 0.924 Validation Loss: 0.27262878
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12432613 ---Validation accuracy:--- 0.9222 Validation Loss: 0.28442886
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19079651 ---Validation accuracy:--- 0.9132 Validation Loss: 0.30174148
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.22205906 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3081617
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.20835161 ---Validation accuracy:--- 0.927 Validation Loss: 0.2611803
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.17007087 ---Validation accuracy:--- 0.9282 Validation Loss: 0.26098195
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2800155 ---Validation accuracy:--- 0.9238 Validation Loss: 0.29604095
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20620455 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26102182
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20600474 ---Validation accuracy:--- 0.9228 Validation Loss: 0.29856443
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.18519181 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30040175
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.082638234 ---Validation accuracy:--- 0.9238 Validation Loss: 0.28744406
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08855928 ---Validation accuracy:--- 0.92 Validation Loss: 0.2763824
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18660183 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2768749
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2514677 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2715481
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22234127 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25893813
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09365923 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25191665
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14700902 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27036732
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.27365708 ---Validation accuracy:--- 0.9214 Validation Loss: 0.293801
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.24096692 ---Validation accuracy:--- 0.896 Validation Loss: 0.36770543
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0814641 ---Validation accuracy:--- 0.933 Validation Loss: 0.25991154
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11957573 ---Validation accuracy:--- 0.932 Validation Loss: 0.2667091
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.22541353 ---Validation accuracy:--- 0.934 Validation Loss: 0.25725433
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2478441 ---Validation accuracy:--- 0.93 Validation Loss: 0.27155533
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14904614 ---Validation accuracy:--- 0.9334 Validation Loss: 0.25159046
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13384251 ---Validation accuracy:--- 0.924 Validation Loss: 0.26775312
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.4127809 ---Validation accuracy:--- 0.9022 Validation Loss: 0.38020712
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.035445005 ---Validation accuracy:--- 0.933 Validation Loss: 0.2609174
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1424833 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27641904
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17134982 ---Validation accuracy:--- 0.928 Validation Loss: 0.2699466
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.24352904 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32759708
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2024576 ---Validation accuracy:--- 0.9238 Validation Loss: 0.29609844
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.33377862 ---Validation accuracy:--- 0.9328 Validation Loss: 0.26731065
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12894294 ---Validation accuracy:--- 0.9338 Validation Loss: 0.25645912
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16564061 ---Validation accuracy:--- 0.9338 Validation Loss: 0.23861064
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1295942 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2645159
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.101427115 ---Validation accuracy:--- 0.9242 Validation Loss: 0.29091564
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.093731545 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2644823
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.30691314 ---Validation accuracy:--- 0.9232 Validation Loss: 0.284371
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.2860156 ---Validation accuracy:--- 0.872 Validation Loss: 0.43261743
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09008387 ---Validation accuracy:--- 0.9124 Validation Loss: 0.32183546
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09444462 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2890264
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.18756598 ---Validation accuracy:--- 0.918 Validation Loss: 0.31457308
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.5877489 ---Validation accuracy:--- 0.8794 Validation Loss: 0.49337724
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.26528 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2928381
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05390086 ---Validation accuracy:--- 0.9278 Validation Loss: 0.27417606
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1861996 ---Validation accuracy:--- 0.9264 Validation Loss: 0.27905637
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.1442215 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25540558
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15001488 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25337374
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19825052 ---Validation accuracy:--- 0.928 Validation Loss: 0.2621704
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17221624 ---Validation accuracy:--- 0.9252 Validation Loss: 0.29098234
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21030277 ---Validation accuracy:--- 0.927 Validation Loss: 0.26925176
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23964193 ---Validation accuracy:--- 0.9238 Validation Loss: 0.29269376
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13897388 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2743607
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.17678447 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31671768
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12292607 ---Validation accuracy:--- 0.9294 Validation Loss: 0.268141
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1611816 ---Validation accuracy:--- 0.9244 Validation Loss: 0.29603407
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15633765 ---Validation accuracy:--- 0.9264 Validation Loss: 0.28328812
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13839108 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26399434
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16492899 ---Validation accuracy:--- 0.9292 Validation Loss: 0.27201578
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09029978 ---Validation accuracy:--- 0.9256 Validation Loss: 0.28718668
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16152294 ---Validation accuracy:--- 0.9254 Validation Loss: 0.27922207
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16226113 ---Validation accuracy:--- 0.9234 Validation Loss: 0.30148986
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.22434798 ---Validation accuracy:--- 0.9248 Validation Loss: 0.28579605
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21077225 ---Validation accuracy:--- 0.9246 Validation Loss: 0.28623256
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2913328 ---Validation accuracy:--- 0.9222 Validation Loss: 0.2985524
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11923285 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26947874
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.10119272 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26430094
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.2170867 ---Validation accuracy:--- 0.9324 Validation Loss: 0.26105428
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.123257965 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27338976
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2800031 ---Validation accuracy:--- 0.9224 Validation Loss: 0.29292262
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15020743 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2848776
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13067983 ---Validation accuracy:--- 0.924 Validation Loss: 0.30141494
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11276648 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2862821
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11444803 ---Validation accuracy:--- 0.9188 Validation Loss: 0.30896187
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22419025 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2709628
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.1649962 ---Validation accuracy:--- 0.932 Validation Loss: 0.26681396
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07943374 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27326348
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18519245 ---Validation accuracy:--- 0.9236 Validation Loss: 0.30139327
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09293966 ---Validation accuracy:--- 0.928 Validation Loss: 0.27716944
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07548341 ---Validation accuracy:--- 0.9284 Validation Loss: 0.27079853
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15160887 ---Validation accuracy:--- 0.917 Validation Loss: 0.31340545
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.052447744 ---Validation accuracy:--- 0.9218 Validation Loss: 0.29826215
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21857914 ---Validation accuracy:--- 0.9234 Validation Loss: 0.2881793
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16500479 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27556583
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13670671 ---Validation accuracy:--- 0.9318 Validation Loss: 0.255231
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2190448 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29041496
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.19882871 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25897354
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.079529434 ---Validation accuracy:--- 0.9214 Validation Loss: 0.2853405
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1287774 ---Validation accuracy:--- 0.9224 Validation Loss: 0.29452738
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17993294 ---Validation accuracy:--- 0.8782 Validation Loss: 0.42245078
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17630647 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26535982
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1300929 ---Validation accuracy:--- 0.93 Validation Loss: 0.26225033
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.305703 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27266154
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1459947 ---Validation accuracy:--- 0.93 Validation Loss: 0.2537802
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.1988088 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24421561
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.092611924 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26280898
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.41583824 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29347003
Epoch: 2 ---Training accuracy:--- 0.87 Training Loss: 0.40652543 ---Validation accuracy:--- 0.9232 Validation Loss: 0.2769751
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20558468 ---Validation accuracy:--- 0.9274 Validation Loss: 0.27039707
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2032857 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25748742
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15733975 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25475484
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14769855 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25239736
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.22895671 ---Validation accuracy:--- 0.9322 Validation Loss: 0.2589046
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12772906 ---Validation accuracy:--- 0.933 Validation Loss: 0.2578524
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13343216 ---Validation accuracy:--- 0.925 Validation Loss: 0.27785558
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10802513 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24646616
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12735048 ---Validation accuracy:--- 0.9328 Validation Loss: 0.248313
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13590626 ---Validation accuracy:--- 0.9334 Validation Loss: 0.2386735
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22536556 ---Validation accuracy:--- 0.935 Validation Loss: 0.2426386
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.3297352 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2526331
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13123277 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2533518
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19036908 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23792815
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.176127 ---Validation accuracy:--- 0.9328 Validation Loss: 0.26168534
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19320612 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2562079
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22868626 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26034927
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2703001 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25110072
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11730314 ---Validation accuracy:--- 0.9168 Validation Loss: 0.31413656
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.115812816 ---Validation accuracy:--- 0.9234 Validation Loss: 0.27980986
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.19091313 ---Validation accuracy:--- 0.9096 Validation Loss: 0.2962668
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.35043022 ---Validation accuracy:--- 0.9136 Validation Loss: 0.3154687
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11101472 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24475601
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.094367065 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25008965
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.097547196 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2785747
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19128609 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24349038
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.1976813 ---Validation accuracy:--- 0.9262 Validation Loss: 0.27758622
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.32351503 ---Validation accuracy:--- 0.9238 Validation Loss: 0.29049623
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16411072 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2619065
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17718059 ---Validation accuracy:--- 0.9234 Validation Loss: 0.28246215
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11272627 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25353912
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07257391 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25011548
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25636232 ---Validation accuracy:--- 0.9266 Validation Loss: 0.30682626
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.029998947 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25537875
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.110896476 ---Validation accuracy:--- 0.9344 Validation Loss: 0.23843208
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.16108595 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2788024
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2159986 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26162374
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.18434338 ---Validation accuracy:--- 0.928 Validation Loss: 0.25843638
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21640712 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2569
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1473022 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25688785
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15742317 ---Validation accuracy:--- 0.9224 Validation Loss: 0.29408005
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1538986 ---Validation accuracy:--- 0.9212 Validation Loss: 0.30552962
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23945278 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2994322
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.21591145 ---Validation accuracy:--- 0.9128 Validation Loss: 0.305556
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16328071 ---Validation accuracy:--- 0.931 Validation Loss: 0.2584579
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20884414 ---Validation accuracy:--- 0.93 Validation Loss: 0.25599942
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2176006 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26298854
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09600098 ---Validation accuracy:--- 0.9264 Validation Loss: 0.267468
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.37244004 ---Validation accuracy:--- 0.928 Validation Loss: 0.26077196
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22882143 ---Validation accuracy:--- 0.934 Validation Loss: 0.24547058
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18801212 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25880688
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1593377 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26802716
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13282351 ---Validation accuracy:--- 0.9354 Validation Loss: 0.25620338
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.23170762 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24958748
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13862625 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25257728
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22616807 ---Validation accuracy:--- 0.9336 Validation Loss: 0.26473448
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14555113 ---Validation accuracy:--- 0.936 Validation Loss: 0.25686362
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.14913735 ---Validation accuracy:--- 0.93 Validation Loss: 0.26660013
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21974854 ---Validation accuracy:--- 0.9366 Validation Loss: 0.24656081
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.26966485 ---Validation accuracy:--- 0.9358 Validation Loss: 0.25137538
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11971828 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24431658
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09202401 ---Validation accuracy:--- 0.931 Validation Loss: 0.25358433
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12512913 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24581635
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15512209 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2697203
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16667454 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2530255
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12389402 ---Validation accuracy:--- 0.9276 Validation Loss: 0.268419
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16712776 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26130176
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16466524 ---Validation accuracy:--- 0.9308 Validation Loss: 0.2601093
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14904848 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2516626
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12238121 ---Validation accuracy:--- 0.9166 Validation Loss: 0.29738602
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1252272 ---Validation accuracy:--- 0.9224 Validation Loss: 0.29059058
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13245332 ---Validation accuracy:--- 0.9184 Validation Loss: 0.31202152
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.28175256 ---Validation accuracy:--- 0.9302 Validation Loss: 0.27315667
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.21470356 ---Validation accuracy:--- 0.9166 Validation Loss: 0.31647485
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.27965763 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2745026
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.27707636 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2795685
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20989981 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26890898
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22998421 ---Validation accuracy:--- 0.9308 Validation Loss: 0.26116222
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1090003 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26460934
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.1865226 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2590951
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07442701 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2546443
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.15528783 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2734407
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19047272 ---Validation accuracy:--- 0.9182 Validation Loss: 0.300797
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23337464 ---Validation accuracy:--- 0.928 Validation Loss: 0.26826808
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14481674 ---Validation accuracy:--- 0.935 Validation Loss: 0.2535647
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.22639138 ---Validation accuracy:--- 0.935 Validation Loss: 0.24962705
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.052897878 ---Validation accuracy:--- 0.9358 Validation Loss: 0.24478401
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.036486734 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23589814
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11691535 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23886529
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.1552317 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2688923
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1587267 ---Validation accuracy:--- 0.929 Validation Loss: 0.26248905
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.118642576 ---Validation accuracy:--- 0.9296 Validation Loss: 0.27016392
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20376642 ---Validation accuracy:--- 0.9196 Validation Loss: 0.291368
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13187163 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24244697
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10752917 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25927606
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20081642 ---Validation accuracy:--- 0.9252 Validation Loss: 0.28205785
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08040945 ---Validation accuracy:--- 0.9306 Validation Loss: 0.26149207
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08877132 ---Validation accuracy:--- 0.9274 Validation Loss: 0.2687239
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.2349731 ---Validation accuracy:--- 0.9266 Validation Loss: 0.26474297
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.23967989 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2649028
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19322924 ---Validation accuracy:--- 0.924 Validation Loss: 0.28428578
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14769895 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30272877
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11302963 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25297847
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2544669 ---Validation accuracy:--- 0.9346 Validation Loss: 0.2449542
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16688342 ---Validation accuracy:--- 0.9272 Validation Loss: 0.27813283
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.20989396 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2567854
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1237449 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24498941
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11228761 ---Validation accuracy:--- 0.9246 Validation Loss: 0.27586856
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1464799 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24295186
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.090880945 ---Validation accuracy:--- 0.935 Validation Loss: 0.23834856
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.23924522 ---Validation accuracy:--- 0.9136 Validation Loss: 0.32400417
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.3583484 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24568638
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17936014 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24025398
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.047755968 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24022624
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.090475366 ---Validation accuracy:--- 0.933 Validation Loss: 0.2420408
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.16172233 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26269722
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1946576 ---Validation accuracy:--- 0.9278 Validation Loss: 0.25913197
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.2097113 ---Validation accuracy:--- 0.935 Validation Loss: 0.23835655
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1634199 ---Validation accuracy:--- 0.9214 Validation Loss: 0.27157277
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.20707577 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24461335
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11418963 ---Validation accuracy:--- 0.9274 Validation Loss: 0.26140746
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1139826 ---Validation accuracy:--- 0.9322 Validation Loss: 0.2583967
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10665688 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23788834
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09150981 ---Validation accuracy:--- 0.9344 Validation Loss: 0.238527
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16455984 ---Validation accuracy:--- 0.9316 Validation Loss: 0.26456612
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22585674 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24937713
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16999069 ---Validation accuracy:--- 0.929 Validation Loss: 0.26979625
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07675304 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24860136
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21254028 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25894395
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.18197215 ---Validation accuracy:--- 0.9308 Validation Loss: 0.2571116
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15886523 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25059772
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.064572304 ---Validation accuracy:--- 0.932 Validation Loss: 0.24807587
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12892777 ---Validation accuracy:--- 0.934 Validation Loss: 0.23603198
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.22788148 ---Validation accuracy:--- 0.92 Validation Loss: 0.28926957
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.052905213 ---Validation accuracy:--- 0.925 Validation Loss: 0.2727755
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.38300866 ---Validation accuracy:--- 0.9042 Validation Loss: 0.36018127
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18196036 ---Validation accuracy:--- 0.9244 Validation Loss: 0.25721613
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.19852889 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24785678
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09265713 ---Validation accuracy:--- 0.9338 Validation Loss: 0.23751254
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.18952331 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23311177
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19470493 ---Validation accuracy:--- 0.934 Validation Loss: 0.23432432
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16255125 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23482226
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.054321803 ---Validation accuracy:--- 0.928 Validation Loss: 0.2660291
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.071388766 ---Validation accuracy:--- 0.934 Validation Loss: 0.24783349
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18473144 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24511348
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22364052 ---Validation accuracy:--- 0.9276 Validation Loss: 0.2617384
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07678952 ---Validation accuracy:--- 0.9288 Validation Loss: 0.25836837
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22884987 ---Validation accuracy:--- 0.9254 Validation Loss: 0.28812534
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13628465 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26172188
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.107992 ---Validation accuracy:--- 0.93 Validation Loss: 0.25279292
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.20226943 ---Validation accuracy:--- 0.9286 Validation Loss: 0.25846255
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.12470391 ---Validation accuracy:--- 0.9312 Validation Loss: 0.246379
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.27582037 ---Validation accuracy:--- 0.935 Validation Loss: 0.2346281
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.24214996 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23446032
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.171428 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2529338
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.32234946 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25770247
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.155893 ---Validation accuracy:--- 0.9294 Validation Loss: 0.25133252
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.18544924 ---Validation accuracy:--- 0.9186 Validation Loss: 0.27832904
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13542946 ---Validation accuracy:--- 0.9294 Validation Loss: 0.26341265
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.21896115 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25602934
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14218436 ---Validation accuracy:--- 0.934 Validation Loss: 0.23397689
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16524181 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23143625
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08840885 ---Validation accuracy:--- 0.936 Validation Loss: 0.23092759
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.23170206 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23845376
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.27542123 ---Validation accuracy:--- 0.931 Validation Loss: 0.24994294
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.04443363 ---Validation accuracy:--- 0.9326 Validation Loss: 0.2326913
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.12478487 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3063682
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1278263 ---Validation accuracy:--- 0.9284 Validation Loss: 0.24479783
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16386752 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24124727
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17536706 ---Validation accuracy:--- 0.9298 Validation Loss: 0.24737376
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20771617 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26402715
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16573362 ---Validation accuracy:--- 0.9344 Validation Loss: 0.23687011
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10015935 ---Validation accuracy:--- 0.9322 Validation Loss: 0.2516465
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14801173 ---Validation accuracy:--- 0.934 Validation Loss: 0.2470708
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22410026 ---Validation accuracy:--- 0.9018 Validation Loss: 0.32901353
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15231414 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2674651
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20973782 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23630913
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.112444766 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24902394
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.19328743 ---Validation accuracy:--- 0.9326 Validation Loss: 0.2510064
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.19933939 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24197935
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.29161975 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23445141
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12930821 ---Validation accuracy:--- 0.9356 Validation Loss: 0.22447549
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09916069 ---Validation accuracy:--- 0.935 Validation Loss: 0.2311625
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23249778 ---Validation accuracy:--- 0.9308 Validation Loss: 0.24574043
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.060933754 ---Validation accuracy:--- 0.93 Validation Loss: 0.24588005
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1438007 ---Validation accuracy:--- 0.93 Validation Loss: 0.2538837
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13788569 ---Validation accuracy:--- 0.9318 Validation Loss: 0.23737024
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.1206585 ---Validation accuracy:--- 0.9294 Validation Loss: 0.25303856
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.18928301 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26248458
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15625969 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24587107
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.046758886 ---Validation accuracy:--- 0.9316 Validation Loss: 0.23785952
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18289918 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2633108
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08202083 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23271607
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14703172 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24781723
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14680268 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23478447
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12867779 ---Validation accuracy:--- 0.9358 Validation Loss: 0.24381116
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11801519 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25254643
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.124859944 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25980923
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10175943 ---Validation accuracy:--- 0.9308 Validation Loss: 0.24290493
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12510927 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2507842
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.116184406 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23270223
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1952742 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24480361
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15720946 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26053986
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1442963 ---Validation accuracy:--- 0.926 Validation Loss: 0.25878274
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.105725974 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25487113
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.31274846 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30097657
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11304848 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2534925
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22165966 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26449692
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1617168 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22584687
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.22398056 ---Validation accuracy:--- 0.9382 Validation Loss: 0.2213418
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.090502776 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2446635
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14427367 ---Validation accuracy:--- 0.926 Validation Loss: 0.25361535
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.115162246 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2500316
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21485153 ---Validation accuracy:--- 0.9194 Validation Loss: 0.294013
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19925983 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24559316
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.13973439 ---Validation accuracy:--- 0.932 Validation Loss: 0.24618642
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.17010689 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2547563
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08965178 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23997968
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0644821 ---Validation accuracy:--- 0.9186 Validation Loss: 0.3155943
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17684829 ---Validation accuracy:--- 0.9246 Validation Loss: 0.26541746
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13593659 ---Validation accuracy:--- 0.9104 Validation Loss: 0.31458473
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.3574146 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29761073
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22063121 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24722274
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.07026236 ---Validation accuracy:--- 0.9312 Validation Loss: 0.24756426
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.060354546 ---Validation accuracy:--- 0.937 Validation Loss: 0.23862554
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20097877 ---Validation accuracy:--- 0.9364 Validation Loss: 0.24180132
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07562791 ---Validation accuracy:--- 0.9366 Validation Loss: 0.24251734
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.122043304 ---Validation accuracy:--- 0.9248 Validation Loss: 0.26461983
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11622614 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2611846
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0666381 ---Validation accuracy:--- 0.931 Validation Loss: 0.25303927
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12992348 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2607766
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16100916 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2640231
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11368673 ---Validation accuracy:--- 0.9266 Validation Loss: 0.2822889
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18975551 ---Validation accuracy:--- 0.9224 Validation Loss: 0.28656662
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.33750167 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3048517
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1008761 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24778709
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17023653 ---Validation accuracy:--- 0.9334 Validation Loss: 0.25033486
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.116580635 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2679675
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.18071896 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24826145
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14798014 ---Validation accuracy:--- 0.9208 Validation Loss: 0.28575313
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.22663121 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2590195
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19547713 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26361862
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.29212108 ---Validation accuracy:--- 0.924 Validation Loss: 0.2761121
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0592048 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24817315
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.05904845 ---Validation accuracy:--- 0.935 Validation Loss: 0.23717125
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17875656 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2881511
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.22334677 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34249678
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2711834 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24805954
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15776858 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26133436
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.23859951 ---Validation accuracy:--- 0.9304 Validation Loss: 0.24551132
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15071099 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25290343
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.112603806 ---Validation accuracy:--- 0.9346 Validation Loss: 0.228464
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.061431866 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24740995
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.28504294 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24783047
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1218115 ---Validation accuracy:--- 0.9366 Validation Loss: 0.2281874
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15410697 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23883554
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.24617806 ---Validation accuracy:--- 0.9248 Validation Loss: 0.25581828
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10350063 ---Validation accuracy:--- 0.9304 Validation Loss: 0.24563359
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.093826674 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22756743
Epoch: 2 ---Training accuracy:--- 0.88 Training Loss: 0.2794753 ---Validation accuracy:--- 0.8914 Validation Loss: 0.34579304
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.12751245 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25479862
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.22077484 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3186976
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16768831 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25107476
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16881123 ---Validation accuracy:--- 0.9286 Validation Loss: 0.27103585
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.356497 ---Validation accuracy:--- 0.919 Validation Loss: 0.28928024
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16313186 ---Validation accuracy:--- 0.9 Validation Loss: 0.3278481
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.17683285 ---Validation accuracy:--- 0.924 Validation Loss: 0.27992785
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17570841 ---Validation accuracy:--- 0.9288 Validation Loss: 0.25629976
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22321858 ---Validation accuracy:--- 0.9244 Validation Loss: 0.2733733
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.16354154 ---Validation accuracy:--- 0.9366 Validation Loss: 0.24333046
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.089727394 ---Validation accuracy:--- 0.9366 Validation Loss: 0.24022596
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.108246386 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22939964
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06613514 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22254829
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1108325 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22004148
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.027929613 ---Validation accuracy:--- 0.9422 Validation Loss: 0.22213711
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.25972274 ---Validation accuracy:--- 0.9348 Validation Loss: 0.25047007
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.090075165 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26501295
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.119354986 ---Validation accuracy:--- 0.9362 Validation Loss: 0.23542781
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15513578 ---Validation accuracy:--- 0.9368 Validation Loss: 0.2317262
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2522015 ---Validation accuracy:--- 0.927 Validation Loss: 0.26675814
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.0914236 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23951909
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.20290715 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25653958
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18058029 ---Validation accuracy:--- 0.932 Validation Loss: 0.24498662
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.2851817 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23058382
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.2643452 ---Validation accuracy:--- 0.937 Validation Loss: 0.2256709
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15352683 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23967038
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.042898364 ---Validation accuracy:--- 0.9362 Validation Loss: 0.23712637
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.23733744 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2869385
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06275881 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2510093
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.12813546 ---Validation accuracy:--- 0.9356 Validation Loss: 0.22941114
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13670745 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21910112
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08695153 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2680311
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.116824724 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22841574
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.1063123 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22147427
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19427666 ---Validation accuracy:--- 0.9312 Validation Loss: 0.26059198
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.29457593 ---Validation accuracy:--- 0.9348 Validation Loss: 0.25187665
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07118747 ---Validation accuracy:--- 0.9344 Validation Loss: 0.2414013
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14391705 ---Validation accuracy:--- 0.936 Validation Loss: 0.23620479
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2202235 ---Validation accuracy:--- 0.929 Validation Loss: 0.27055147
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.27592224 ---Validation accuracy:--- 0.9308 Validation Loss: 0.24848743
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06081561 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2442493
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.10342539 ---Validation accuracy:--- 0.901 Validation Loss: 0.3752839
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1961621 ---Validation accuracy:--- 0.9252 Validation Loss: 0.28815842
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19799179 ---Validation accuracy:--- 0.934 Validation Loss: 0.24873424
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.106729984 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24362725
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15033226 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23633437
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1638826 ---Validation accuracy:--- 0.9198 Validation Loss: 0.28209254
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.06474913 ---Validation accuracy:--- 0.9344 Validation Loss: 0.23246728
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16829842 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26062497
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18912594 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2556483
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09367298 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25177595
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.18686225 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25254598
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14130694 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23286408
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.089999676 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25831097
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14095451 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22895151
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14209998 ---Validation accuracy:--- 0.9368 Validation Loss: 0.2334885
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07857297 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22537869
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16925055 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24663447
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.26263678 ---Validation accuracy:--- 0.902 Validation Loss: 0.32015336
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.22225687 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26004985
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.166425 ---Validation accuracy:--- 0.9136 Validation Loss: 0.29701105
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11537057 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25009608
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.040796757 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23134455
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.112120435 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22590454
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07673068 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24168095
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13155042 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22594179
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.14621453 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25010756
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.031454455 ---Validation accuracy:--- 0.9274 Validation Loss: 0.25717178
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09174129 ---Validation accuracy:--- 0.9238 Validation Loss: 0.27880758
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13646334 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23116529
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.27659935 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23698089
Epoch: 2 ---Training accuracy:--- 0.89 Training Loss: 0.31295806 ---Validation accuracy:--- 0.928 Validation Loss: 0.25418758
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11076652 ---Validation accuracy:--- 0.919 Validation Loss: 0.28604192
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12731259 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2787314
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.18595639 ---Validation accuracy:--- 0.9286 Validation Loss: 0.25180683
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13940169 ---Validation accuracy:--- 0.939 Validation Loss: 0.21718535
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07006321 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22242671
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14741166 ---Validation accuracy:--- 0.9166 Validation Loss: 0.31179374
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17535076 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27590066
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.068634585 ---Validation accuracy:--- 0.938 Validation Loss: 0.22602463
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11429468 ---Validation accuracy:--- 0.933 Validation Loss: 0.22941953
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.15636712 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22886108
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16370149 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21407588
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2224856 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22547744
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14889406 ---Validation accuracy:--- 0.934 Validation Loss: 0.24201839
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12893644 ---Validation accuracy:--- 0.935 Validation Loss: 0.2322481
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12502062 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22783828
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.107103184 ---Validation accuracy:--- 0.935 Validation Loss: 0.2353659
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.27277195 ---Validation accuracy:--- 0.9314 Validation Loss: 0.26233906
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19298011 ---Validation accuracy:--- 0.933 Validation Loss: 0.23974766
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08171093 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22590186
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.1435873 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23300721
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16030048 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23173381
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.09405827 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22908774
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.100513496 ---Validation accuracy:--- 0.9336 Validation Loss: 0.23361081
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.14260487 ---Validation accuracy:--- 0.9366 Validation Loss: 0.2339091
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.113395326 ---Validation accuracy:--- 0.94 Validation Loss: 0.21773367
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.22618888 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2982877
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12820762 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23019688
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.19405949 ---Validation accuracy:--- 0.9248 Validation Loss: 0.26473492
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.24702229 ---Validation accuracy:--- 0.9222 Validation Loss: 0.2990565
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.23758739 ---Validation accuracy:--- 0.9384 Validation Loss: 0.23698726
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.19777562 ---Validation accuracy:--- 0.935 Validation Loss: 0.23075843
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.19897886 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22557859
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.24392763 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2477859
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15134397 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2662896
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.19810778 ---Validation accuracy:--- 0.8854 Validation Loss: 0.3873536
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15584415 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25947168
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13156204 ---Validation accuracy:--- 0.9334 Validation Loss: 0.25861824
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13210747 ---Validation accuracy:--- 0.9314 Validation Loss: 0.26781192
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.26322478 ---Validation accuracy:--- 0.934 Validation Loss: 0.25168875
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13670392 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2467395
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.12658614 ---Validation accuracy:--- 0.932 Validation Loss: 0.2526622
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.10663967 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22911274
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1688832 ---Validation accuracy:--- 0.941 Validation Loss: 0.21693118
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.117662296 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23523206
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.056663413 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22941723
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.17847082 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22716872
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1043661 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22210528
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2345876 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22302888
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.1580434 ---Validation accuracy:--- 0.9396 Validation Loss: 0.2232746
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.053712662 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21340561
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18017161 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21628076
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.12341454 ---Validation accuracy:--- 0.9372 Validation Loss: 0.22344702
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09792434 ---Validation accuracy:--- 0.9376 Validation Loss: 0.2224957
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18381684 ---Validation accuracy:--- 0.937 Validation Loss: 0.22880237
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.19678319 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21466374
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.16503341 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28248107
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.2821323 ---Validation accuracy:--- 0.9244 Validation Loss: 0.27854946
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.20847759 ---Validation accuracy:--- 0.9098 Validation Loss: 0.30153492
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.112414435 ---Validation accuracy:--- 0.9232 Validation Loss: 0.26950675
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.084268376 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25250012
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.25860378 ---Validation accuracy:--- 0.9288 Validation Loss: 0.2577918
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.2337133 ---Validation accuracy:--- 0.931 Validation Loss: 0.24859321
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16304055 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2758293
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.08115989 ---Validation accuracy:--- 0.9322 Validation Loss: 0.2531768
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08943619 ---Validation accuracy:--- 0.9312 Validation Loss: 0.26709428
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.2004317 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22272097
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.13101584 ---Validation accuracy:--- 0.9226 Validation Loss: 0.26680136
Epoch: 2 ---Training accuracy:--- 0.91 Training Loss: 0.2841279 ---Validation accuracy:--- 0.9244 Validation Loss: 0.26722866
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08872318 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23235781
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.16767032 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23358999
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.104840815 ---Validation accuracy:--- 0.9344 Validation Loss: 0.23336352
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14609964 ---Validation accuracy:--- 0.9286 Validation Loss: 0.24918
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.14329347 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22938228
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05116383 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21692732
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16866021 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22043118
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07719908 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23963079
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09666197 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25672585
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19968788 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23846494
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.23538159 ---Validation accuracy:--- 0.939 Validation Loss: 0.25235087
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14311673 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22704753
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.23102088 ---Validation accuracy:--- 0.9392 Validation Loss: 0.2265021
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16484638 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22725874
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2171979 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23968674
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14886965 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24682127
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15033977 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23075221
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18721697 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2340065
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09981854 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22271846
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.19619651 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22780073
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15669443 ---Validation accuracy:--- 0.9408 Validation Loss: 0.22213814
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.16943617 ---Validation accuracy:--- 0.9284 Validation Loss: 0.24866636
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.054774772 ---Validation accuracy:--- 0.9378 Validation Loss: 0.23645772
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1559464 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21915007
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12744564 ---Validation accuracy:--- 0.9438 Validation Loss: 0.2152125
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.15175143 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23567055
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23149139 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22178593
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.13930096 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22063632
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10123272 ---Validation accuracy:--- 0.94 Validation Loss: 0.22025019
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18663733 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22662124
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18308082 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22848217
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18386503 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24001206
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18289527 ---Validation accuracy:--- 0.9364 Validation Loss: 0.24686353
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1091481 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25868827
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17454308 ---Validation accuracy:--- 0.933 Validation Loss: 0.25878894
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.061638802 ---Validation accuracy:--- 0.9414 Validation Loss: 0.22004561
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07239709 ---Validation accuracy:--- 0.931 Validation Loss: 0.25624987
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13206467 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25254604
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07962711 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24620531
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09461397 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23368059
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.2766815 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21917915
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13806358 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21967153
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12773153 ---Validation accuracy:--- 0.9326 Validation Loss: 0.23848727
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.21491611 ---Validation accuracy:--- 0.934 Validation Loss: 0.24297836
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16641152 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25123343
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08342726 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22752702
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12751043 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22672315
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10688296 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22354692
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15959263 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23213506
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19505431 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21983968
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08822292 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22915234
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14405236 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23033413
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16077866 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22146387
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16527355 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23766941
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1260571 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22810276
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.20496452 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25416166
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16575779 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23666094
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.261628 ---Validation accuracy:--- 0.9202 Validation Loss: 0.28485718
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14444998 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22891533
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22664745 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23045792
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.031670116 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21370201
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21977198 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21629006
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.13155667 ---Validation accuracy:--- 0.9414 Validation Loss: 0.22029133
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15242758 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22961111
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07762644 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22953907
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09581543 ---Validation accuracy:--- 0.9372 Validation Loss: 0.22837462
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13242723 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23614742
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11708621 ---Validation accuracy:--- 0.9248 Validation Loss: 0.25552875
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15190354 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25289544
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.32574153 ---Validation accuracy:--- 0.936 Validation Loss: 0.24284863
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16028418 ---Validation accuracy:--- 0.9414 Validation Loss: 0.2145772
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.17227396 ---Validation accuracy:--- 0.94 Validation Loss: 0.21369208
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.097630605 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24345888
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.17700931 ---Validation accuracy:--- 0.9362 Validation Loss: 0.23065346
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08153467 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22513965
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15804073 ---Validation accuracy:--- 0.9398 Validation Loss: 0.22116835
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19037558 ---Validation accuracy:--- 0.9408 Validation Loss: 0.22032392
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10798651 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23728032
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08903603 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24957861
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15418446 ---Validation accuracy:--- 0.9094 Validation Loss: 0.31446773
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.25395477 ---Validation accuracy:--- 0.87 Validation Loss: 0.4465618
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.2855787 ---Validation accuracy:--- 0.9318 Validation Loss: 0.26395473
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18205014 ---Validation accuracy:--- 0.931 Validation Loss: 0.26794145
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19510454 ---Validation accuracy:--- 0.9382 Validation Loss: 0.23904233
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.117236756 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24758403
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.28696337 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2741093
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.24898128 ---Validation accuracy:--- 0.9376 Validation Loss: 0.24797927
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.206708 ---Validation accuracy:--- 0.9362 Validation Loss: 0.23782407
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.21608566 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22600847
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2264841 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21688679
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18991478 ---Validation accuracy:--- 0.9368 Validation Loss: 0.2338918
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17874233 ---Validation accuracy:--- 0.9434 Validation Loss: 0.2146642
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07718921 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21672781
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15730287 ---Validation accuracy:--- 0.939 Validation Loss: 0.22191285
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2085516 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22882217
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15109745 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21972209
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.23327698 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23326108
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15650173 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22475855
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0503298 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2153103
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15967783 ---Validation accuracy:--- 0.919 Validation Loss: 0.2780205
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09975194 ---Validation accuracy:--- 0.9422 Validation Loss: 0.22188355
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.24638619 ---Validation accuracy:--- 0.941 Validation Loss: 0.2115758
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2303202 ---Validation accuracy:--- 0.941 Validation Loss: 0.22102895
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1353064 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22169526
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.089942075 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23220684
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.090148315 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21947753
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.104149 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21967986
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16256498 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2512828
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10338536 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22258142
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11677395 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21623987
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17579898 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21880645
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15079747 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22421113
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15503807 ---Validation accuracy:--- 0.935 Validation Loss: 0.22954741
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.28742325 ---Validation accuracy:--- 0.9172 Validation Loss: 0.2991669
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.21042778 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23791817
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.25172767 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29642203
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.16985403 ---Validation accuracy:--- 0.937 Validation Loss: 0.23788625
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.20143162 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23100962
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.15353562 ---Validation accuracy:--- 0.9408 Validation Loss: 0.2246774
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.093339555 ---Validation accuracy:--- 0.9378 Validation Loss: 0.23746733
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12937538 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24779819
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17833208 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24336858
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.121889934 ---Validation accuracy:--- 0.9378 Validation Loss: 0.23522651
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11086323 ---Validation accuracy:--- 0.941 Validation Loss: 0.22021535
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.23410805 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21129517
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08940018 ---Validation accuracy:--- 0.946 Validation Loss: 0.20797859
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18606338 ---Validation accuracy:--- 0.943 Validation Loss: 0.21364634
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.25694928 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2696055
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09137912 ---Validation accuracy:--- 0.937 Validation Loss: 0.23449913
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09328264 ---Validation accuracy:--- 0.939 Validation Loss: 0.22567298
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11519486 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24126956
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.24450602 ---Validation accuracy:--- 0.937 Validation Loss: 0.23907827
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.23106389 ---Validation accuracy:--- 0.9046 Validation Loss: 0.31456378
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.096120946 ---Validation accuracy:--- 0.924 Validation Loss: 0.2589058
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06325256 ---Validation accuracy:--- 0.937 Validation Loss: 0.2300844
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13513154 ---Validation accuracy:--- 0.9266 Validation Loss: 0.26172233
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.21825525 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21688257
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.12438356 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22844307
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1769657 ---Validation accuracy:--- 0.9192 Validation Loss: 0.281488
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.19553475 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22093877
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.21439548 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2485924
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21016407 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23369244
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14303115 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21445793
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16943546 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21595734
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1301747 ---Validation accuracy:--- 0.9274 Validation Loss: 0.24670117
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08833147 ---Validation accuracy:--- 0.9336 Validation Loss: 0.23456995
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1950719 ---Validation accuracy:--- 0.938 Validation Loss: 0.22980684
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17107971 ---Validation accuracy:--- 0.9294 Validation Loss: 0.24258003
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10921089 ---Validation accuracy:--- 0.937 Validation Loss: 0.22535464
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2418958 ---Validation accuracy:--- 0.93 Validation Loss: 0.25931224
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14844565 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22167905
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13874272 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23640113
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11370828 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22794424
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.0828638 ---Validation accuracy:--- 0.9326 Validation Loss: 0.23432395
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.23551148 ---Validation accuracy:--- 0.9322 Validation Loss: 0.23464209
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2694431 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24651942
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.17796017 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26580614
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08045635 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23134404
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18672964 ---Validation accuracy:--- 0.9258 Validation Loss: 0.26085603
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.3295744 ---Validation accuracy:--- 0.9126 Validation Loss: 0.29929447
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18629086 ---Validation accuracy:--- 0.9238 Validation Loss: 0.259453
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13032785 ---Validation accuracy:--- 0.937 Validation Loss: 0.22607304
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.21879873 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22287126
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20830025 ---Validation accuracy:--- 0.9292 Validation Loss: 0.24885488
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18924065 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22427669
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20851319 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24308594
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.29476234 ---Validation accuracy:--- 0.9368 Validation Loss: 0.2251605
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1982678 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2407142
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18132542 ---Validation accuracy:--- 0.9406 Validation Loss: 0.22143047
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05004025 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24298374
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.08376645 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21141455
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11236072 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22328202
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.12756793 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23031701
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18322292 ---Validation accuracy:--- 0.9278 Validation Loss: 0.25411305
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.119559295 ---Validation accuracy:--- 0.937 Validation Loss: 0.23099512
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.16842957 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2367054
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.047548026 ---Validation accuracy:--- 0.937 Validation Loss: 0.22476958
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.32155764 ---Validation accuracy:--- 0.9196 Validation Loss: 0.28426635
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.22585353 ---Validation accuracy:--- 0.9128 Validation Loss: 0.30163282
Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.5211547 ---Validation accuracy:--- 0.8812 Validation Loss: 0.43976158
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2589217 ---Validation accuracy:--- 0.8942 Validation Loss: 0.38436836
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.23817967 ---Validation accuracy:--- 0.903 Validation Loss: 0.34266138
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19670802 ---Validation accuracy:--- 0.9228 Validation Loss: 0.2857069
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.17349023 ---Validation accuracy:--- 0.9254 Validation Loss: 0.26917094
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.16879806 ---Validation accuracy:--- 0.926 Validation Loss: 0.26128453
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.12050342 ---Validation accuracy:--- 0.9288 Validation Loss: 0.25316587
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15977614 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23040411
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11869611 ---Validation accuracy:--- 0.9372 Validation Loss: 0.22535549
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10303644 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25069362
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.29843462 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22763115
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15225011 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22808674
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12683094 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24121936
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0675653 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22550678
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16188663 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22975373
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.110407226 ---Validation accuracy:--- 0.941 Validation Loss: 0.223968
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14410825 ---Validation accuracy:--- 0.9404 Validation Loss: 0.2284582
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08808305 ---Validation accuracy:--- 0.9448 Validation Loss: 0.21242587
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18674816 ---Validation accuracy:--- 0.942 Validation Loss: 0.22700821
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11986592 ---Validation accuracy:--- 0.945 Validation Loss: 0.21471626
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21096802 ---Validation accuracy:--- 0.941 Validation Loss: 0.22138569
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.060372006 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21426117
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0894791 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21993059
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14433664 ---Validation accuracy:--- 0.9376 Validation Loss: 0.23734204
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09498664 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3250135
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14379081 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22913337
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17041327 ---Validation accuracy:--- 0.9452 Validation Loss: 0.21386607
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07747419 ---Validation accuracy:--- 0.9434 Validation Loss: 0.21726021
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11215248 ---Validation accuracy:--- 0.9454 Validation Loss: 0.21088144
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.051636945 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21870174
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10599919 ---Validation accuracy:--- 0.9362 Validation Loss: 0.23334439
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12980193 ---Validation accuracy:--- 0.9432 Validation Loss: 0.2121645
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.054717146 ---Validation accuracy:--- 0.939 Validation Loss: 0.22515823
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.099380516 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21513711
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1457495 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22825903
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0584311 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22463113
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13382548 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22152382
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.26122573 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23038772
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10596681 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22948745
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.073935464 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21900159
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17163143 ---Validation accuracy:--- 0.932 Validation Loss: 0.25901568
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09067531 ---Validation accuracy:--- 0.938 Validation Loss: 0.23419759
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2127042 ---Validation accuracy:--- 0.938 Validation Loss: 0.24176954
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.17553604 ---Validation accuracy:--- 0.94 Validation Loss: 0.22808984
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10348228 ---Validation accuracy:--- 0.9408 Validation Loss: 0.22396421
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.22293563 ---Validation accuracy:--- 0.938 Validation Loss: 0.24354687
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20973814 ---Validation accuracy:--- 0.9378 Validation Loss: 0.23692743
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19979496 ---Validation accuracy:--- 0.939 Validation Loss: 0.24034268
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18189041 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21578066
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.19020492 ---Validation accuracy:--- 0.9436 Validation Loss: 0.22108975
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.22884628 ---Validation accuracy:--- 0.9394 Validation Loss: 0.2307537
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08561694 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22480196
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.098200865 ---Validation accuracy:--- 0.933 Validation Loss: 0.25671172
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17402923 ---Validation accuracy:--- 0.9384 Validation Loss: 0.23704235
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.120971024 ---Validation accuracy:--- 0.9414 Validation Loss: 0.2217771
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.071033955 ---Validation accuracy:--- 0.9416 Validation Loss: 0.2157286
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.126302 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22260652
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13405016 ---Validation accuracy:--- 0.9402 Validation Loss: 0.23236802
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13919492 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23906118
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09710791 ---Validation accuracy:--- 0.9396 Validation Loss: 0.23233442
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1061634 ---Validation accuracy:--- 0.9018 Validation Loss: 0.3615167
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.2693999 ---Validation accuracy:--- 0.942 Validation Loss: 0.22700065
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.088663995 ---Validation accuracy:--- 0.9298 Validation Loss: 0.27151132
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12890936 ---Validation accuracy:--- 0.9322 Validation Loss: 0.2525788
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.121609956 ---Validation accuracy:--- 0.9372 Validation Loss: 0.2268082
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14976007 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22294055
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11470766 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21975105
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09134609 ---Validation accuracy:--- 0.9386 Validation Loss: 0.23675151
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.26170668 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21155798
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10291277 ---Validation accuracy:--- 0.9386 Validation Loss: 0.23174304
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16275841 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21675843
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1469664 ---Validation accuracy:--- 0.9414 Validation Loss: 0.22673123
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07086792 ---Validation accuracy:--- 0.9398 Validation Loss: 0.22688764
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18997656 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22626348
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13659859 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22583474
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18144967 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22153233
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1278543 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21290298
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18294953 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21852896
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12866138 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21582021
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07160814 ---Validation accuracy:--- 0.9436 Validation Loss: 0.21082163
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08574746 ---Validation accuracy:--- 0.9226 Validation Loss: 0.27933246
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12885004 ---Validation accuracy:--- 0.9412 Validation Loss: 0.2140309
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12520683 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21357448
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07860062 ---Validation accuracy:--- 0.9402 Validation Loss: 0.2170227
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12430641 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22115435
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08722248 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20968193
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13628101 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22210713
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.028269948 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21411504
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14569557 ---Validation accuracy:--- 0.9372 Validation Loss: 0.22021419
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08164928 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21496384
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17511478 ---Validation accuracy:--- 0.9344 Validation Loss: 0.23704334
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12061701 ---Validation accuracy:--- 0.9398 Validation Loss: 0.22339956
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16320564 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23761816
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.18674444 ---Validation accuracy:--- 0.9218 Validation Loss: 0.29156935
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1480569 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25617233
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13551877 ---Validation accuracy:--- 0.932 Validation Loss: 0.2521603
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13488622 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24378432
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10686313 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22656763
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.3802812 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23241577
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13918053 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23430513
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.2118458 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22018008
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14441141 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21326518
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.2021852 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21076816
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07978311 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21205325
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07240715 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22200276
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.089157656 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21806411
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.117865145 ---Validation accuracy:--- 0.936 Validation Loss: 0.23130745
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12169239 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26395863
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.17118861 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22531882
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.056935225 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22261582
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.17055067 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24921748
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.12508214 ---Validation accuracy:--- 0.9232 Validation Loss: 0.28643656
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11160473 ---Validation accuracy:--- 0.942 Validation Loss: 0.22516501
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15836044 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21936402
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20416616 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23749578
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07726317 ---Validation accuracy:--- 0.944 Validation Loss: 0.2102043
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.045951348 ---Validation accuracy:--- 0.9416 Validation Loss: 0.22919111
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13673732 ---Validation accuracy:--- 0.9404 Validation Loss: 0.23011155
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.222094 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2527052
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.17785855 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25136933
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11957411 ---Validation accuracy:--- 0.9214 Validation Loss: 0.27823213
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11694303 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24143897
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12707315 ---Validation accuracy:--- 0.9464 Validation Loss: 0.20720884
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07583866 ---Validation accuracy:--- 0.941 Validation Loss: 0.21740869
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14364062 ---Validation accuracy:--- 0.9414 Validation Loss: 0.2181961
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12164261 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24326704
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.054545365 ---Validation accuracy:--- 0.9422 Validation Loss: 0.22514941
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19121522 ---Validation accuracy:--- 0.925 Validation Loss: 0.25689414
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.2169658 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22603276
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.21495226 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22648293
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19476803 ---Validation accuracy:--- 0.9388 Validation Loss: 0.23877569
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21523117 ---Validation accuracy:--- 0.937 Validation Loss: 0.2375062
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14303908 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21270844
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21121815 ---Validation accuracy:--- 0.9394 Validation Loss: 0.23985928
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19746093 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2681745
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09334442 ---Validation accuracy:--- 0.9416 Validation Loss: 0.22942239
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1318911 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2303905
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21688099 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24374898
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.20267949 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24417187
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.076787576 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2332598
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1836182 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23510723
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17668672 ---Validation accuracy:--- 0.929 Validation Loss: 0.24800849
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14383249 ---Validation accuracy:--- 0.9422 Validation Loss: 0.22868681
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.28929114 ---Validation accuracy:--- 0.9446 Validation Loss: 0.2178453
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.103546046 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21823911
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1157654 ---Validation accuracy:--- 0.9454 Validation Loss: 0.21127234
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0960235 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21806993
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.091823444 ---Validation accuracy:--- 0.9416 Validation Loss: 0.2195949
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14924031 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21682434
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.1222358 ---Validation accuracy:--- 0.944 Validation Loss: 0.21713842
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18656056 ---Validation accuracy:--- 0.9446 Validation Loss: 0.2120946
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.121583864 ---Validation accuracy:--- 0.9398 Validation Loss: 0.22655733
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07200048 ---Validation accuracy:--- 0.9434 Validation Loss: 0.22283252
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08282809 ---Validation accuracy:--- 0.937 Validation Loss: 0.2442898
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.099394485 ---Validation accuracy:--- 0.9438 Validation Loss: 0.21488537
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06678371 ---Validation accuracy:--- 0.94 Validation Loss: 0.23536949
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19114849 ---Validation accuracy:--- 0.9358 Validation Loss: 0.24389775
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09269002 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22649138
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21250825 ---Validation accuracy:--- 0.9362 Validation Loss: 0.23654377
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10252237 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21482827
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.163808 ---Validation accuracy:--- 0.936 Validation Loss: 0.24182545
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2681195 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27164
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17883323 ---Validation accuracy:--- 0.929 Validation Loss: 0.25617236
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11450203 ---Validation accuracy:--- 0.935 Validation Loss: 0.24385679
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.32949403 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2129023
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13658515 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21508285
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16804478 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20996457
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.056784663 ---Validation accuracy:--- 0.943 Validation Loss: 0.21229947
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.12698315 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24571313
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16830643 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23358472
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09746238 ---Validation accuracy:--- 0.938 Validation Loss: 0.21991071
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13303016 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22099186
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15827805 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2373578
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15840389 ---Validation accuracy:--- 0.9032 Validation Loss: 0.33796224
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.032687765 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22057988
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.109927386 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24343471
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14093228 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21587217
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07519903 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22502373
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2123086 ---Validation accuracy:--- 0.9402 Validation Loss: 0.23606804
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07608556 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21525669
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.26914674 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29562435
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11784383 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23432627
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07803522 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21669622
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.107525036 ---Validation accuracy:--- 0.94 Validation Loss: 0.22345878
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.09709923 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2487557
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07242397 ---Validation accuracy:--- 0.9304 Validation Loss: 0.26156214
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07340219 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22555557
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18205048 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22968775
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17911674 ---Validation accuracy:--- 0.934 Validation Loss: 0.23268111
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.094057396 ---Validation accuracy:--- 0.937 Validation Loss: 0.23135643
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11742529 ---Validation accuracy:--- 0.939 Validation Loss: 0.22964668
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.28851396 ---Validation accuracy:--- 0.925 Validation Loss: 0.2683437
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09599737 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22463351
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1864634 ---Validation accuracy:--- 0.9306 Validation Loss: 0.26396295
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10373047 ---Validation accuracy:--- 0.942 Validation Loss: 0.21897134
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15602866 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2490564
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.110179655 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21211694
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10985708 ---Validation accuracy:--- 0.9436 Validation Loss: 0.21585733
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09358582 ---Validation accuracy:--- 0.9388 Validation Loss: 0.23137774
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14718166 ---Validation accuracy:--- 0.94 Validation Loss: 0.22112957
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.022643657 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23948103
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14169946 ---Validation accuracy:--- 0.9398 Validation Loss: 0.231015
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.060851213 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21959542
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1261619 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21587427
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13224757 ---Validation accuracy:--- 0.9154 Validation Loss: 0.28561956
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07129899 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24282852
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.19182266 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22149432
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10115534 ---Validation accuracy:--- 0.939 Validation Loss: 0.22256601
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09335345 ---Validation accuracy:--- 0.9242 Validation Loss: 0.26061654
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.076081514 ---Validation accuracy:--- 0.9446 Validation Loss: 0.21271475
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15219146 ---Validation accuracy:--- 0.9254 Validation Loss: 0.27621263
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.15351877 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24224673
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.13558535 ---Validation accuracy:--- 0.939 Validation Loss: 0.22323833
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12714095 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20918506
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.2104383 ---Validation accuracy:--- 0.9282 Validation Loss: 0.2590725
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.16289575 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2776693
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.088264234 ---Validation accuracy:--- 0.925 Validation Loss: 0.2808837
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09341875 ---Validation accuracy:--- 0.9302 Validation Loss: 0.24638249
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.119800456 ---Validation accuracy:--- 0.9386 Validation Loss: 0.23000441
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.15046339 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22541128
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14500725 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21355225
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1947185 ---Validation accuracy:--- 0.939 Validation Loss: 0.23020059
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.096930645 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20962231
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.061781574 ---Validation accuracy:--- 0.936 Validation Loss: 0.24219097
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18321928 ---Validation accuracy:--- 0.94 Validation Loss: 0.21765362
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.16103017 ---Validation accuracy:--- 0.9192 Validation Loss: 0.28297955
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15150674 ---Validation accuracy:--- 0.9414 Validation Loss: 0.2181455
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13086367 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22827344
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11929617 ---Validation accuracy:--- 0.9408 Validation Loss: 0.2227333
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.033674337 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22176999
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14140745 ---Validation accuracy:--- 0.9306 Validation Loss: 0.26900226
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.17588226 ---Validation accuracy:--- 0.9388 Validation Loss: 0.24710469
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.22475435 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24615921
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.27375358 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22378203
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11966486 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20794302
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.1804695 ---Validation accuracy:--- 0.9298 Validation Loss: 0.24543455
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07229295 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21434326
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.120197564 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20595081
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15561971 ---Validation accuracy:--- 0.9222 Validation Loss: 0.30267298
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1719601 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24696308
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11874201 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21791133
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11022599 ---Validation accuracy:--- 0.941 Validation Loss: 0.22169736
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11321919 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21557519
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.058506154 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22372797
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07837799 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22511505
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16414048 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22694507
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19570614 ---Validation accuracy:--- 0.9362 Validation Loss: 0.23351279
Epoch: 3 ---Training accuracy:--- 0.9 Training Loss: 0.29707354 ---Validation accuracy:--- 0.896 Validation Loss: 0.37731802
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12871328 ---Validation accuracy:--- 0.9236 Validation Loss: 0.29207876
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17868116 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22634317
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1882339 ---Validation accuracy:--- 0.9394 Validation Loss: 0.232905
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12517309 ---Validation accuracy:--- 0.939 Validation Loss: 0.22124414
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1327129 ---Validation accuracy:--- 0.938 Validation Loss: 0.21932764
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.09142301 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26142466
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.098436266 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22254866
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06523712 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23645464
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15169379 ---Validation accuracy:--- 0.9232 Validation Loss: 0.29158628
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.11018771 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24558294
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12395879 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23645975
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.102530114 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23430784
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06456988 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2686086
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.077065565 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23472045
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14663817 ---Validation accuracy:--- 0.9052 Validation Loss: 0.3415914
Epoch: 3 ---Training accuracy:--- 0.88 Training Loss: 0.32861328 ---Validation accuracy:--- 0.8888 Validation Loss: 0.3734434
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1581528 ---Validation accuracy:--- 0.9372 Validation Loss: 0.24122061
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1988116 ---Validation accuracy:--- 0.9374 Validation Loss: 0.2499912
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21597789 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2532088
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.2062924 ---Validation accuracy:--- 0.943 Validation Loss: 0.22297578
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.24295679 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23407377
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.24704376 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21599872
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.22927397 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22093359
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10247616 ---Validation accuracy:--- 0.94 Validation Loss: 0.22327983
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09315358 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2485661
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.27457678 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24838403
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07554802 ---Validation accuracy:--- 0.9364 Validation Loss: 0.24087124
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14754763 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23532337
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14016224 ---Validation accuracy:--- 0.935 Validation Loss: 0.24465331
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.14902395 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21506558
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1444256 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24444404
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15665983 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24603255
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0385981 ---Validation accuracy:--- 0.9376 Validation Loss: 0.23046836
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09015802 ---Validation accuracy:--- 0.934 Validation Loss: 0.23836865
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11961257 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21338496
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13885505 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22718447
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.047363967 ---Validation accuracy:--- 0.94 Validation Loss: 0.21734868
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0941794 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26870683
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1646072 ---Validation accuracy:--- 0.9126 Validation Loss: 0.28807828
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.2618346 ---Validation accuracy:--- 0.9338 Validation Loss: 0.2507291
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13992068 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26021382
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20214614 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22998367
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14301868 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22074848
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.140566 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21973301
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.062610924 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22619916
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10995225 ---Validation accuracy:--- 0.9398 Validation Loss: 0.22161043
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.25766838 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21607022
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15824613 ---Validation accuracy:--- 0.94 Validation Loss: 0.21782224
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.16755341 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21063386
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.21571024 ---Validation accuracy:--- 0.9386 Validation Loss: 0.2251355
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17625415 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23424636
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.2306396 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21626335
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.092041165 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22077781
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.2246273 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2655059
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1309482 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22251736
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.043609846 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21995352
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12102615 ---Validation accuracy:--- 0.9434 Validation Loss: 0.21257508
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.33132303 ---Validation accuracy:--- 0.9266 Validation Loss: 0.25482818
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.23978324 ---Validation accuracy:--- 0.9344 Validation Loss: 0.23849641
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0601865 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21909966
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07426033 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22118281
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.109433845 ---Validation accuracy:--- 0.938 Validation Loss: 0.23058394
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17854458 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22933154
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.24420147 ---Validation accuracy:--- 0.9408 Validation Loss: 0.2180042
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.21236739 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22590534
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12430716 ---Validation accuracy:--- 0.921 Validation Loss: 0.24925871
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.14291324 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23227564
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.16670239 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22834824
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10760681 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24575154
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15252878 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22830752
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14444345 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21946858
Epoch: 3 ---Training accuracy:--- 0.92 Training Loss: 0.18772104 ---Validation accuracy:--- 0.9388 Validation Loss: 0.23070596
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12615496 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22752695
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13140143 ---Validation accuracy:--- 0.944 Validation Loss: 0.2092458
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.106324024 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21114995
Epoch: 3 ---Training accuracy:--- 0.93 Training Loss: 0.17935844 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22858082
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17699936 ---Validation accuracy:--- 0.9376 Validation Loss: 0.23528738
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10639597 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22397488
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.15436944 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22326992
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1540625 ---Validation accuracy:--- 0.942 Validation Loss: 0.20593426
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.16626948 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21706733
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10916796 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2379667
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.27998593 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24294858
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.19811414 ---Validation accuracy:--- 0.9398 Validation Loss: 0.22078715
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20408617 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21455713
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.108153135 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2433731
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09468658 ---Validation accuracy:--- 0.939 Validation Loss: 0.2220732
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15981004 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22369854
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11785334 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21141978
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.114339925 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21731524
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08072905 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23356774
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08960245 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24448183
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17885564 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26258332
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.090000585 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22983147
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.13434133 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2600448
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.175336 ---Validation accuracy:--- 0.938 Validation Loss: 0.21649268
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10376478 ---Validation accuracy:--- 0.9294 Validation Loss: 0.25573438
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.078774266 ---Validation accuracy:--- 0.935 Validation Loss: 0.24329768
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.16191319 ---Validation accuracy:--- 0.9212 Validation Loss: 0.27536508
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.20158525 ---Validation accuracy:--- 0.9376 Validation Loss: 0.23178165
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.075897545 ---Validation accuracy:--- 0.939 Validation Loss: 0.21532275
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.113641426 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21698993
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15649693 ---Validation accuracy:--- 0.9428 Validation Loss: 0.2187692
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20062765 ---Validation accuracy:--- 0.936 Validation Loss: 0.2458918
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15938543 ---Validation accuracy:--- 0.9322 Validation Loss: 0.2394553
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12893045 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25012064
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12158928 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2512067
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.15853062 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22050166
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.18334526 ---Validation accuracy:--- 0.939 Validation Loss: 0.2119149
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18839625 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21582574
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10339188 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20685698
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04525008 ---Validation accuracy:--- 0.942 Validation Loss: 0.21078442
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.33679998 ---Validation accuracy:--- 0.899 Validation Loss: 0.38603076
Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.67246246 ---Validation accuracy:--- 0.8572 Validation Loss: 0.5835262
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.26115155 ---Validation accuracy:--- 0.91 Validation Loss: 0.32587755
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1473268 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2645913
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10116584 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2700978
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12930308 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26402342
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1377843 ---Validation accuracy:--- 0.925 Validation Loss: 0.26005274
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13059226 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26408246
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.048504427 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22879274
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10697157 ---Validation accuracy:--- 0.941 Validation Loss: 0.21828012
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1438738 ---Validation accuracy:--- 0.9398 Validation Loss: 0.2197696
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.22501373 ---Validation accuracy:--- 0.932 Validation Loss: 0.24794385
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11209503 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21634726
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08174346 ---Validation accuracy:--- 0.9392 Validation Loss: 0.2177814
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13450597 ---Validation accuracy:--- 0.9354 Validation Loss: 0.230625
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.23263304 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25394604
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2244847 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22239116
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.24412876 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21938792
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06663701 ---Validation accuracy:--- 0.939 Validation Loss: 0.21724287
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05043374 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21265218
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.25350055 ---Validation accuracy:--- 0.916 Validation Loss: 0.27968448
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1688874 ---Validation accuracy:--- 0.9184 Validation Loss: 0.298055
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1497703 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25202468
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.22976464 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25280264
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21884829 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22713932
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13439262 ---Validation accuracy:--- 0.9406 Validation Loss: 0.22217408
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1892046 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21350898
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.107205 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20945548
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14557652 ---Validation accuracy:--- 0.941 Validation Loss: 0.21255976
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07262414 ---Validation accuracy:--- 0.939 Validation Loss: 0.22172612
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.066736504 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21918975
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10414764 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21302007
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08719178 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20892961
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12278038 ---Validation accuracy:--- 0.9376 Validation Loss: 0.23092148
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.04766999 ---Validation accuracy:--- 0.9396 Validation Loss: 0.2308192
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08109198 ---Validation accuracy:--- 0.937 Validation Loss: 0.23512827
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10980448 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21429837
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14915131 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21891761
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09811084 ---Validation accuracy:--- 0.932 Validation Loss: 0.24224587
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13433023 ---Validation accuracy:--- 0.9346 Validation Loss: 0.24027991
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.13363686 ---Validation accuracy:--- 0.9362 Validation Loss: 0.23348916
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10221045 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2603424
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08441284 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22259712
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16285229 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22535694
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11434352 ---Validation accuracy:--- 0.936 Validation Loss: 0.22649966
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18136111 ---Validation accuracy:--- 0.9358 Validation Loss: 0.21902527
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14464886 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21687286
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.105637684 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22091319
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08993364 ---Validation accuracy:--- 0.935 Validation Loss: 0.22998591
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17089707 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24224192
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.088669844 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23333545
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.085279256 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2527851
Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.2907206 ---Validation accuracy:--- 0.862 Validation Loss: 0.43863732
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.3595137 ---Validation accuracy:--- 0.9054 Validation Loss: 0.32117718
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.17315288 ---Validation accuracy:--- 0.9254 Validation Loss: 0.26902986
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.16940668 ---Validation accuracy:--- 0.922 Validation Loss: 0.30589488
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15095386 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29329064
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.26508948 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27232814
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14929584 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22896162
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.106532805 ---Validation accuracy:--- 0.9394 Validation Loss: 0.2183535
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.106010616 ---Validation accuracy:--- 0.9376 Validation Loss: 0.24010822
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1672014 ---Validation accuracy:--- 0.9372 Validation Loss: 0.2333267
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.20391293 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25731227
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.22632831 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23579761
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17298222 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2231251
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12088053 ---Validation accuracy:--- 0.9238 Validation Loss: 0.26533595
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12200399 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24465162
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04349404 ---Validation accuracy:--- 0.9312 Validation Loss: 0.24585041
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13187547 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21526502
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.21371005 ---Validation accuracy:--- 0.941 Validation Loss: 0.21593384
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.115942344 ---Validation accuracy:--- 0.9374 Validation Loss: 0.2274955
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.036047164 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20941892
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16515778 ---Validation accuracy:--- 0.9382 Validation Loss: 0.23651153
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.15214503 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24792871
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.21407448 ---Validation accuracy:--- 0.9356 Validation Loss: 0.22349465
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.150954 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23507133
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14182164 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25221786
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.030894637 ---Validation accuracy:--- 0.931 Validation Loss: 0.24154693
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15760912 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23782541
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.2323582 ---Validation accuracy:--- 0.925 Validation Loss: 0.2640552
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.13799682 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23731883
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12899326 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21933638
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19893253 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21420811
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14082009 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24932264
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.2879026 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22602212
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.16017486 ---Validation accuracy:--- 0.9378 Validation Loss: 0.23255955
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.12872206 ---Validation accuracy:--- 0.9414 Validation Loss: 0.2176306
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.04443872 ---Validation accuracy:--- 0.934 Validation Loss: 0.23790076
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.22832519 ---Validation accuracy:--- 0.935 Validation Loss: 0.24563453
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.23289318 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22860916
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12005853 ---Validation accuracy:--- 0.9386 Validation Loss: 0.23076394
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.053398393 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20888318
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.058536302 ---Validation accuracy:--- 0.94 Validation Loss: 0.21276909
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.033030123 ---Validation accuracy:--- 0.942 Validation Loss: 0.20908897
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.085580595 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21546806
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.1631388 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22252281
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07112773 ---Validation accuracy:--- 0.941 Validation Loss: 0.21786368
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10233842 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22709931
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10421029 ---Validation accuracy:--- 0.938 Validation Loss: 0.2235627
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11542987 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21490937
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07917045 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2176574
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06849766 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22503848
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.1864043 ---Validation accuracy:--- 0.94 Validation Loss: 0.22200204
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1596385 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21913867
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17839643 ---Validation accuracy:--- 0.941 Validation Loss: 0.21300879
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10679685 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20992991
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17064859 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21832593
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04316155 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24336626
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14352885 ---Validation accuracy:--- 0.936 Validation Loss: 0.23628281
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1538632 ---Validation accuracy:--- 0.9252 Validation Loss: 0.27770668
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19040538 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24629284
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15907875 ---Validation accuracy:--- 0.939 Validation Loss: 0.21910569
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21189846 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24241416
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07230588 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23870131
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15877701 ---Validation accuracy:--- 0.939 Validation Loss: 0.22275844
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.261732 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24638458
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.115200825 ---Validation accuracy:--- 0.94 Validation Loss: 0.21779218
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11341561 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21197227
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09285456 ---Validation accuracy:--- 0.941 Validation Loss: 0.21416628
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.1600153 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20721114
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13513267 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20971186
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13610385 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23571436
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08993159 ---Validation accuracy:--- 0.9414 Validation Loss: 0.2133472
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18300234 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21330515
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.13816227 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21014048
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15378255 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20747636
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14211333 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22479348
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11599834 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20375155
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13979189 ---Validation accuracy:--- 0.939 Validation Loss: 0.21943103
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.0775416 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24040654
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.11799532 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23971772
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15080692 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24296412
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0965768 ---Validation accuracy:--- 0.9222 Validation Loss: 0.2808674
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14049952 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20967466
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14476264 ---Validation accuracy:--- 0.9414 Validation Loss: 0.22059283
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10052276 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23881362
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13572213 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21921569
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.25201672 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26333988
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14786181 ---Validation accuracy:--- 0.9444 Validation Loss: 0.21061432
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.119437486 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20439294
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12391013 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20362812
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12752548 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22336298
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.16872746 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21433023
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.078011096 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21427171
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08166316 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21830535
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16826622 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20684582
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.3336453 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26017842
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.1790784 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2501641
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10947217 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21765259
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11302082 ---Validation accuracy:--- 0.9376 Validation Loss: 0.23697512
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.22463055 ---Validation accuracy:--- 0.9318 Validation Loss: 0.267801
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18454815 ---Validation accuracy:--- 0.9398 Validation Loss: 0.22027324
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16884464 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22984324
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.17096375 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20629312
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07989452 ---Validation accuracy:--- 0.9394 Validation Loss: 0.214659
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09386919 ---Validation accuracy:--- 0.941 Validation Loss: 0.20917039
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09482084 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22029614
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.084997274 ---Validation accuracy:--- 0.92 Validation Loss: 0.25688547
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13138074 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2156356
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.118455894 ---Validation accuracy:--- 0.938 Validation Loss: 0.22687311
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14275827 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23317935
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11953823 ---Validation accuracy:--- 0.9358 Validation Loss: 0.2384698
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.148752 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26986045
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14769438 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21048076
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10793242 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22620715
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12549742 ---Validation accuracy:--- 0.9366 Validation Loss: 0.2332727
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10785061 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21763453
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.18243328 ---Validation accuracy:--- 0.9236 Validation Loss: 0.28428423
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17318317 ---Validation accuracy:--- 0.9158 Validation Loss: 0.29389316
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14294152 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23226765
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1349311 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22719829
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13180442 ---Validation accuracy:--- 0.939 Validation Loss: 0.22901446
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.110957325 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22731148
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19146413 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23204778
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.117872715 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21300799
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08060642 ---Validation accuracy:--- 0.9422 Validation Loss: 0.2096988
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.118887804 ---Validation accuracy:--- 0.942 Validation Loss: 0.21045351
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03314832 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21823193
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.123613834 ---Validation accuracy:--- 0.919 Validation Loss: 0.31649178
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19655389 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22990796
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.2872621 ---Validation accuracy:--- 0.923 Validation Loss: 0.30242637
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.21271738 ---Validation accuracy:--- 0.939 Validation Loss: 0.23295811
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06678148 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20992653
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13001885 ---Validation accuracy:--- 0.9392 Validation Loss: 0.2156415
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13576464 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21603164
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07951191 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19619712
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1201241 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20216018
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03404096 ---Validation accuracy:--- 0.9448 Validation Loss: 0.2014173
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04741681 ---Validation accuracy:--- 0.932 Validation Loss: 0.24886538
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09608537 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21555112
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17744404 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25580227
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10773906 ---Validation accuracy:--- 0.9296 Validation Loss: 0.2517957
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.22758865 ---Validation accuracy:--- 0.9076 Validation Loss: 0.30202132
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.116383955 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23018514
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.30242658 ---Validation accuracy:--- 0.9038 Validation Loss: 0.33248588
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.089517996 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21759813
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.090474516 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20967256
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.061875056 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20603672
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0860668 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20351928
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18394016 ---Validation accuracy:--- 0.9218 Validation Loss: 0.25373247
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11638327 ---Validation accuracy:--- 0.9428 Validation Loss: 0.2089239
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.053359967 ---Validation accuracy:--- 0.946 Validation Loss: 0.20139098
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.19612564 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2366995
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.11247942 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23492993
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13812637 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26345176
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.076600626 ---Validation accuracy:--- 0.938 Validation Loss: 0.22575718
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14596482 ---Validation accuracy:--- 0.9346 Validation Loss: 0.25053602
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.29368404 ---Validation accuracy:--- 0.9364 Validation Loss: 0.2233105
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19726728 ---Validation accuracy:--- 0.939 Validation Loss: 0.22561939
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18397944 ---Validation accuracy:--- 0.9436 Validation Loss: 0.21588807
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08562741 ---Validation accuracy:--- 0.943 Validation Loss: 0.21491699
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.09487982 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23575097
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11699234 ---Validation accuracy:--- 0.9426 Validation Loss: 0.22082905
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13866413 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21517295
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15756868 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22310878
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.072197326 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23208946
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.105876595 ---Validation accuracy:--- 0.942 Validation Loss: 0.21733212
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.17269467 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20805
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1374528 ---Validation accuracy:--- 0.9406 Validation Loss: 0.22162305
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14163208 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25286677
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.26054984 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20959575
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.09627702 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21487045
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.092989504 ---Validation accuracy:--- 0.938 Validation Loss: 0.21747361
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08042881 ---Validation accuracy:--- 0.9284 Validation Loss: 0.26162305
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13894302 ---Validation accuracy:--- 0.9294 Validation Loss: 0.25514236
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14851826 ---Validation accuracy:--- 0.9374 Validation Loss: 0.2316223
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06697644 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22005782
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13645235 ---Validation accuracy:--- 0.939 Validation Loss: 0.2207313
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.068325624 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23839907
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09462904 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21211101
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06807526 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21913013
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.101056956 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22215012
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.6302894 ---Validation accuracy:--- 0.866 Validation Loss: 0.5775798
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.4350566 ---Validation accuracy:--- 0.8158 Validation Loss: 0.7241882
Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.45222324 ---Validation accuracy:--- 0.841 Validation Loss: 0.41751036
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19703673 ---Validation accuracy:--- 0.901 Validation Loss: 0.32621694
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.22332734 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29247475
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08636845 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2643911
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.20959038 ---Validation accuracy:--- 0.9104 Validation Loss: 0.2943569
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.2806426 ---Validation accuracy:--- 0.9248 Validation Loss: 0.25389636
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10087629 ---Validation accuracy:--- 0.9274 Validation Loss: 0.24979384
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.23585159 ---Validation accuracy:--- 0.9194 Validation Loss: 0.27792183
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11572065 ---Validation accuracy:--- 0.9296 Validation Loss: 0.25561938
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.12311318 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25282636
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.20499474 ---Validation accuracy:--- 0.9316 Validation Loss: 0.25676915
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14191279 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25195602
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21206848 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2709253
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14093472 ---Validation accuracy:--- 0.9286 Validation Loss: 0.26600495
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.1876788 ---Validation accuracy:--- 0.9088 Validation Loss: 0.31757948
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.30848333 ---Validation accuracy:--- 0.9288 Validation Loss: 0.24702021
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19312568 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23355122
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14288102 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22634739
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.28482744 ---Validation accuracy:--- 0.936 Validation Loss: 0.22694272
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17449127 ---Validation accuracy:--- 0.9394 Validation Loss: 0.220402
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.23756911 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22827618
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18973105 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22849292
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13084564 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23722641
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07209832 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22340962
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.1965007 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22673254
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.066307366 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2524154
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.24275927 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2540184
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19237614 ---Validation accuracy:--- 0.9326 Validation Loss: 0.23761372
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.16064188 ---Validation accuracy:--- 0.9394 Validation Loss: 0.23192334
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.106469326 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22096452
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.116499096 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21274327
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1575038 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22265762
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.20352778 ---Validation accuracy:--- 0.899 Validation Loss: 0.2874915
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10194228 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25331724
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08058023 ---Validation accuracy:--- 0.937 Validation Loss: 0.22674553
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13912822 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22585009
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.046339747 ---Validation accuracy:--- 0.9384 Validation Loss: 0.23754814
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06928751 ---Validation accuracy:--- 0.9432 Validation Loss: 0.22221167
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.21113832 ---Validation accuracy:--- 0.943 Validation Loss: 0.21286753
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.09299543 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22831057
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18496552 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24211846
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.060819272 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21829155
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09054568 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21717992
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.042049557 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22037153
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08127472 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23779558
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1159617 ---Validation accuracy:--- 0.9366 Validation Loss: 0.21987617
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11961694 ---Validation accuracy:--- 0.9406 Validation Loss: 0.23030446
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13261534 ---Validation accuracy:--- 0.9414 Validation Loss: 0.22533418
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12437851 ---Validation accuracy:--- 0.9412 Validation Loss: 0.2166784
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0803183 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22958992
Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.32495946 ---Validation accuracy:--- 0.939 Validation Loss: 0.22210522
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.15448423 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21778315
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.09556151 ---Validation accuracy:--- 0.939 Validation Loss: 0.22093716
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.066443555 ---Validation accuracy:--- 0.9244 Validation Loss: 0.26945466
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18152647 ---Validation accuracy:--- 0.9164 Validation Loss: 0.29013273
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.23684198 ---Validation accuracy:--- 0.9216 Validation Loss: 0.29081032
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08521057 ---Validation accuracy:--- 0.9448 Validation Loss: 0.2192375
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05141725 ---Validation accuracy:--- 0.941 Validation Loss: 0.21181929
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03243106 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20540373
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07422507 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20490538
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.080696255 ---Validation accuracy:--- 0.9454 Validation Loss: 0.210873
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.054615818 ---Validation accuracy:--- 0.9428 Validation Loss: 0.2110889
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09436187 ---Validation accuracy:--- 0.9392 Validation Loss: 0.24009444
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09050762 ---Validation accuracy:--- 0.9432 Validation Loss: 0.2189232
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.119089276 ---Validation accuracy:--- 0.9418 Validation Loss: 0.22289473
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07298324 ---Validation accuracy:--- 0.941 Validation Loss: 0.22304673
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05990437 ---Validation accuracy:--- 0.9388 Validation Loss: 0.23760742
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1538835 ---Validation accuracy:--- 0.931 Validation Loss: 0.244686
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.10473017 ---Validation accuracy:--- 0.9396 Validation Loss: 0.2155761
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.13832775 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22089098
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.036040995 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22163545
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.09897402 ---Validation accuracy:--- 0.941 Validation Loss: 0.21950488
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12514816 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19821712
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14565365 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21884786
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15455374 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21084031
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.15512013 ---Validation accuracy:--- 0.934 Validation Loss: 0.2354061
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.22234195 ---Validation accuracy:--- 0.937 Validation Loss: 0.22149968
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.095434576 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20805754
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10968657 ---Validation accuracy:--- 0.942 Validation Loss: 0.21244903
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.18131863 ---Validation accuracy:--- 0.944 Validation Loss: 0.20643882
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11114806 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22290796
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.16473019 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2033585
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.119060785 ---Validation accuracy:--- 0.9348 Validation Loss: 0.2294705
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07083884 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23049843
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07870232 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2150814
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07355692 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21707906
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14122239 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21489598
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.22520456 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23587525
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16142064 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20985998
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.09400411 ---Validation accuracy:--- 0.94 Validation Loss: 0.21587776
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.116129205 ---Validation accuracy:--- 0.9354 Validation Loss: 0.2320666
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.20854244 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20933226
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14297602 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21320926
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1322692 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20388669
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09836705 ---Validation accuracy:--- 0.942 Validation Loss: 0.21636596
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1055451 ---Validation accuracy:--- 0.939 Validation Loss: 0.22919092
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14281285 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21714638
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.101270616 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23761167
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.18145975 ---Validation accuracy:--- 0.9368 Validation Loss: 0.2290399
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.3435045 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21189155
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.17198429 ---Validation accuracy:--- 0.9332 Validation Loss: 0.2515308
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14175218 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2557961
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15501049 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22770308
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.26961583 ---Validation accuracy:--- 0.9232 Validation Loss: 0.27967143
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14740619 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21639113
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.074094154 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20921113
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.22145739 ---Validation accuracy:--- 0.942 Validation Loss: 0.20846365
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12295113 ---Validation accuracy:--- 0.938 Validation Loss: 0.21805777
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07576828 ---Validation accuracy:--- 0.944 Validation Loss: 0.20590052
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1363605 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21337359
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18617153 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19924329
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.1504828 ---Validation accuracy:--- 0.9402 Validation Loss: 0.2198214
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1259944 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21295449
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14160031 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20844394
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.15927936 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24423271
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.15731211 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22138672
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0805159 ---Validation accuracy:--- 0.937 Validation Loss: 0.22362976
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.055579588 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22191332
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.23884737 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21191597
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12996826 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21284753
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14859842 ---Validation accuracy:--- 0.9398 Validation Loss: 0.2176856
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.25101024 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3809442
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.2873583 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2899101
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13624507 ---Validation accuracy:--- 0.9312 Validation Loss: 0.25131112
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.121394254 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2424908
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17119975 ---Validation accuracy:--- 0.933 Validation Loss: 0.23072231
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06337149 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22678003
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08052881 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20060967
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09748537 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20165916
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.108622886 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21462019
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.105220616 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20074223
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.068971306 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20265655
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21071897 ---Validation accuracy:--- 0.941 Validation Loss: 0.21333489
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.10290916 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22779559
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13233292 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19809774
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07369063 ---Validation accuracy:--- 0.9414 Validation Loss: 0.22066958
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.039629146 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21190408
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.065647505 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19816376
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08972663 ---Validation accuracy:--- 0.943 Validation Loss: 0.20609179
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.26350385 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20135258
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15686007 ---Validation accuracy:--- 0.9354 Validation Loss: 0.21513042
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.052157737 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1922498
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21247524 ---Validation accuracy:--- 0.939 Validation Loss: 0.20845474
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16644312 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19397607
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.16126543 ---Validation accuracy:--- 0.94 Validation Loss: 0.20444363
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04062509 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20232624
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1726429 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23137647
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.15067218 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26159462
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17035854 ---Validation accuracy:--- 0.9272 Validation Loss: 0.2601024
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.22921745 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20704532
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1358345 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20164707
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13329756 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20132565
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07543745 ---Validation accuracy:--- 0.9446 Validation Loss: 0.1966591
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09435231 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22161368
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.0961405 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21418399
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07355258 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21173865
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13363653 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20746137
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09586568 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21168862
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.034447085 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20912908
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13810927 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24941987
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.070390604 ---Validation accuracy:--- 0.9434 Validation Loss: 0.21367678
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13478449 ---Validation accuracy:--- 0.9422 Validation Loss: 0.2135812
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07067972 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21080904
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1567197 ---Validation accuracy:--- 0.943 Validation Loss: 0.21417294
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.0903414 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20571929
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13347505 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19757615
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07913869 ---Validation accuracy:--- 0.9468 Validation Loss: 0.20079513
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18522683 ---Validation accuracy:--- 0.945 Validation Loss: 0.20357868
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12060792 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21482183
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09090304 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20870161
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09785151 ---Validation accuracy:--- 0.9432 Validation Loss: 0.22396131
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15185583 ---Validation accuracy:--- 0.9414 Validation Loss: 0.22093418
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13852644 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22362374
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10781574 ---Validation accuracy:--- 0.9398 Validation Loss: 0.2274426
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13912947 ---Validation accuracy:--- 0.9432 Validation Loss: 0.2155712
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08277132 ---Validation accuracy:--- 0.9406 Validation Loss: 0.22251941
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.15463625 ---Validation accuracy:--- 0.9376 Validation Loss: 0.23176438
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13234529 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21586055
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13384518 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21947075
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.106964014 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24456245
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07403427 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21886866
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.20017806 ---Validation accuracy:--- 0.945 Validation Loss: 0.19825485
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08951436 ---Validation accuracy:--- 0.942 Validation Loss: 0.21205892
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.16762978 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21662085
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12801391 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20397055
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.25867343 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21080965
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17478634 ---Validation accuracy:--- 0.9376 Validation Loss: 0.23216929
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18466303 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20602547
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09778705 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20553814
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.15536372 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20571402
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09225618 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20263237
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.18743809 ---Validation accuracy:--- 0.9426 Validation Loss: 0.2006627
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11166658 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20006227
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21462077 ---Validation accuracy:--- 0.941 Validation Loss: 0.21269858
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10977688 ---Validation accuracy:--- 0.939 Validation Loss: 0.21713348
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13602453 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20656225
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16424702 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21040171
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14188534 ---Validation accuracy:--- 0.9422 Validation Loss: 0.2084988
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.064942814 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2041678
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.2650691 ---Validation accuracy:--- 0.9294 Validation Loss: 0.25318012
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1125187 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20097932
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08546921 ---Validation accuracy:--- 0.9264 Validation Loss: 0.2506044
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1757906 ---Validation accuracy:--- 0.9328 Validation Loss: 0.22738345
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.121303156 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21066192
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13705006 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2083917
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.19006942 ---Validation accuracy:--- 0.944 Validation Loss: 0.20275791
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.114321716 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21457073
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08174613 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18923353
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.1070719 ---Validation accuracy:--- 0.946 Validation Loss: 0.1956444
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07281729 ---Validation accuracy:--- 0.9388 Validation Loss: 0.2218597
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.19346493 ---Validation accuracy:--- 0.94 Validation Loss: 0.21734379
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10243725 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20408286
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12552655 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21353064
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13166429 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21308984
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09934409 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20028812
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.117211856 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19555978
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.065085575 ---Validation accuracy:--- 0.946 Validation Loss: 0.19802773
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10853649 ---Validation accuracy:--- 0.9408 Validation Loss: 0.22263603
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18016326 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21129349
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.088445075 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20608994
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.20639172 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20544782
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14062265 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20238239
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.062032327 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20608288
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.042084794 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20755047
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10601557 ---Validation accuracy:--- 0.9412 Validation Loss: 0.22103648
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09318445 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23023643
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.0979403 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21391763
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.033370625 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20243242
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.2725925 ---Validation accuracy:--- 0.9338 Validation Loss: 0.2490311
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.059065115 ---Validation accuracy:--- 0.9396 Validation Loss: 0.2132321
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.112071864 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21755323
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15417396 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20816873
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10730702 ---Validation accuracy:--- 0.9386 Validation Loss: 0.20984136
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07188775 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20957713
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08170952 ---Validation accuracy:--- 0.946 Validation Loss: 0.1969316
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06653933 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20046932
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17766644 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19676729
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14419629 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20264803
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.15239221 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20475629
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1461955 ---Validation accuracy:--- 0.941 Validation Loss: 0.20601192
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.19944233 ---Validation accuracy:--- 0.935 Validation Loss: 0.22951692
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17916761 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20726748
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1321118 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21196447
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14004852 ---Validation accuracy:--- 0.9276 Validation Loss: 0.24803919
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13927054 ---Validation accuracy:--- 0.9288 Validation Loss: 0.25268927
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12041519 ---Validation accuracy:--- 0.9264 Validation Loss: 0.26910302
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08881355 ---Validation accuracy:--- 0.9372 Validation Loss: 0.22833681
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08218606 ---Validation accuracy:--- 0.939 Validation Loss: 0.21736506
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08799178 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21480173
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.042232 ---Validation accuracy:--- 0.94 Validation Loss: 0.21673247
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13635884 ---Validation accuracy:--- 0.9398 Validation Loss: 0.22001733
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14611256 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20961978
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.17242569 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19995993
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0906374 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20558798
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07131352 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20210184
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.054777134 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20482767
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.100329764 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22154023
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14099559 ---Validation accuracy:--- 0.943 Validation Loss: 0.20398347
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15520225 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19884245
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15389282 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21661334
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.046993304 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23390236
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08144751 ---Validation accuracy:--- 0.9432 Validation Loss: 0.1999903
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.076660804 ---Validation accuracy:--- 0.9364 Validation Loss: 0.2256994
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.17865767 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20662592
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13545582 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21755749
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.15415055 ---Validation accuracy:--- 0.9416 Validation Loss: 0.22616094
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.21488476 ---Validation accuracy:--- 0.927 Validation Loss: 0.24300165
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.26916218 ---Validation accuracy:--- 0.9306 Validation Loss: 0.254067
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.18597475 ---Validation accuracy:--- 0.9338 Validation Loss: 0.23919624
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12932573 ---Validation accuracy:--- 0.94 Validation Loss: 0.21233203
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11746549 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20018484
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.28182277 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2006294
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08765726 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21919052
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11751823 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2057172
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.058683835 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20989406
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.13543946 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21459028
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.1390424 ---Validation accuracy:--- 0.9332 Validation Loss: 0.24679798
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13004875 ---Validation accuracy:--- 0.942 Validation Loss: 0.21392097
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.034801513 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21551357
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.1559684 ---Validation accuracy:--- 0.933 Validation Loss: 0.24643537
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.08503397 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22298162
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.111385606 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22238778
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.14778592 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20622593
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09311046 ---Validation accuracy:--- 0.9426 Validation Loss: 0.1993258
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.17488325 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22015655
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.103624016 ---Validation accuracy:--- 0.942 Validation Loss: 0.20475264
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10454567 ---Validation accuracy:--- 0.939 Validation Loss: 0.22114563
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14921497 ---Validation accuracy:--- 0.928 Validation Loss: 0.25958452
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.17649645 ---Validation accuracy:--- 0.9342 Validation Loss: 0.24053094
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.119238876 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2135502
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11233851 ---Validation accuracy:--- 0.9386 Validation Loss: 0.23202246
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.034144484 ---Validation accuracy:--- 0.9362 Validation Loss: 0.23063374
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11405488 ---Validation accuracy:--- 0.9372 Validation Loss: 0.22564663
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.16436464 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22308923
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.16219755 ---Validation accuracy:--- 0.9382 Validation Loss: 0.23529038
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13200581 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22581646
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11977592 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22103477
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.24249043 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24343368
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08191738 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22105454
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08079379 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20840059
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05407577 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20190991
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14017951 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19803278
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.118775465 ---Validation accuracy:--- 0.94 Validation Loss: 0.20846675
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.076695375 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21023047
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06309592 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19936672
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12970677 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20926096
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07391055 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22598606
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.079180144 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20815963
Epoch: 4 ---Training accuracy:--- 0.93 Training Loss: 0.19231263 ---Validation accuracy:--- 0.917 Validation Loss: 0.27911875
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.034327596 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20641504
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13159727 ---Validation accuracy:--- 0.932 Validation Loss: 0.22969094
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12956713 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25873286
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.16315742 ---Validation accuracy:--- 0.9372 Validation Loss: 0.22290765
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1645878 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22617999
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.19044629 ---Validation accuracy:--- 0.923 Validation Loss: 0.2808057
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.14876431 ---Validation accuracy:--- 0.9392 Validation Loss: 0.23212403
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.12827088 ---Validation accuracy:--- 0.94 Validation Loss: 0.22821753
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08752594 ---Validation accuracy:--- 0.943 Validation Loss: 0.21883902
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11077129 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20916404
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1650364 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23463337
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12866962 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22903645
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.037706073 ---Validation accuracy:--- 0.945 Validation Loss: 0.19251654
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.060834922 ---Validation accuracy:--- 0.945 Validation Loss: 0.19682813
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.064842604 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2052586
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.1654114 ---Validation accuracy:--- 0.9442 Validation Loss: 0.2040827
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.11435148 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20805733
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06883683 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1994198
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12130435 ---Validation accuracy:--- 0.9436 Validation Loss: 0.2027644
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.21798868 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23552187
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.12232878 ---Validation accuracy:--- 0.9448 Validation Loss: 0.1935745
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21658115 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2512629
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.27226737 ---Validation accuracy:--- 0.9304 Validation Loss: 0.24625137
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14453776 ---Validation accuracy:--- 0.926 Validation Loss: 0.25389636
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.18628429 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22369167
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1319431 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2130105
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.084316164 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22537437
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09507316 ---Validation accuracy:--- 0.9432 Validation Loss: 0.2044456
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09881424 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20149565
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.092194125 ---Validation accuracy:--- 0.945 Validation Loss: 0.19944209
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.12500492 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21418536
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06942174 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20175478
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.020261163 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19344968
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.2171257 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20425999
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10488421 ---Validation accuracy:--- 0.9336 Validation Loss: 0.22869834
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10265524 ---Validation accuracy:--- 0.936 Validation Loss: 0.23125742
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.18494014 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2128305
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12589821 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20688917
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.141864 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21309307
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15216105 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19591784
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14194775 ---Validation accuracy:--- 0.9348 Validation Loss: 0.2295432
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.25829816 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22823462
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07854815 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21549019
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06298917 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20254938
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08328189 ---Validation accuracy:--- 0.94 Validation Loss: 0.21804504
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.28208506 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20776172
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11117701 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20313841
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13302903 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20194468
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1640225 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20396335
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15524948 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2182376
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13640289 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22254522
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09707281 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20464963
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13582891 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20533186
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.079266 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19151738
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09455869 ---Validation accuracy:--- 0.944 Validation Loss: 0.20273614
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12579507 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20826063
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18505079 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21494949
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.052291278 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20255256
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1416948 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19988607
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15449294 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19742374
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07148064 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20624587
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04881755 ---Validation accuracy:--- 0.9382 Validation Loss: 0.23041418
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.17097227 ---Validation accuracy:--- 0.9422 Validation Loss: 0.22600408
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18979736 ---Validation accuracy:--- 0.9398 Validation Loss: 0.23049809
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2177549 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21441391
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10782012 ---Validation accuracy:--- 0.945 Validation Loss: 0.20560679
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.15542729 ---Validation accuracy:--- 0.9394 Validation Loss: 0.23757769
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.23082721 ---Validation accuracy:--- 0.9322 Validation Loss: 0.22690828
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.12034735 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21724764
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.086234115 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20649482
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.32166108 ---Validation accuracy:--- 0.924 Validation Loss: 0.26108146
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12094177 ---Validation accuracy:--- 0.9382 Validation Loss: 0.2269853
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.23407073 ---Validation accuracy:--- 0.929 Validation Loss: 0.24996753
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.1348617 ---Validation accuracy:--- 0.9402 Validation Loss: 0.219048
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13577145 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21701668
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12268624 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20637046
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.062740855 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21569408
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19102137 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21462692
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10285688 ---Validation accuracy:--- 0.942 Validation Loss: 0.21311323
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15553963 ---Validation accuracy:--- 0.945 Validation Loss: 0.20667283
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09275522 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19319116
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07736089 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19056591
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.085797146 ---Validation accuracy:--- 0.941 Validation Loss: 0.21218833
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08510211 ---Validation accuracy:--- 0.942 Validation Loss: 0.20943995
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18643998 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21450469
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17084225 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22839838
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09529373 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20892574
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13201644 ---Validation accuracy:--- 0.9416 Validation Loss: 0.22066407
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.19507444 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20435375
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.045727145 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20947006
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11398114 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19942681
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07073262 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20758213
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.314034 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21705937
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07666731 ---Validation accuracy:--- 0.943 Validation Loss: 0.21298613
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.22358608 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20648177
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14104189 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22167143
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14728035 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20705618
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1001606 ---Validation accuracy:--- 0.9444 Validation Loss: 0.2035718
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11738884 ---Validation accuracy:--- 0.9408 Validation Loss: 0.2209613
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12697072 ---Validation accuracy:--- 0.9452 Validation Loss: 0.2000548
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.153642 ---Validation accuracy:--- 0.944 Validation Loss: 0.199624
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12839523 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21481358
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12004876 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20140001
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10454431 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19571616
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15832514 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21763247
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05704005 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21694992
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.19581106 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22242725
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07093425 ---Validation accuracy:--- 0.9362 Validation Loss: 0.2286378
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09480929 ---Validation accuracy:--- 0.937 Validation Loss: 0.22328986
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10245255 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2100227
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.083246715 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22505367
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19252972 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21737383
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11482434 ---Validation accuracy:--- 0.9422 Validation Loss: 0.202971
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.11074526 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20380776
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08867237 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21322379
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.080053546 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20960131
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1279332 ---Validation accuracy:--- 0.9468 Validation Loss: 0.199327
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09733284 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19888528
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.1336133 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20264526
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18657276 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22420254
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.115579754 ---Validation accuracy:--- 0.942 Validation Loss: 0.20144434
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.085533336 ---Validation accuracy:--- 0.945 Validation Loss: 0.20804201
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17324047 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1987039
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0776854 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20376347
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08422459 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20521286
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.115476586 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24313523
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12613513 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20719184
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.15888529 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22388276
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.15509538 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20797287
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.096429735 ---Validation accuracy:--- 0.943 Validation Loss: 0.21749917
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11053151 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20452116
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07807242 ---Validation accuracy:--- 0.9368 Validation Loss: 0.24282293
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.17365326 ---Validation accuracy:--- 0.9354 Validation Loss: 0.2253521
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.108519986 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2440633
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07854602 ---Validation accuracy:--- 0.9444 Validation Loss: 0.21585447
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.20254947 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20831674
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.18248795 ---Validation accuracy:--- 0.9366 Validation Loss: 0.2270886
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.13697878 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20474799
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21242389 ---Validation accuracy:--- 0.945 Validation Loss: 0.20376426
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15524721 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20786563
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15189986 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21926405
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14820567 ---Validation accuracy:--- 0.9392 Validation Loss: 0.2199193
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.30521062 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22007759
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.124677345 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22175743
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11709819 ---Validation accuracy:--- 0.935 Validation Loss: 0.229675
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11403575 ---Validation accuracy:--- 0.9314 Validation Loss: 0.23772317
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14124899 ---Validation accuracy:--- 0.941 Validation Loss: 0.21843572
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17019413 ---Validation accuracy:--- 0.9384 Validation Loss: 0.23090237
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10157974 ---Validation accuracy:--- 0.9422 Validation Loss: 0.2152954
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13044435 ---Validation accuracy:--- 0.9456 Validation Loss: 0.2078091
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15911315 ---Validation accuracy:--- 0.9416 Validation Loss: 0.22542556
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.18172304 ---Validation accuracy:--- 0.939 Validation Loss: 0.22312342
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.063418955 ---Validation accuracy:--- 0.946 Validation Loss: 0.20996128
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12195206 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22629602
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1613501 ---Validation accuracy:--- 0.935 Validation Loss: 0.24049951
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.027346311 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21312766
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.15343834 ---Validation accuracy:--- 0.937 Validation Loss: 0.23876382
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.19665757 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24525012
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08959246 ---Validation accuracy:--- 0.9398 Validation Loss: 0.22390528
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15421736 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20627517
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10479647 ---Validation accuracy:--- 0.9406 Validation Loss: 0.22212139
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12930231 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21074785
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.094085634 ---Validation accuracy:--- 0.935 Validation Loss: 0.2366177
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.090284936 ---Validation accuracy:--- 0.9426 Validation Loss: 0.2120068
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09254427 ---Validation accuracy:--- 0.944 Validation Loss: 0.21525642
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.048727483 ---Validation accuracy:--- 0.9436 Validation Loss: 0.21309017
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.26241416 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21489239
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1149386 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21481454
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.122898646 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21553738
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.12065333 ---Validation accuracy:--- 0.9424 Validation Loss: 0.22203256
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2141125 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2700189
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2514905 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22347622
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12564333 ---Validation accuracy:--- 0.941 Validation Loss: 0.21189196
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.19043693 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20632918
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07257429 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20781645
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.114254534 ---Validation accuracy:--- 0.9364 Validation Loss: 0.2214615
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0932955 ---Validation accuracy:--- 0.939 Validation Loss: 0.21601474
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.032913145 ---Validation accuracy:--- 0.9416 Validation Loss: 0.2197751
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.23791744 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23666348
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14532763 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22651312
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0706176 ---Validation accuracy:--- 0.936 Validation Loss: 0.23434763
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.093925565 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22638857
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09493481 ---Validation accuracy:--- 0.9408 Validation Loss: 0.22273816
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0646089 ---Validation accuracy:--- 0.9412 Validation Loss: 0.22018808
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.051253967 ---Validation accuracy:--- 0.9404 Validation Loss: 0.23073642
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.102331735 ---Validation accuracy:--- 0.944 Validation Loss: 0.21129236
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14974675 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20208953
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07709826 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21385331
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.051704388 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22870679
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13484906 ---Validation accuracy:--- 0.937 Validation Loss: 0.22082935
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16358623 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19825491
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1280532 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21185979
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06703665 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21898335
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0963892 ---Validation accuracy:--- 0.9376 Validation Loss: 0.2276087
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05737789 ---Validation accuracy:--- 0.936 Validation Loss: 0.2324238
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14201649 ---Validation accuracy:--- 0.943 Validation Loss: 0.20398058
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09535215 ---Validation accuracy:--- 0.943 Validation Loss: 0.20403509
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10484678 ---Validation accuracy:--- 0.94 Validation Loss: 0.2188677
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17012496 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21371047
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.1815347 ---Validation accuracy:--- 0.9038 Validation Loss: 0.34977758
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09569814 ---Validation accuracy:--- 0.9386 Validation Loss: 0.20986354
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.22796616 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22340457
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.20802708 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22908767
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.118834116 ---Validation accuracy:--- 0.937 Validation Loss: 0.22802515
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05408476 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22835967
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.082944244 ---Validation accuracy:--- 0.9398 Validation Loss: 0.2187177
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.094261386 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23830771
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10061776 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20913227
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08841812 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21204019
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06598494 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20690054
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13763376 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23031323
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0604579 ---Validation accuracy:--- 0.9338 Validation Loss: 0.23899792
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.037237186 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21273394
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.21439266 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22646639
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.14843118 ---Validation accuracy:--- 0.9316 Validation Loss: 0.26158866
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.19528264 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22529931
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.079543106 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20569307
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.063517764 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20204408
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08381104 ---Validation accuracy:--- 0.941 Validation Loss: 0.22050373
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15270817 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21745095
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09714876 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2153187
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.068773545 ---Validation accuracy:--- 0.9362 Validation Loss: 0.23454326
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15317367 ---Validation accuracy:--- 0.9286 Validation Loss: 0.25456622
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14486305 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21445876
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13688822 ---Validation accuracy:--- 0.9366 Validation Loss: 0.2377563
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07801158 ---Validation accuracy:--- 0.9442 Validation Loss: 0.2107888
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17646053 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21845813
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07644772 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21505664
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.0861964 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20591147
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07325235 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23176457
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.17535144 ---Validation accuracy:--- 0.9226 Validation Loss: 0.2745733
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.29763842 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24685253
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16185796 ---Validation accuracy:--- 0.9396 Validation Loss: 0.2237452
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16187325 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20446405
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09672224 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20399815
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08696123 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20554274
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.21244037 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23003465
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1244968 ---Validation accuracy:--- 0.94 Validation Loss: 0.22466484
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08619987 ---Validation accuracy:--- 0.9338 Validation Loss: 0.24880059
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09319854 ---Validation accuracy:--- 0.944 Validation Loss: 0.21024053
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06181301 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20876192
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.120175324 ---Validation accuracy:--- 0.9446 Validation Loss: 0.21094893
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11513088 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21871099
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.042875137 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20927808
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.23977405 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24643081
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10731613 ---Validation accuracy:--- 0.9342 Validation Loss: 0.25062022
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11044813 ---Validation accuracy:--- 0.9348 Validation Loss: 0.2394124
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15519951 ---Validation accuracy:--- 0.941 Validation Loss: 0.22595425
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.13424364 ---Validation accuracy:--- 0.9382 Validation Loss: 0.23907585
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06277699 ---Validation accuracy:--- 0.9368 Validation Loss: 0.24137095
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06924662 ---Validation accuracy:--- 0.9334 Validation Loss: 0.25077486
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15729496 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20933484
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08469736 ---Validation accuracy:--- 0.944 Validation Loss: 0.20601583
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.17059517 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22981814
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18805622 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26241255
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.106574565 ---Validation accuracy:--- 0.9226 Validation Loss: 0.29894215
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.067204535 ---Validation accuracy:--- 0.9368 Validation Loss: 0.24470088
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.052432787 ---Validation accuracy:--- 0.9418 Validation Loss: 0.22262442
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.091657735 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20929295
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.092662804 ---Validation accuracy:--- 0.942 Validation Loss: 0.21239477
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12048996 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22002715
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.19676651 ---Validation accuracy:--- 0.9274 Validation Loss: 0.24241275
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13662909 ---Validation accuracy:--- 0.9356 Validation Loss: 0.22657137
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1293891 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22764052
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.17584884 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21613298
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08350318 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20626277
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.219865 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23516992
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10438622 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25253412
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1577214 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22312021
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.105063304 ---Validation accuracy:--- 0.9432 Validation Loss: 0.2051215
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09351936 ---Validation accuracy:--- 0.943 Validation Loss: 0.20290096
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07074056 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2544957
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02931638 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20294267
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07242531 ---Validation accuracy:--- 0.9422 Validation Loss: 0.1996671
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.097450756 ---Validation accuracy:--- 0.943 Validation Loss: 0.19903164
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1470655 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20438118
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06892218 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20971718
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08336954 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19905451
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13028057 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19591108
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16475174 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22421363
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14245507 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20092736
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08281729 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21520591
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0505233 ---Validation accuracy:--- 0.9404 Validation Loss: 0.2152582
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.089538805 ---Validation accuracy:--- 0.9398 Validation Loss: 0.2172676
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1700695 ---Validation accuracy:--- 0.936 Validation Loss: 0.25268534
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.035263248 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22539003
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.16650133 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20720048
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18278782 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26955035
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.034181908 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23447807
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.20175382 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21088032
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15275452 ---Validation accuracy:--- 0.9226 Validation Loss: 0.2742353
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.061764 ---Validation accuracy:--- 0.937 Validation Loss: 0.22863632
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.1837881 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21959746
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.1135568 ---Validation accuracy:--- 0.938 Validation Loss: 0.23838003
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.016051708 ---Validation accuracy:--- 0.9392 Validation Loss: 0.2275
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1508595 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22836968
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09037645 ---Validation accuracy:--- 0.9294 Validation Loss: 0.28202134
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17549965 ---Validation accuracy:--- 0.9378 Validation Loss: 0.23106736
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.06264817 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22933066
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12116085 ---Validation accuracy:--- 0.942 Validation Loss: 0.20936109
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12644152 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19621576
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09059586 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19546998
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.19290763 ---Validation accuracy:--- 0.9414 Validation Loss: 0.22280861
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.025719909 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20384327
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.115994126 ---Validation accuracy:--- 0.9498 Validation Loss: 0.19875573
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08955077 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19447638
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.048607387 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20269924
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1415211 ---Validation accuracy:--- 0.9254 Validation Loss: 0.2494121
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2129161 ---Validation accuracy:--- 0.938 Validation Loss: 0.22144882
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.114930265 ---Validation accuracy:--- 0.941 Validation Loss: 0.20729624
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18539141 ---Validation accuracy:--- 0.9466 Validation Loss: 0.20968023
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10862222 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23381016
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.077055566 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2216397
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11813617 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21470532
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0671417 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21543135
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07732572 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21264724
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.110883206 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21001704
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13539106 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19176702
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07740362 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19547768
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2162765 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20900981
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07739718 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20314772
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13249856 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20825095
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08060995 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20143475
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.21676154 ---Validation accuracy:--- 0.9464 Validation Loss: 0.20284975
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18893982 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21591723
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.20762211 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20808025
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1872759 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20791924
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15189238 ---Validation accuracy:--- 0.943 Validation Loss: 0.2037069
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.16491303 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19839817
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.081057265 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19472714
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17833385 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19739431
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07600907 ---Validation accuracy:--- 0.939 Validation Loss: 0.211972
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14321691 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21990578
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19308119 ---Validation accuracy:--- 0.945 Validation Loss: 0.19638161
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.091086976 ---Validation accuracy:--- 0.9434 Validation Loss: 0.1997332
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10509489 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1970733
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0581279 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19714016
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07136426 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19096757
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11102318 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19267415
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.25111285 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20669961
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.088771485 ---Validation accuracy:--- 0.9406 Validation Loss: 0.22445361
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18255216 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21330547
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1221771 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21130581
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07915654 ---Validation accuracy:--- 0.9406 Validation Loss: 0.22045591
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.16468884 ---Validation accuracy:--- 0.9328 Validation Loss: 0.26062235
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15105657 ---Validation accuracy:--- 0.936 Validation Loss: 0.23809642
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.081024885 ---Validation accuracy:--- 0.939 Validation Loss: 0.22627936
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.16205147 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20545079
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2319108 ---Validation accuracy:--- 0.9416 Validation Loss: 0.22623359
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.120324716 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20859131
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06256563 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20121662
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10113575 ---Validation accuracy:--- 0.9436 Validation Loss: 0.2123545
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08676347 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20721202
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1547025 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21341555
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13517095 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2036002
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11791866 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20165619
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0637471 ---Validation accuracy:--- 0.9434 Validation Loss: 0.2084936
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.10422185 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21904604
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.2880747 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24104565
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12253161 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22233635
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09856762 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21917358
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12958942 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22203362
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15822154 ---Validation accuracy:--- 0.9362 Validation Loss: 0.2351187
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13253838 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20657593
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.23989747 ---Validation accuracy:--- 0.9376 Validation Loss: 0.2186001
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18324329 ---Validation accuracy:--- 0.941 Validation Loss: 0.20838627
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14432819 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20794635
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0894245 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20617898
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03827591 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21459965
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10016631 ---Validation accuracy:--- 0.9382 Validation Loss: 0.23060986
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.27355233 ---Validation accuracy:--- 0.935 Validation Loss: 0.24320395
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.116157055 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20379494
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.094499566 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21458721
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.13847883 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2054957
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07739413 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19915052
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05035571 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20533538
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08977247 ---Validation accuracy:--- 0.944 Validation Loss: 0.20425919
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09763653 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21437548
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.13818409 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20602971
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.119629584 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21137407
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11699766 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20928164
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12855905 ---Validation accuracy:--- 0.9438 Validation Loss: 0.2083269
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.040512957 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19766082
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09118564 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21024014
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.060334854 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20593771
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18255717 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21091399
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.2610333 ---Validation accuracy:--- 0.932 Validation Loss: 0.24685565
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18798971 ---Validation accuracy:--- 0.9182 Validation Loss: 0.2809467
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14914262 ---Validation accuracy:--- 0.9298 Validation Loss: 0.26036093
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.057597026 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23159637
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07570854 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22704712
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.067481935 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20964493
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13877785 ---Validation accuracy:--- 0.9412 Validation Loss: 0.216497
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08359125 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24247299
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.08161365 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22173394
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10148206 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22090517
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.083811074 ---Validation accuracy:--- 0.9422 Validation Loss: 0.2057624
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.13238871 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21471365
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05447137 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21111406
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09031254 ---Validation accuracy:--- 0.9396 Validation Loss: 0.23221254
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08604479 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21547109
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10569402 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2268435
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11726969 ---Validation accuracy:--- 0.9322 Validation Loss: 0.2415811
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.102769226 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21611194
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.134152 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20902178
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.13532422 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20687383
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09167837 ---Validation accuracy:--- 0.934 Validation Loss: 0.23431167
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11562679 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21747886
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.23613383 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22251889
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07357481 ---Validation accuracy:--- 0.942 Validation Loss: 0.21593411
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1402075 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21720947
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14916626 ---Validation accuracy:--- 0.94 Validation Loss: 0.21228598
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10934796 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2091377
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12646195 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21069664
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.043137554 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20750545
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10654171 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20752673
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17342447 ---Validation accuracy:--- 0.941 Validation Loss: 0.21008511
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0811183 ---Validation accuracy:--- 0.939 Validation Loss: 0.22261238
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.20392515 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21157563
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1206356 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21887873
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.12246615 ---Validation accuracy:--- 0.939 Validation Loss: 0.22027625
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.025561403 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21337363
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.081622325 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20447071
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.098287374 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20749697
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.041025218 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22194104
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05163608 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20632109
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09087897 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2147749
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.041700803 ---Validation accuracy:--- 0.9336 Validation Loss: 0.25216684
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.059391297 ---Validation accuracy:--- 0.9378 Validation Loss: 0.2294622
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08375239 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22304587
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0870225 ---Validation accuracy:--- 0.9432 Validation Loss: 0.2144561
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13297465 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22888774
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18978001 ---Validation accuracy:--- 0.923 Validation Loss: 0.2826098
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14935191 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23363829
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0377519 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22672296
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.07823406 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20381342
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07173698 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20707726
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.029016055 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21446326
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13315107 ---Validation accuracy:--- 0.9406 Validation Loss: 0.22014676
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.08959999 ---Validation accuracy:--- 0.9416 Validation Loss: 0.2158747
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08232247 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23790146
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08610656 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20498364
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11848885 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20862007
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.065264426 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20616342
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13596343 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21338043
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08386424 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22750266
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09618332 ---Validation accuracy:--- 0.9448 Validation Loss: 0.21225981
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13484783 ---Validation accuracy:--- 0.9398 Validation Loss: 0.2296594
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.22842279 ---Validation accuracy:--- 0.9334 Validation Loss: 0.2537278
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08996767 ---Validation accuracy:--- 0.937 Validation Loss: 0.23355497
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.07853359 ---Validation accuracy:--- 0.9436 Validation Loss: 0.21162724
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08783321 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25048456
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.25933093 ---Validation accuracy:--- 0.8986 Validation Loss: 0.38397318
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15308586 ---Validation accuracy:--- 0.924 Validation Loss: 0.28052384
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08444702 ---Validation accuracy:--- 0.9328 Validation Loss: 0.23410532
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.09019063 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24436948
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09682467 ---Validation accuracy:--- 0.9268 Validation Loss: 0.2709941
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.041518345 ---Validation accuracy:--- 0.9296 Validation Loss: 0.260192
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.091629304 ---Validation accuracy:--- 0.9336 Validation Loss: 0.230504
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17726181 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23313572
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1168499 ---Validation accuracy:--- 0.934 Validation Loss: 0.2327061
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09095615 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24744307
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.20814869 ---Validation accuracy:--- 0.8972 Validation Loss: 0.33292317
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.21713214 ---Validation accuracy:--- 0.8924 Validation Loss: 0.33683282
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.1207285 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21838567
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.25961816 ---Validation accuracy:--- 0.942 Validation Loss: 0.20807298
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09929336 ---Validation accuracy:--- 0.9336 Validation Loss: 0.22866328
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.123255275 ---Validation accuracy:--- 0.939 Validation Loss: 0.21356136
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15473443 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20866755
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17167732 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23960723
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.20025016 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24642435
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.079389594 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22405192
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08944423 ---Validation accuracy:--- 0.944 Validation Loss: 0.20597783
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.077608645 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20982131
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04332759 ---Validation accuracy:--- 0.941 Validation Loss: 0.21067367
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06302519 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22072275
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17712192 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21420762
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.18702194 ---Validation accuracy:--- 0.94 Validation Loss: 0.21962391
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.1536796 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21841866
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17397192 ---Validation accuracy:--- 0.939 Validation Loss: 0.22453508
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.2037414 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21644859
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07615715 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20756325
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08372902 ---Validation accuracy:--- 0.942 Validation Loss: 0.21269445
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.060863752 ---Validation accuracy:--- 0.939 Validation Loss: 0.21456867
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.18976693 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22341079
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.092673734 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22326759
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14637403 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23946181
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.24287137 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22506015
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0818095 ---Validation accuracy:--- 0.942 Validation Loss: 0.21630014
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.138758 ---Validation accuracy:--- 0.94 Validation Loss: 0.21963975
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10486535 ---Validation accuracy:--- 0.9396 Validation Loss: 0.23140007
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13606478 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24904463
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.057440378 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20735489
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06383869 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21928594
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03501727 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20768987
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.15504257 ---Validation accuracy:--- 0.944 Validation Loss: 0.20401476
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.15284635 ---Validation accuracy:--- 0.9438 Validation Loss: 0.21204619
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09327227 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20435445
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09747444 ---Validation accuracy:--- 0.9464 Validation Loss: 0.20027737
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02376778 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20288147
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.089456774 ---Validation accuracy:--- 0.9406 Validation Loss: 0.22173874
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.030293593 ---Validation accuracy:--- 0.9426 Validation Loss: 0.2079768
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.09094218 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20458469
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.058578566 ---Validation accuracy:--- 0.946 Validation Loss: 0.2050499
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.15409873 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20926304
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.085988455 ---Validation accuracy:--- 0.9448 Validation Loss: 0.21024783
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07075428 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21672378
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17257528 ---Validation accuracy:--- 0.9436 Validation Loss: 0.21027058
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.14090195 ---Validation accuracy:--- 0.945 Validation Loss: 0.21442525
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.24566342 ---Validation accuracy:--- 0.941 Validation Loss: 0.22240308
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08498363 ---Validation accuracy:--- 0.935 Validation Loss: 0.23488465
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.110982075 ---Validation accuracy:--- 0.938 Validation Loss: 0.23210523
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.08482637 ---Validation accuracy:--- 0.9372 Validation Loss: 0.24866465
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.14462969 ---Validation accuracy:--- 0.9344 Validation Loss: 0.2294064
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10633938 ---Validation accuracy:--- 0.9372 Validation Loss: 0.22565943
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.25869784 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2366122
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07013284 ---Validation accuracy:--- 0.936 Validation Loss: 0.22233857
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.22176373 ---Validation accuracy:--- 0.939 Validation Loss: 0.22179209
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.083825245 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2112127
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17725797 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20701556
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11344269 ---Validation accuracy:--- 0.942 Validation Loss: 0.20870969
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08710295 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21420582
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09328505 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20934482
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.1038332 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21928635
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.050556995 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20501578
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07285366 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20379667
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15625368 ---Validation accuracy:--- 0.941 Validation Loss: 0.21291666
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.11868382 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21705459
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.064998746 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21106079
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15144037 ---Validation accuracy:--- 0.9378 Validation Loss: 0.20948008
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1379931 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19905944
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.059405547 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19658288
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17366436 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19766912
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11728761 ---Validation accuracy:--- 0.9422 Validation Loss: 0.2029315
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12607141 ---Validation accuracy:--- 0.943 Validation Loss: 0.19906597
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.16055515 ---Validation accuracy:--- 0.945 Validation Loss: 0.19428912
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.053378984 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20713262
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15758225 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21111494
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.0668825 ---Validation accuracy:--- 0.944 Validation Loss: 0.19515112
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.10503678 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20007831
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13914888 ---Validation accuracy:--- 0.944 Validation Loss: 0.20425133
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11915752 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19724897
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.09051642 ---Validation accuracy:--- 0.935 Validation Loss: 0.22160782
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.14706841 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22686148
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.24464606 ---Validation accuracy:--- 0.939 Validation Loss: 0.21271953
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.07470818 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20347969
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.12325964 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21084687
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.17148216 ---Validation accuracy:--- 0.923 Validation Loss: 0.2547437
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.101843156 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21191579
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.12656957 ---Validation accuracy:--- 0.9428 Validation Loss: 0.2088119
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10924023 ---Validation accuracy:--- 0.9344 Validation Loss: 0.23288798
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.19368568 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22208662
Epoch: 5 ---Training accuracy:--- 0.93 Training Loss: 0.2154678 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20607147
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.17308883 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19639112
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.032118157 ---Validation accuracy:--- 0.944 Validation Loss: 0.20028615
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.031012839 ---Validation accuracy:--- 0.944 Validation Loss: 0.2012124
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.15786377 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21419607
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.112395965 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20609087
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08659246 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19758517
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.051268253 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20276494
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.051910046 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20396045
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10908232 ---Validation accuracy:--- 0.9408 Validation Loss: 0.22513054
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09012317 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19736215
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08146722 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19565025
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.0893777 ---Validation accuracy:--- 0.948 Validation Loss: 0.19696474
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.1443625 ---Validation accuracy:--- 0.942 Validation Loss: 0.2163811
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.04409778 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19617046
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11642807 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19647671
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.15081082 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21042489
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.12319504 ---Validation accuracy:--- 0.9362 Validation Loss: 0.25167185
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1122016 ---Validation accuracy:--- 0.944 Validation Loss: 0.20396866
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07386069 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21608135
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0712406 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1927317
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.16500889 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22050332
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.15665495 ---Validation accuracy:--- 0.943 Validation Loss: 0.21792717
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.084918745 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20531519
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.19942316 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22482607
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17037952 ---Validation accuracy:--- 0.945 Validation Loss: 0.1986853
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.2775068 ---Validation accuracy:--- 0.9368 Validation Loss: 0.2237535
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08819569 ---Validation accuracy:--- 0.94 Validation Loss: 0.22672847
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06699423 ---Validation accuracy:--- 0.9446 Validation Loss: 0.1999028
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11838834 ---Validation accuracy:--- 0.945 Validation Loss: 0.19815776
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07084198 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19202285
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.19792774 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20704262
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11097742 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20140497
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.18103966 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23364201
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10215927 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20369326
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.081622794 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20023009
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1415315 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20585594
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1479091 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19773766
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09155724 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19683412
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.047543302 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19591287
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.0844135 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18976368
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07606699 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23654975
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.21342975 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22305293
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07349235 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20256187
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.057085942 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20088147
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.12694736 ---Validation accuracy:--- 0.9388 Validation Loss: 0.2112255
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07808549 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22097236
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05021575 ---Validation accuracy:--- 0.9392 Validation Loss: 0.2135739
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.20415783 ---Validation accuracy:--- 0.9428 Validation Loss: 0.2061417
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.084435776 ---Validation accuracy:--- 0.9394 Validation Loss: 0.2265646
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.19299918 ---Validation accuracy:--- 0.938 Validation Loss: 0.23188384
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.25260827 ---Validation accuracy:--- 0.9192 Validation Loss: 0.27193505
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.0928574 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20557761
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.163414 ---Validation accuracy:--- 0.943 Validation Loss: 0.21043514
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14083952 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20422259
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.05759795 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20603737
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08740446 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2167732
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.058321763 ---Validation accuracy:--- 0.943 Validation Loss: 0.2126646
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13489932 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23268987
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15405124 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26650006
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13677405 ---Validation accuracy:--- 0.936 Validation Loss: 0.22632398
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.23458236 ---Validation accuracy:--- 0.9222 Validation Loss: 0.27029237
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.20433223 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20941035
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.16076496 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21627879
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15399164 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20517473
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.064195745 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21601917
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07205679 ---Validation accuracy:--- 0.9428 Validation Loss: 0.2006361
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0526832 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21016541
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.077138335 ---Validation accuracy:--- 0.941 Validation Loss: 0.2184049
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.12930705 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20368893
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.076584235 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19598703
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13547604 ---Validation accuracy:--- 0.9454 Validation Loss: 0.2035406
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.016378669 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19662699
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09127734 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19483662
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12968218 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20808935
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08953433 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20173623
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0584822 ---Validation accuracy:--- 0.946 Validation Loss: 0.1947835
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13714612 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23373276
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.108075105 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21022226
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09842901 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23615049
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07550835 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21215425
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13349251 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21004868
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.1928158 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22374925
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.17103031 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20592475
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17148235 ---Validation accuracy:--- 0.9502 Validation Loss: 0.19136392
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12818775 ---Validation accuracy:--- 0.944 Validation Loss: 0.20955591
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.13757806 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1910809
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.076277666 ---Validation accuracy:--- 0.945 Validation Loss: 0.20256296
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.12150699 ---Validation accuracy:--- 0.9422 Validation Loss: 0.2081044
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09178224 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21420059
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07779236 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20508027
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14739785 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20743191
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.061568342 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19472973
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06363665 ---Validation accuracy:--- 0.936 Validation Loss: 0.22752877
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07929809 ---Validation accuracy:--- 0.948 Validation Loss: 0.1930408
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08964515 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20022145
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09246224 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19513567
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.2829909 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22204375
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06952731 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21511626
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11291177 ---Validation accuracy:--- 0.949 Validation Loss: 0.19199735
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.099432155 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20273015
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.21277373 ---Validation accuracy:--- 0.946 Validation Loss: 0.2016708
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.23380628 ---Validation accuracy:--- 0.9432 Validation Loss: 0.207675
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17396377 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19210637
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08912694 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18641597
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.110681124 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18801697
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.08130111 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20358571
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14254592 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19621977
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06405368 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20533623
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.23992461 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21199417
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16087498 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24249448
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.12112335 ---Validation accuracy:--- 0.9378 Validation Loss: 0.20909709
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11318983 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19859947
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.18720227 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19773762
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11215362 ---Validation accuracy:--- 0.946 Validation Loss: 0.19232042
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10444294 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20965019
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08222986 ---Validation accuracy:--- 0.941 Validation Loss: 0.21464348
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09923958 ---Validation accuracy:--- 0.9244 Validation Loss: 0.2700435
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.18882896 ---Validation accuracy:--- 0.9412 Validation Loss: 0.22672518
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.17965588 ---Validation accuracy:--- 0.945 Validation Loss: 0.20611978
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.062438842 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21654367
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.1814623 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22212143
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13395324 ---Validation accuracy:--- 0.926 Validation Loss: 0.26080436
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14541782 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24013247
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06331373 ---Validation accuracy:--- 0.946 Validation Loss: 0.19977966
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.053236213 ---Validation accuracy:--- 0.94 Validation Loss: 0.21824983
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14316286 ---Validation accuracy:--- 0.926 Validation Loss: 0.26530436
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08713984 ---Validation accuracy:--- 0.938 Validation Loss: 0.23128033
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08892012 ---Validation accuracy:--- 0.9386 Validation Loss: 0.2199071
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.104533866 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24952656
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10809322 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23332727
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.14835969 ---Validation accuracy:--- 0.9358 Validation Loss: 0.24506414
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05479172 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23534136
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10566017 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25401676
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.073700055 ---Validation accuracy:--- 0.9156 Validation Loss: 0.2832732
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.063360065 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23440869
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10074503 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21665947
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10378327 ---Validation accuracy:--- 0.941 Validation Loss: 0.20802934
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.0746433 ---Validation accuracy:--- 0.9408 Validation Loss: 0.2118588
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13254513 ---Validation accuracy:--- 0.939 Validation Loss: 0.21878362
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.065952994 ---Validation accuracy:--- 0.945 Validation Loss: 0.20344165
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.07020841 ---Validation accuracy:--- 0.938 Validation Loss: 0.22594541
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10965718 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23269893
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.27666047 ---Validation accuracy:--- 0.9286 Validation Loss: 0.25065714
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1308017 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2299343
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.13681564 ---Validation accuracy:--- 0.9344 Validation Loss: 0.23399492
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.21549042 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21234924
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.054336082 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21402872
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11319238 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22835134
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14390011 ---Validation accuracy:--- 0.936 Validation Loss: 0.24026543
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.0932304 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20930664
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.113901064 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20490068
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.102850474 ---Validation accuracy:--- 0.9358 Validation Loss: 0.2387246
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08571148 ---Validation accuracy:--- 0.94 Validation Loss: 0.21724643
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.19510542 ---Validation accuracy:--- 0.9358 Validation Loss: 0.2304375
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09860361 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23599185
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.084599145 ---Validation accuracy:--- 0.9412 Validation Loss: 0.2082466
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.15988757 ---Validation accuracy:--- 0.939 Validation Loss: 0.21507247
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.13459398 ---Validation accuracy:--- 0.937 Validation Loss: 0.229477
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.14829181 ---Validation accuracy:--- 0.927 Validation Loss: 0.26858866
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.2404557 ---Validation accuracy:--- 0.9226 Validation Loss: 0.2610625
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07171683 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22360757
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13152115 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21488574
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11777216 ---Validation accuracy:--- 0.941 Validation Loss: 0.22037593
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.111941054 ---Validation accuracy:--- 0.9326 Validation Loss: 0.22468609
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08680458 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20747617
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.066427745 ---Validation accuracy:--- 0.947 Validation Loss: 0.20373955
Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.29463428 ---Validation accuracy:--- 0.9184 Validation Loss: 0.28354082
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.21492706 ---Validation accuracy:--- 0.9412 Validation Loss: 0.22447579
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14523038 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20885417
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.23510273 ---Validation accuracy:--- 0.9404 Validation Loss: 0.2211774
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0649214 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21132268
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10703932 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19640541
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08917025 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19787301
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10259396 ---Validation accuracy:--- 0.9446 Validation Loss: 0.2017295
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16009769 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21653345
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.082491904 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20999952
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.11321666 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2459337
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09128213 ---Validation accuracy:--- 0.9296 Validation Loss: 0.24393405
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.058721494 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20620346
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.046525765 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20341963
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.025752911 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20372458
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.097127244 ---Validation accuracy:--- 0.946 Validation Loss: 0.19852385
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0379875 ---Validation accuracy:--- 0.946 Validation Loss: 0.19999082
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10078985 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19207019
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0873708 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20936723
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11488873 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20326944
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08551525 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19853507
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.096165754 ---Validation accuracy:--- 0.9492 Validation Loss: 0.19149068
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.1259411 ---Validation accuracy:--- 0.9426 Validation Loss: 0.2178342
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.094299056 ---Validation accuracy:--- 0.917 Validation Loss: 0.2795038
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07330494 ---Validation accuracy:--- 0.9414 Validation Loss: 0.22277066
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12880594 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21598475
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11279045 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22343843
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14005904 ---Validation accuracy:--- 0.9448 Validation Loss: 0.21165115
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14690939 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21166372
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.045727096 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20881897
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07094574 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21386015
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10296555 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20454536
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.118644655 ---Validation accuracy:--- 0.9444 Validation Loss: 0.21890262
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.17247647 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2152204
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10264625 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22920896
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12907793 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20206979
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.16251522 ---Validation accuracy:--- 0.943 Validation Loss: 0.20459028
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13326323 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19127344
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04026243 ---Validation accuracy:--- 0.947 Validation Loss: 0.19903797
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12047955 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19968581
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.18064994 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21222617
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.18850464 ---Validation accuracy:--- 0.9452 Validation Loss: 0.21000236
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09842962 ---Validation accuracy:--- 0.943 Validation Loss: 0.21464175
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08354599 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21640389
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.15492672 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22912312
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10032766 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21149214
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11055317 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2142269
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.09737693 ---Validation accuracy:--- 0.935 Validation Loss: 0.23323652
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07563692 ---Validation accuracy:--- 0.9442 Validation Loss: 0.21527036
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.106744796 ---Validation accuracy:--- 0.943 Validation Loss: 0.22003384
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0374457 ---Validation accuracy:--- 0.9478 Validation Loss: 0.20135812
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15412554 ---Validation accuracy:--- 0.9474 Validation Loss: 0.20558377
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.21611339 ---Validation accuracy:--- 0.9228 Validation Loss: 0.27260947
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.17992672 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22682388
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.15829177 ---Validation accuracy:--- 0.9096 Validation Loss: 0.30225554
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10161288 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2194917
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.19758143 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21072786
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12725388 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23626037
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.16557258 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20112981
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10872864 ---Validation accuracy:--- 0.9476 Validation Loss: 0.1966913
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09977236 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19776212
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16183308 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20269018
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.17480762 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20905161
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10951513 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22634995
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.15161557 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20426533
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.20364575 ---Validation accuracy:--- 0.9246 Validation Loss: 0.2757792
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.20257764 ---Validation accuracy:--- 0.9268 Validation Loss: 0.28016576
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.19987917 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22917522
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.062477656 ---Validation accuracy:--- 0.94 Validation Loss: 0.21806562
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12096051 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19160734
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13869947 ---Validation accuracy:--- 0.946 Validation Loss: 0.19724518
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07375269 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1925964
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0246987 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19342496
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.21145248 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21635644
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0814901 ---Validation accuracy:--- 0.9368 Validation Loss: 0.2255895
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12203756 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20469292
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.043717697 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21292983
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09246359 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19755673
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1182121 ---Validation accuracy:--- 0.9432 Validation Loss: 0.2033714
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.040464416 ---Validation accuracy:--- 0.938 Validation Loss: 0.22420733
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.20920448 ---Validation accuracy:--- 0.9376 Validation Loss: 0.23184943
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06648565 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21129231
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.20855047 ---Validation accuracy:--- 0.929 Validation Loss: 0.28286514
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10930733 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23375386
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.13656397 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22182685
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16260862 ---Validation accuracy:--- 0.945 Validation Loss: 0.19891292
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10130064 ---Validation accuracy:--- 0.943 Validation Loss: 0.20818809
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14379919 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20291722
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.18273304 ---Validation accuracy:--- 0.9436 Validation Loss: 0.21101739
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15939891 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19273655
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07575373 ---Validation accuracy:--- 0.945 Validation Loss: 0.19597916
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16991672 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21154961
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.13094361 ---Validation accuracy:--- 0.9468 Validation Loss: 0.2053914
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16655523 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21759492
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.15333384 ---Validation accuracy:--- 0.946 Validation Loss: 0.19347808
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.088565044 ---Validation accuracy:--- 0.9416 Validation Loss: 0.2082186
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06843217 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19747645
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.122703284 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21090361
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13333099 ---Validation accuracy:--- 0.9464 Validation Loss: 0.20287178
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1486628 ---Validation accuracy:--- 0.9466 Validation Loss: 0.20016985
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08364602 ---Validation accuracy:--- 0.9476 Validation Loss: 0.20325752
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11051988 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20780337
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05782213 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20404518
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09309732 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21519163
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.12632011 ---Validation accuracy:--- 0.9384 Validation Loss: 0.23288469
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06321917 ---Validation accuracy:--- 0.9444 Validation Loss: 0.21132617
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08753866 ---Validation accuracy:--- 0.9444 Validation Loss: 0.21588457
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.11201473 ---Validation accuracy:--- 0.9448 Validation Loss: 0.21401274
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.08857418 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20432582
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.111687295 ---Validation accuracy:--- 0.9486 Validation Loss: 0.20156318
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.055494666 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19429107
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10647301 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19803096
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10750923 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18900464
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.068590395 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21104649
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.054361247 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20449883
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13224402 ---Validation accuracy:--- 0.946 Validation Loss: 0.19745623
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09780398 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19417366
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14463975 ---Validation accuracy:--- 0.942 Validation Loss: 0.21648027
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09323917 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20831755
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.100997925 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19646677
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.109464854 ---Validation accuracy:--- 0.9464 Validation Loss: 0.20115016
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.063231885 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19959974
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.088604696 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20670508
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09429903 ---Validation accuracy:--- 0.947 Validation Loss: 0.19663909
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10685106 ---Validation accuracy:--- 0.9434 Validation Loss: 0.21825327
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07865534 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22399253
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.1430664 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21088228
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.049271245 ---Validation accuracy:--- 0.945 Validation Loss: 0.20561609
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.057782885 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1954851
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.07168275 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21047561
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12835321 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20607212
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.032089397 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21110898
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12372236 ---Validation accuracy:--- 0.9428 Validation Loss: 0.2035529
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1157263 ---Validation accuracy:--- 0.946 Validation Loss: 0.20135881
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.023408193 ---Validation accuracy:--- 0.944 Validation Loss: 0.21264675
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.1155372 ---Validation accuracy:--- 0.944 Validation Loss: 0.20300733
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.06046586 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19094546
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.13777004 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2605845
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10746537 ---Validation accuracy:--- 0.9378 Validation Loss: 0.2198887
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.18024188 ---Validation accuracy:--- 0.9188 Validation Loss: 0.27095774
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.28544182 ---Validation accuracy:--- 0.9214 Validation Loss: 0.31197667
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11849335 ---Validation accuracy:--- 0.9452 Validation Loss: 0.202126
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12207825 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20167384
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.16179782 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19941145
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12685192 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22724189
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.11377726 ---Validation accuracy:--- 0.939 Validation Loss: 0.23120415
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.16857013 ---Validation accuracy:--- 0.9258 Validation Loss: 0.28095362
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.11479266 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2532591
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10629244 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19444308
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10284321 ---Validation accuracy:--- 0.944 Validation Loss: 0.1994513
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09861309 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20569365
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04707428 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19800343
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12359669 ---Validation accuracy:--- 0.9452 Validation Loss: 0.2029713
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.086645186 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19840525
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07059109 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20293717
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.15514229 ---Validation accuracy:--- 0.9464 Validation Loss: 0.20050232
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.21238111 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2218099
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.14956574 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20464443
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07853761 ---Validation accuracy:--- 0.9448 Validation Loss: 0.21090366
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13923442 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19494832
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.20675391 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20240462
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07812523 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20536245
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09986517 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19675046
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.080922805 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19921865
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04078024 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20302644
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10166986 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20869921
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13691908 ---Validation accuracy:--- 0.9464 Validation Loss: 0.20240635
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13476366 ---Validation accuracy:--- 0.9458 Validation Loss: 0.21329018
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.23367016 ---Validation accuracy:--- 0.9452 Validation Loss: 0.2005212
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.1168792 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21111685
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.119378984 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19289133
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08344614 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19311585
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04072611 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19986856
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06752765 ---Validation accuracy:--- 0.948 Validation Loss: 0.1970397
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.17295061 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1962384
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.06735804 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20958486
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.15837152 ---Validation accuracy:--- 0.946 Validation Loss: 0.20411739
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.098741576 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21699317
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.117154084 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20472702
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.044197492 ---Validation accuracy:--- 0.9432 Validation Loss: 0.2149641
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.082096994 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21578325
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.18449776 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21890302
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.054412376 ---Validation accuracy:--- 0.941 Validation Loss: 0.21461597
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.230755 ---Validation accuracy:--- 0.9128 Validation Loss: 0.29421246
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.15741703 ---Validation accuracy:--- 0.9252 Validation Loss: 0.25939965
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10763935 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21715137
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.1327498 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21349765
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.20023134 ---Validation accuracy:--- 0.941 Validation Loss: 0.2167626
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12869841 ---Validation accuracy:--- 0.9438 Validation Loss: 0.21019651
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.110008776 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22434165
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.13520627 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21267703
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10160728 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19975147
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12741573 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20162264
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10724167 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20759605
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.093247324 ---Validation accuracy:--- 0.942 Validation Loss: 0.2129831
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13764614 ---Validation accuracy:--- 0.935 Validation Loss: 0.23044306
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.043188866 ---Validation accuracy:--- 0.928 Validation Loss: 0.24939515
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08931791 ---Validation accuracy:--- 0.942 Validation Loss: 0.20975791
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.043579567 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21547796
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1187748 ---Validation accuracy:--- 0.941 Validation Loss: 0.20473513
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07846224 ---Validation accuracy:--- 0.939 Validation Loss: 0.21743545
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1512695 ---Validation accuracy:--- 0.9398 Validation Loss: 0.22638811
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09283402 ---Validation accuracy:--- 0.949 Validation Loss: 0.20111221
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06430509 ---Validation accuracy:--- 0.943 Validation Loss: 0.2129691
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.17227492 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19872494
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09718746 ---Validation accuracy:--- 0.947 Validation Loss: 0.1959171
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1695726 ---Validation accuracy:--- 0.944 Validation Loss: 0.20855425
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10837991 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1989434
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07777385 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19393925
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10502884 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19876684
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1412265 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20390394
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09671664 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24321191
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.25426656 ---Validation accuracy:--- 0.8698 Validation Loss: 0.43219253
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09246162 ---Validation accuracy:--- 0.9278 Validation Loss: 0.24320456
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.18732196 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21064429
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.15021637 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22447221
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.108594745 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23217426
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.16743338 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21800621
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.10814931 ---Validation accuracy:--- 0.933 Validation Loss: 0.23362586
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.16652066 ---Validation accuracy:--- 0.9414 Validation Loss: 0.2101294
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.087913 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22398752
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17936338 ---Validation accuracy:--- 0.941 Validation Loss: 0.21553954
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08731035 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20999311
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.149187 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20623359
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.12179345 ---Validation accuracy:--- 0.9292 Validation Loss: 0.25035977
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.19739944 ---Validation accuracy:--- 0.929 Validation Loss: 0.2716543
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14848597 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24249595
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.117082864 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22137271
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09566538 ---Validation accuracy:--- 0.94 Validation Loss: 0.21400478
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12192479 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21292557
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07297362 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20974113
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15454175 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21393993
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08697192 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1958274
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04191309 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19675252
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17614655 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19759947
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04095483 ---Validation accuracy:--- 0.9462 Validation Loss: 0.1957937
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.13433625 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24148537
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10807846 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24396414
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.1132383 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23663725
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.106178485 ---Validation accuracy:--- 0.9392 Validation Loss: 0.23310868
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1597146 ---Validation accuracy:--- 0.9414 Validation Loss: 0.22130728
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.1398077 ---Validation accuracy:--- 0.939 Validation Loss: 0.22272448
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1045269 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20114857
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12584215 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21180864
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15235874 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20832764
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.104362085 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20543455
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.109930076 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21177337
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07800464 ---Validation accuracy:--- 0.9396 Validation Loss: 0.2284666
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09157023 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21382661
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14223982 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21720332
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.065707535 ---Validation accuracy:--- 0.943 Validation Loss: 0.20255443
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.28988412 ---Validation accuracy:--- 0.9354 Validation Loss: 0.2254823
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.111126386 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21788281
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.056586612 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20221642
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10139386 ---Validation accuracy:--- 0.9214 Validation Loss: 0.2682967
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.055717155 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20593828
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13747698 ---Validation accuracy:--- 0.9292 Validation Loss: 0.23519126
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.09058363 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19717097
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09512657 ---Validation accuracy:--- 0.949 Validation Loss: 0.18676424
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08604398 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20680942
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.104669765 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19591548
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0743337 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19705279
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13579637 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18883014
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10976811 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18963706
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07543682 ---Validation accuracy:--- 0.9408 Validation Loss: 0.22272983
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.065118514 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20001435
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12033898 ---Validation accuracy:--- 0.941 Validation Loss: 0.22888061
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.123550564 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21184604
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15764488 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20713823
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11199414 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19535209
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10070988 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19419459
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.021265466 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19645996
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13258648 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19531384
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.049233466 ---Validation accuracy:--- 0.947 Validation Loss: 0.18960054
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09547617 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18796591
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.059652273 ---Validation accuracy:--- 0.948 Validation Loss: 0.186624
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.029314203 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18995889
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11080799 ---Validation accuracy:--- 0.9386 Validation Loss: 0.23649709
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.052495167 ---Validation accuracy:--- 0.9472 Validation Loss: 0.20110139
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12846346 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21351284
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07848135 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19403169
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.055328146 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19820027
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.0954097 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19270065
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16382825 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19304514
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04254288 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18910535
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.037596837 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19366643
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13809152 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19675523
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.13762309 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19990513
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.06780832 ---Validation accuracy:--- 0.946 Validation Loss: 0.1998236
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1206803 ---Validation accuracy:--- 0.9388 Validation Loss: 0.2266978
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.034487538 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20089348
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.031522382 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18923278
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.09892504 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20409209
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07476603 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22262011
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10711312 ---Validation accuracy:--- 0.929 Validation Loss: 0.24438466
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0658679 ---Validation accuracy:--- 0.9426 Validation Loss: 0.19348633
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12638517 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2088669
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.060850088 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20390862
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018801132 ---Validation accuracy:--- 0.95 Validation Loss: 0.19436435
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11270442 ---Validation accuracy:--- 0.9424 Validation Loss: 0.22350161
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.061292704 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20693572
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06488524 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21631777
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020527195 ---Validation accuracy:--- 0.948 Validation Loss: 0.20014977
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.048412967 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1933163
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07915725 ---Validation accuracy:--- 0.9456 Validation Loss: 0.21237305
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14263868 ---Validation accuracy:--- 0.933 Validation Loss: 0.23990817
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17206545 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20834893
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14094631 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23377454
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09187681 ---Validation accuracy:--- 0.9432 Validation Loss: 0.2094708
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.117167816 ---Validation accuracy:--- 0.9402 Validation Loss: 0.2142468
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11818556 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21147221
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.115363255 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20033526
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0405911 ---Validation accuracy:--- 0.946 Validation Loss: 0.20356132
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.040710177 ---Validation accuracy:--- 0.947 Validation Loss: 0.19654861
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.104656145 ---Validation accuracy:--- 0.938 Validation Loss: 0.22303843
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.090188175 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20797199
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.11495638 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21172248
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.195167 ---Validation accuracy:--- 0.944 Validation Loss: 0.20684844
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.14225443 ---Validation accuracy:--- 0.9358 Validation Loss: 0.23746385
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.15740477 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21659517
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.061096717 ---Validation accuracy:--- 0.9328 Validation Loss: 0.25051284
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.056192342 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19944291
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.0959853 ---Validation accuracy:--- 0.946 Validation Loss: 0.19592589
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.113554746 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20568396
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.080848 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18620653
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0803381 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20872861
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14285646 ---Validation accuracy:--- 0.941 Validation Loss: 0.21725088
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10216611 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21122207
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.054245375 ---Validation accuracy:--- 0.9442 Validation Loss: 0.21039209
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06645875 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20503896
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14951955 ---Validation accuracy:--- 0.9434 Validation Loss: 0.2148377
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.095889054 ---Validation accuracy:--- 0.9456 Validation Loss: 0.21246614
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.114464134 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23737231
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.054560546 ---Validation accuracy:--- 0.9446 Validation Loss: 0.21291296
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08931177 ---Validation accuracy:--- 0.94 Validation Loss: 0.22309741
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.12827528 ---Validation accuracy:--- 0.942 Validation Loss: 0.21704721
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.17643964 ---Validation accuracy:--- 0.9412 Validation Loss: 0.2140477
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.2790946 ---Validation accuracy:--- 0.9216 Validation Loss: 0.24787956
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05820671 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2106834
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06226017 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19786464
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.11916975 ---Validation accuracy:--- 0.9466 Validation Loss: 0.1995813
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10462108 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20268062
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.09912325 ---Validation accuracy:--- 0.943 Validation Loss: 0.21765958
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12737402 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24017154
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.04804118 ---Validation accuracy:--- 0.9426 Validation Loss: 0.22669631
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.18155096 ---Validation accuracy:--- 0.9286 Validation Loss: 0.27801484
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12441453 ---Validation accuracy:--- 0.946 Validation Loss: 0.20080625
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13100718 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19916159
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14186564 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20166162
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07148813 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19421008
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.114757344 ---Validation accuracy:--- 0.9382 Validation Loss: 0.2242938
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.1950869 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20438558
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08019394 ---Validation accuracy:--- 0.941 Validation Loss: 0.21270195
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02205824 ---Validation accuracy:--- 0.941 Validation Loss: 0.21798345
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03675403 ---Validation accuracy:--- 0.944 Validation Loss: 0.20923647
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.080826625 ---Validation accuracy:--- 0.9426 Validation Loss: 0.2145166
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15141512 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19573416
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1269937 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21371287
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1059248 ---Validation accuracy:--- 0.939 Validation Loss: 0.21514712
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14386086 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21719712
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07491027 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19766851
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.15743057 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19835801
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10340814 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21928857
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07798519 ---Validation accuracy:--- 0.942 Validation Loss: 0.20913422
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.10859749 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20580465
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.10749605 ---Validation accuracy:--- 0.942 Validation Loss: 0.21453793
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09061476 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1984682
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1802197 ---Validation accuracy:--- 0.9328 Validation Loss: 0.26966572
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16219682 ---Validation accuracy:--- 0.9392 Validation Loss: 0.2282293
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.16497321 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21191593
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.11322918 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20172475
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14589614 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19657136
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.10618641 ---Validation accuracy:--- 0.945 Validation Loss: 0.20354755
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04909687 ---Validation accuracy:--- 0.944 Validation Loss: 0.20744476
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01962255 ---Validation accuracy:--- 0.945 Validation Loss: 0.20299116
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.11469551 ---Validation accuracy:--- 0.947 Validation Loss: 0.19485855
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.050842967 ---Validation accuracy:--- 0.945 Validation Loss: 0.19859181
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.120171525 ---Validation accuracy:--- 0.945 Validation Loss: 0.19585277
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.15409283 ---Validation accuracy:--- 0.935 Validation Loss: 0.24927236
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.12550749 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19645473
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08755384 ---Validation accuracy:--- 0.9492 Validation Loss: 0.19275972
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04994917 ---Validation accuracy:--- 0.9486 Validation Loss: 0.19396375
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06877824 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19774753
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.13432229 ---Validation accuracy:--- 0.9416 Validation Loss: 0.2158729
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05042242 ---Validation accuracy:--- 0.926 Validation Loss: 0.26455528
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07676232 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21435949
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.1467585 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2168075
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.16429982 ---Validation accuracy:--- 0.9394 Validation Loss: 0.2221249
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.20037377 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21558662
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.1969228 ---Validation accuracy:--- 0.942 Validation Loss: 0.21023399
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08016982 ---Validation accuracy:--- 0.94 Validation Loss: 0.21890044
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.14274564 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20380574
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07308102 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20720571
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.23231536 ---Validation accuracy:--- 0.944 Validation Loss: 0.20561479
Epoch: 6 ---Training accuracy:--- 0.93 Training Loss: 0.25659463 ---Validation accuracy:--- 0.9436 Validation Loss: 0.21616653
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.14824733 ---Validation accuracy:--- 0.944 Validation Loss: 0.20382626
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.05585341 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20986685
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.16660962 ---Validation accuracy:--- 0.945 Validation Loss: 0.1963655
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09143153 ---Validation accuracy:--- 0.9438 Validation Loss: 0.211917
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07452356 ---Validation accuracy:--- 0.943 Validation Loss: 0.21039951
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09649785 ---Validation accuracy:--- 0.9262 Validation Loss: 0.25886303
Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.25158674 ---Validation accuracy:--- 0.9258 Validation Loss: 0.2785353
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.086950004 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23114179
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12674807 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20587307
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14921544 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20832396
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.068976715 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21210852
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09752421 ---Validation accuracy:--- 0.943 Validation Loss: 0.2037823
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12821184 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20377703
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.128275 ---Validation accuracy:--- 0.932 Validation Loss: 0.22659731
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.18530084 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19848607
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.064484276 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19473737
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0833415 ---Validation accuracy:--- 0.942 Validation Loss: 0.20296516
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11298826 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20420745
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05770159 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19968084
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.069895774 ---Validation accuracy:--- 0.9436 Validation Loss: 0.2038395
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05021741 ---Validation accuracy:--- 0.945 Validation Loss: 0.19910061
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08396837 ---Validation accuracy:--- 0.9422 Validation Loss: 0.206792
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04497378 ---Validation accuracy:--- 0.9414 Validation Loss: 0.2106405
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.1555333 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20913532
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.15715921 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19881888
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.17754747 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22884683
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.1296957 ---Validation accuracy:--- 0.8766 Validation Loss: 0.3663012
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.2123016 ---Validation accuracy:--- 0.939 Validation Loss: 0.23863804
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08895404 ---Validation accuracy:--- 0.9434 Validation Loss: 0.22019193
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10217327 ---Validation accuracy:--- 0.9444 Validation Loss: 0.2209209
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12044138 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20564412
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.20313156 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21846876
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.046856474 ---Validation accuracy:--- 0.942 Validation Loss: 0.21230908
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12446247 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20318553
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.056837186 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19934787
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13057318 ---Validation accuracy:--- 0.947 Validation Loss: 0.19465566
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08711828 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21077374
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11489581 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19690159
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.041182574 ---Validation accuracy:--- 0.944 Validation Loss: 0.2041713
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.1849226 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2804008
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.038746044 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20396493
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08963501 ---Validation accuracy:--- 0.9448 Validation Loss: 0.2061857
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.14323154 ---Validation accuracy:--- 0.945 Validation Loss: 0.19846043
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.019635575 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1963386
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0834004 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19205324
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.044049807 ---Validation accuracy:--- 0.9506 Validation Loss: 0.19213668
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1401849 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1846749
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08991783 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19134696
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.20029904 ---Validation accuracy:--- 0.946 Validation Loss: 0.20222688
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.053030375 ---Validation accuracy:--- 0.9454 Validation Loss: 0.2058626
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.072943404 ---Validation accuracy:--- 0.945 Validation Loss: 0.19937955
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.06169002 ---Validation accuracy:--- 0.9458 Validation Loss: 0.1921602
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10520294 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19286908
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.15983443 ---Validation accuracy:--- 0.932 Validation Loss: 0.2539806
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.044792823 ---Validation accuracy:--- 0.9462 Validation Loss: 0.20016786
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.12209096 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19999129
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09159307 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19370593
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11337225 ---Validation accuracy:--- 0.9436 Validation Loss: 0.21334682
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0848126 ---Validation accuracy:--- 0.939 Validation Loss: 0.2172616
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12045418 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20404099
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12134883 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19352305
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.094843216 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20548555
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.13924974 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19558758
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14482039 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20089838
Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.26929358 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22924419
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06954342 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22090565
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07593241 ---Validation accuracy:--- 0.936 Validation Loss: 0.2386353
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16801982 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21054883
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.18560223 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20556067
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.27238956 ---Validation accuracy:--- 0.9408 Validation Loss: 0.19849135
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.13076313 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20095608
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.1546881 ---Validation accuracy:--- 0.943 Validation Loss: 0.208317
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17644079 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20399421
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14951712 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19330706
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10067156 ---Validation accuracy:--- 0.9448 Validation Loss: 0.1958682
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1710331 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19164792
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.10613932 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21327397
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.1118713 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18921582
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12800461 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19775999
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14839935 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20461391
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.16660964 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19582313
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.16365105 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19972111
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17640217 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19767517
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06302977 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19679818
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07867464 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19363585
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.10411538 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23647517
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.069735594 ---Validation accuracy:--- 0.941 Validation Loss: 0.19845942
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.19727677 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19345407
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05997413 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19757867
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12795442 ---Validation accuracy:--- 0.95 Validation Loss: 0.18018246
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.16772404 ---Validation accuracy:--- 0.949 Validation Loss: 0.18850498
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03425855 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21207495
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1747003 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22057876
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.08454186 ---Validation accuracy:--- 0.9468 Validation Loss: 0.20036866
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.117182665 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18792397
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09068923 ---Validation accuracy:--- 0.944 Validation Loss: 0.19999237
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.193269 ---Validation accuracy:--- 0.942 Validation Loss: 0.20884039
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14335245 ---Validation accuracy:--- 0.9486 Validation Loss: 0.19012967
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.18606381 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1980003
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08439898 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21299261
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.107357524 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20711963
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.053954344 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18496938
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0780547 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20536713
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.114058554 ---Validation accuracy:--- 0.944 Validation Loss: 0.20571181
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08602776 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1898084
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.061028566 ---Validation accuracy:--- 0.945 Validation Loss: 0.19490644
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.26400828 ---Validation accuracy:--- 0.9438 Validation Loss: 0.21241328
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1276669 ---Validation accuracy:--- 0.942 Validation Loss: 0.21444629
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.24662147 ---Validation accuracy:--- 0.94 Validation Loss: 0.21913801
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06317428 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22479542
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12077237 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20224574
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1350021 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21355899
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.09039968 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19708939
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.058303498 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20599131
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03738309 ---Validation accuracy:--- 0.947 Validation Loss: 0.19635068
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.055073664 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19122773
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05043305 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21603543
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.099207476 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21676572
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09978917 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21394512
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14595227 ---Validation accuracy:--- 0.9432 Validation Loss: 0.22043313
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11842323 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20913516
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.11294038 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20151357
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.1612788 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2123747
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03835459 ---Validation accuracy:--- 0.946 Validation Loss: 0.19694395
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09956656 ---Validation accuracy:--- 0.9458 Validation Loss: 0.21096818
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11334277 ---Validation accuracy:--- 0.9486 Validation Loss: 0.19520737
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.048178338 ---Validation accuracy:--- 0.9472 Validation Loss: 0.20055386
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1321354 ---Validation accuracy:--- 0.9412 Validation Loss: 0.23017034
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12376774 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20993823
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.043526985 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20986949
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11277195 ---Validation accuracy:--- 0.947 Validation Loss: 0.19615783
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.15783677 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20618777
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.18796743 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22002871
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.18384479 ---Validation accuracy:--- 0.944 Validation Loss: 0.2138795
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.10660632 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18928137
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.092787765 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18940227
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09760799 ---Validation accuracy:--- 0.949 Validation Loss: 0.19111314
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.08189674 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19886109
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.19687366 ---Validation accuracy:--- 0.9498 Validation Loss: 0.1864777
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.1376112 ---Validation accuracy:--- 0.947 Validation Loss: 0.19684722
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.08938133 ---Validation accuracy:--- 0.9464 Validation Loss: 0.20297518
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07671319 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20976572
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1071872 ---Validation accuracy:--- 0.947 Validation Loss: 0.19373113
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09180249 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19142687
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.21801735 ---Validation accuracy:--- 0.919 Validation Loss: 0.28652188
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.16719598 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21758579
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.20940734 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20270029
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08605327 ---Validation accuracy:--- 0.9438 Validation Loss: 0.2035408
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11405932 ---Validation accuracy:--- 0.9366 Validation Loss: 0.23253061
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.15076506 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20430268
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.08158764 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19898818
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17145742 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19735876
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11943426 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20741455
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10991468 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19615747
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.03420965 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19050176
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13737004 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20743713
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.09279197 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19683853
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1781864 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2311762
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.15724899 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21301675
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06710228 ---Validation accuracy:--- 0.947 Validation Loss: 0.19382663
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.13382107 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19021328
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.07088325 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1946834
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.16763769 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21332204
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0654084 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21793933
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1685447 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21211006
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06536255 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20638433
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.057298467 ---Validation accuracy:--- 0.939 Validation Loss: 0.21568194
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10290149 ---Validation accuracy:--- 0.9354 Validation Loss: 0.23067324
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12646613 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22061475
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08976149 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19987942
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1216944 ---Validation accuracy:--- 0.941 Validation Loss: 0.21378608
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12514101 ---Validation accuracy:--- 0.9402 Validation Loss: 0.2118757
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.109381504 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19463064
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12873505 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19200315
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.034893535 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19334038
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.20519234 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20023748
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04979479 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20779894
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.27042142 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20874338
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17362055 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20468247
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.17957844 ---Validation accuracy:--- 0.9466 Validation Loss: 0.20187908
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07477814 ---Validation accuracy:--- 0.944 Validation Loss: 0.20424743
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07322145 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18572508
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.059515838 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19434075
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06637719 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22116211
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11917042 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21254495
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06673817 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18863146
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04421634 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20435186
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.041065816 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21871321
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.053426635 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19485356
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.096237004 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19290754
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.18130402 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21862817
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07064355 ---Validation accuracy:--- 0.9468 Validation Loss: 0.20518214
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12563068 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21124248
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05500037 ---Validation accuracy:--- 0.9432 Validation Loss: 0.2065229
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0758169 ---Validation accuracy:--- 0.9464 Validation Loss: 0.20409775
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.099280246 ---Validation accuracy:--- 0.9434 Validation Loss: 0.21115859
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.049374662 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20861404
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10558244 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18916601
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13279003 ---Validation accuracy:--- 0.9428 Validation Loss: 0.2073767
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05975335 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1868587
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.06554994 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19693719
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.095837824 ---Validation accuracy:--- 0.9466 Validation Loss: 0.20105046
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14982107 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19393164
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07344348 ---Validation accuracy:--- 0.947 Validation Loss: 0.21031304
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0717554 ---Validation accuracy:--- 0.949 Validation Loss: 0.20441112
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07610716 ---Validation accuracy:--- 0.9302 Validation Loss: 0.25273442
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.078073286 ---Validation accuracy:--- 0.9442 Validation Loss: 0.21982841
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06524678 ---Validation accuracy:--- 0.947 Validation Loss: 0.20377968
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1901164 ---Validation accuracy:--- 0.9448 Validation Loss: 0.21902153
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.19285843 ---Validation accuracy:--- 0.9268 Validation Loss: 0.27572066
Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.36925995 ---Validation accuracy:--- 0.9184 Validation Loss: 0.32078534
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.107466795 ---Validation accuracy:--- 0.935 Validation Loss: 0.24925806
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.16364014 ---Validation accuracy:--- 0.9462 Validation Loss: 0.21196279
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11351755 ---Validation accuracy:--- 0.9456 Validation Loss: 0.2091705
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07445258 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20411186
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.089570224 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20907803
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.15455939 ---Validation accuracy:--- 0.9454 Validation Loss: 0.2084029
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.23831043 ---Validation accuracy:--- 0.947 Validation Loss: 0.20148712
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08248988 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20411131
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.33393312 ---Validation accuracy:--- 0.935 Validation Loss: 0.24121523
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0959148 ---Validation accuracy:--- 0.935 Validation Loss: 0.23399228
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.094727844 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22053884
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12427202 ---Validation accuracy:--- 0.944 Validation Loss: 0.20799026
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14999892 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19213822
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12606484 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19060948
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13800745 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19596219
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04017913 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1951052
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.103493236 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19765012
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09885207 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21634963
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.20074272 ---Validation accuracy:--- 0.949 Validation Loss: 0.18630756
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.087305434 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19371626
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.107277766 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18596621
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12097229 ---Validation accuracy:--- 0.94 Validation Loss: 0.21243404
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11349367 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1915072
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.076402456 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19780554
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06327036 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20880769
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09681961 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20846352
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05068077 ---Validation accuracy:--- 0.943 Validation Loss: 0.20720479
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.059189033 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22646226
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.058843516 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19554774
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.1305939 ---Validation accuracy:--- 0.946 Validation Loss: 0.20951274
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.113769494 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20313948
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.20879611 ---Validation accuracy:--- 0.9412 Validation Loss: 0.23055163
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06885893 ---Validation accuracy:--- 0.943 Validation Loss: 0.22590911
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.086478464 ---Validation accuracy:--- 0.9362 Validation Loss: 0.23421958
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.1713681 ---Validation accuracy:--- 0.9432 Validation Loss: 0.2104475
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.16375226 ---Validation accuracy:--- 0.943 Validation Loss: 0.21179776
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08261342 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19620213
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.16416882 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19909129
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06860747 ---Validation accuracy:--- 0.9462 Validation Loss: 0.20073694
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.19183001 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1940747
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12402279 ---Validation accuracy:--- 0.9408 Validation Loss: 0.2112749
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.055249177 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18546522
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14556412 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23061678
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07778683 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18811215
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0856033 ---Validation accuracy:--- 0.946 Validation Loss: 0.20865537
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.073523104 ---Validation accuracy:--- 0.951 Validation Loss: 0.18731329
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12279686 ---Validation accuracy:--- 0.948 Validation Loss: 0.19088462
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12903477 ---Validation accuracy:--- 0.9472 Validation Loss: 0.20029204
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09829626 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1923486
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08908033 ---Validation accuracy:--- 0.949 Validation Loss: 0.18797806
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08972624 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19521329
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.0928706 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2112615
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.074626066 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20573658
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09712084 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18796465
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.110415086 ---Validation accuracy:--- 0.9292 Validation Loss: 0.23875661
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.048461426 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1951478
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13728069 ---Validation accuracy:--- 0.947 Validation Loss: 0.19962388
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.06022436 ---Validation accuracy:--- 0.9472 Validation Loss: 0.20503259
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12297073 ---Validation accuracy:--- 0.9488 Validation Loss: 0.20517239
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12828663 ---Validation accuracy:--- 0.9452 Validation Loss: 0.1993229
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12873507 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19329497
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.15146919 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20554166
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14849451 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20044221
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.15708181 ---Validation accuracy:--- 0.9426 Validation Loss: 0.2043468
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.121700525 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21179073
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11263087 ---Validation accuracy:--- 0.9474 Validation Loss: 0.20456949
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.054349326 ---Validation accuracy:--- 0.943 Validation Loss: 0.21256912
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12079332 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21341535
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.100603655 ---Validation accuracy:--- 0.941 Validation Loss: 0.22271733
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.15731855 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18681559
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06260695 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18575431
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.029321535 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18148291
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1603076 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19441889
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10487476 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19955383
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12064095 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18784033
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.040469527 ---Validation accuracy:--- 0.9496 Validation Loss: 0.19348489
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08601345 ---Validation accuracy:--- 0.9424 Validation Loss: 0.22347766
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.16728114 ---Validation accuracy:--- 0.941 Validation Loss: 0.22484805
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.20262474 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19886902
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.049894314 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1971587
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13435063 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21844195
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.2106078 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19268075
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.17119564 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20054291
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10491046 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20770401
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16767745 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19340762
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.17219439 ---Validation accuracy:--- 0.9382 Validation Loss: 0.20745575
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.117154054 ---Validation accuracy:--- 0.9446 Validation Loss: 0.1921614
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.19398531 ---Validation accuracy:--- 0.9422 Validation Loss: 0.2123641
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14654943 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19477275
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.055612117 ---Validation accuracy:--- 0.942 Validation Loss: 0.20941836
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08222744 ---Validation accuracy:--- 0.942 Validation Loss: 0.21819992
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.18527313 ---Validation accuracy:--- 0.94 Validation Loss: 0.21555449
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.090217836 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21015616
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16736262 ---Validation accuracy:--- 0.9466 Validation Loss: 0.20126909
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.059468765 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1936876
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10951015 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18608922
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14838777 ---Validation accuracy:--- 0.9516 Validation Loss: 0.18356338
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09903887 ---Validation accuracy:--- 0.9516 Validation Loss: 0.18491396
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07735927 ---Validation accuracy:--- 0.9496 Validation Loss: 0.19253644
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.154449 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22890528
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09696593 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20918898
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06830729 ---Validation accuracy:--- 0.944 Validation Loss: 0.20932065
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14554112 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19902214
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09462698 ---Validation accuracy:--- 0.9468 Validation Loss: 0.20219594
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.090499684 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1907947
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13441394 ---Validation accuracy:--- 0.939 Validation Loss: 0.20467326
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.18688278 ---Validation accuracy:--- 0.9274 Validation Loss: 0.26744726
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17891411 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20292382
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.043149315 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19786347
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06657634 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20363337
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.14405814 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20144951
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.050129164 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19643053
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.089469954 ---Validation accuracy:--- 0.9402 Validation Loss: 0.22290602
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12298687 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21355617
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.056189194 ---Validation accuracy:--- 0.941 Validation Loss: 0.22238128
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13676119 ---Validation accuracy:--- 0.9426 Validation Loss: 0.2214588
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12910809 ---Validation accuracy:--- 0.9322 Validation Loss: 0.2422677
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.055903744 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20496467
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.052532002 ---Validation accuracy:--- 0.9474 Validation Loss: 0.199176
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.20700988 ---Validation accuracy:--- 0.946 Validation Loss: 0.20340031
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0779064 ---Validation accuracy:--- 0.9464 Validation Loss: 0.20064056
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08709511 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20524612
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.047493123 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20255603
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10176107 ---Validation accuracy:--- 0.9442 Validation Loss: 0.198144
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.042570267 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18807207
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.12024851 ---Validation accuracy:--- 0.9312 Validation Loss: 0.243746
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.062253095 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19926034
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.059899006 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19358033
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.13692285 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20580673
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.15148935 ---Validation accuracy:--- 0.945 Validation Loss: 0.21535225
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12423506 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24473874
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07106097 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20891424
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12068305 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19551545
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.1330884 ---Validation accuracy:--- 0.9446 Validation Loss: 0.2013047
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.092767045 ---Validation accuracy:--- 0.9462 Validation Loss: 0.20675427
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.21334913 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20628881
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04473917 ---Validation accuracy:--- 0.947 Validation Loss: 0.20213157
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.2077897 ---Validation accuracy:--- 0.926 Validation Loss: 0.24439058
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10861796 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25060987
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10995034 ---Validation accuracy:--- 0.9318 Validation Loss: 0.23769163
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10991067 ---Validation accuracy:--- 0.938 Validation Loss: 0.2176281
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08532622 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19770885
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.102205046 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22432956
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.059961602 ---Validation accuracy:--- 0.9282 Validation Loss: 0.22823195
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.071355104 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22068496
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.2735089 ---Validation accuracy:--- 0.9088 Validation Loss: 0.28600353
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14593334 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19941676
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.24933533 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25994512
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08740097 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18883274
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.18430439 ---Validation accuracy:--- 0.947 Validation Loss: 0.1846971
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.050856918 ---Validation accuracy:--- 0.949 Validation Loss: 0.18430012
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04669128 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20164418
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.059605747 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20079853
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16043669 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19832562
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.13059765 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22507983
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.046014406 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21138765
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09776728 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19985874
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.09361001 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19672209
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.22457223 ---Validation accuracy:--- 0.947 Validation Loss: 0.19743584
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08246045 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19475408
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.078864165 ---Validation accuracy:--- 0.943 Validation Loss: 0.21614037
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11938105 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19583708
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13395423 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19211346
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.076760225 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19921272
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.049962435 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19599126
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14841251 ---Validation accuracy:--- 0.943 Validation Loss: 0.20161144
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05849631 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19064242
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08921382 ---Validation accuracy:--- 0.948 Validation Loss: 0.19081052
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08310905 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19670701
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.2300999 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19617307
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.050267935 ---Validation accuracy:--- 0.946 Validation Loss: 0.19186936
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.20459992 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19772983
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10572641 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19557536
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14634934 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23161185
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.2581407 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20898372
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.15458193 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20471188
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.23049463 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21979013
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.10122366 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20841394
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06579059 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20643413
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12149519 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20575662
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.22407274 ---Validation accuracy:--- 0.9406 Validation Loss: 0.23354119
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09993258 ---Validation accuracy:--- 0.946 Validation Loss: 0.20317878
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12548794 ---Validation accuracy:--- 0.9462 Validation Loss: 0.20353371
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12255689 ---Validation accuracy:--- 0.9444 Validation Loss: 0.2053218
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.113911875 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20622872
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.058032796 ---Validation accuracy:--- 0.9462 Validation Loss: 0.2121842
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10467741 ---Validation accuracy:--- 0.95 Validation Loss: 0.19370691
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13271795 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19944361
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.06463212 ---Validation accuracy:--- 0.947 Validation Loss: 0.19643784
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.09976843 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19969015
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09617136 ---Validation accuracy:--- 0.945 Validation Loss: 0.20228794
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.035733767 ---Validation accuracy:--- 0.947 Validation Loss: 0.19514947
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.12635268 ---Validation accuracy:--- 0.939 Validation Loss: 0.22549543
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.02928468 ---Validation accuracy:--- 0.9434 Validation Loss: 0.21455945
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.031318568 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20152423
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.073508814 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19590533
Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.29456162 ---Validation accuracy:--- 0.9288 Validation Loss: 0.25749487
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.10575759 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21535172
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.18146297 ---Validation accuracy:--- 0.948 Validation Loss: 0.19669995
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.16813393 ---Validation accuracy:--- 0.945 Validation Loss: 0.19805227
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.028944254 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20348507
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.056338124 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19773696
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06505302 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19295427
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.1913016 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20950554
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04643032 ---Validation accuracy:--- 0.944 Validation Loss: 0.20552789
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.14275402 ---Validation accuracy:--- 0.943 Validation Loss: 0.21063757
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.109523535 ---Validation accuracy:--- 0.9318 Validation Loss: 0.23502734
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.018728316 ---Validation accuracy:--- 0.9442 Validation Loss: 0.2014944
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.1170092 ---Validation accuracy:--- 0.9402 Validation Loss: 0.2171154
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07491078 ---Validation accuracy:--- 0.948 Validation Loss: 0.19029981
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.15159434 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19160503
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.04795934 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20231242
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.118294805 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20520127
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.046793755 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19247718
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.14892301 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19449891
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06273751 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20563443
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07453785 ---Validation accuracy:--- 0.9448 Validation Loss: 0.2026581
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.24447769 ---Validation accuracy:--- 0.922 Validation Loss: 0.26861364
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1086479 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20940432
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17777619 ---Validation accuracy:--- 0.9462 Validation Loss: 0.20264107
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0754153 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19227211
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.050916437 ---Validation accuracy:--- 0.942 Validation Loss: 0.20240888
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.3456108 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21174943
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04382152 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19490492
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.084799096 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21015361
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05785489 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19439387
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08892872 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2087122
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.100015014 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21728538
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13036932 ---Validation accuracy:--- 0.9468 Validation Loss: 0.20233649
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.1747576 ---Validation accuracy:--- 0.9412 Validation Loss: 0.22812486
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.062426995 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20621787
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08146438 ---Validation accuracy:--- 0.936 Validation Loss: 0.23957632
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.1566755 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20684917
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.113879785 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21954843
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.08052963 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1935188
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0780858 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20465995
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09079293 ---Validation accuracy:--- 0.945 Validation Loss: 0.20090535
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.11959603 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19512193
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10766295 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19727322
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09336578 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19384068
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05685192 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19826834
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.079425655 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19299878
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13219817 ---Validation accuracy:--- 0.9314 Validation Loss: 0.23349503
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.0822852 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20065957
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10985806 ---Validation accuracy:--- 0.9458 Validation Loss: 0.1954858
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11670552 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19179788
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11221882 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18481137
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.2140503 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19302554
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07040425 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18781379
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08722973 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18910503
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07277358 ---Validation accuracy:--- 0.948 Validation Loss: 0.1925769
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11264618 ---Validation accuracy:--- 0.945 Validation Loss: 0.20259246
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12033105 ---Validation accuracy:--- 0.9454 Validation Loss: 0.2044954
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06549335 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19623612
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.15916303 ---Validation accuracy:--- 0.9236 Validation Loss: 0.27384138
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.2025322 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20361952
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.068983465 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18784878
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.15475954 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20527095
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.039556246 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1934577
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.24734527 ---Validation accuracy:--- 0.946 Validation Loss: 0.19644909
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04833478 ---Validation accuracy:--- 0.9496 Validation Loss: 0.183928
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.069758765 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19195177
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13162884 ---Validation accuracy:--- 0.945 Validation Loss: 0.19803502
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.21156059 ---Validation accuracy:--- 0.9394 Validation Loss: 0.2367904
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.083557546 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18422168
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.1801807 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2575051
Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.28685412 ---Validation accuracy:--- 0.8974 Validation Loss: 0.3324663
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1347818 ---Validation accuracy:--- 0.937 Validation Loss: 0.22532173
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10162731 ---Validation accuracy:--- 0.948 Validation Loss: 0.20122439
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11047272 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21711291
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.08644253 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19666715
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.13812277 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19883822
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.12580751 ---Validation accuracy:--- 0.947 Validation Loss: 0.19541548
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.2126825 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18753831
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.18321556 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20179524
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.13792555 ---Validation accuracy:--- 0.943 Validation Loss: 0.20229682
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13413005 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20234394
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11024376 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19398564
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.10314154 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19392468
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.055718366 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20342727
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.069682695 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19199625
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13675588 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20571417
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11020297 ---Validation accuracy:--- 0.942 Validation Loss: 0.20714614
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.17720734 ---Validation accuracy:--- 0.9384 Validation Loss: 0.23114736
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13219327 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21067335
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06919158 ---Validation accuracy:--- 0.943 Validation Loss: 0.20937324
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08797427 ---Validation accuracy:--- 0.9436 Validation Loss: 0.21126953
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.06976651 ---Validation accuracy:--- 0.945 Validation Loss: 0.19852239
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08868328 ---Validation accuracy:--- 0.945 Validation Loss: 0.1964395
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12464432 ---Validation accuracy:--- 0.945 Validation Loss: 0.2024436
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16335474 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18296649
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0695631 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18262012
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.086150855 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19849478
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1255675 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20325427
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08067827 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19823256
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06962721 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19217895
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.1111409 ---Validation accuracy:--- 0.9434 Validation Loss: 0.1981585
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08797696 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18949328
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09905358 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20910037
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.16359226 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2510084
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05910536 ---Validation accuracy:--- 0.927 Validation Loss: 0.26689073
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.071021006 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21163557
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.15173817 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20205343
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05905974 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20802365
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.22621687 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20580618
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06898174 ---Validation accuracy:--- 0.944 Validation Loss: 0.20505805
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.048538 ---Validation accuracy:--- 0.9428 Validation Loss: 0.2071275
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08614716 ---Validation accuracy:--- 0.942 Validation Loss: 0.20769961
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.2511482 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20623708
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.18211207 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19130462
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.052820597 ---Validation accuracy:--- 0.944 Validation Loss: 0.19224302
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11469023 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21532874
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.14152229 ---Validation accuracy:--- 0.948 Validation Loss: 0.19157045
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.18916547 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20426975
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07226619 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20920561
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.13331255 ---Validation accuracy:--- 0.948 Validation Loss: 0.19258985
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1309674 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19651695
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13430093 ---Validation accuracy:--- 0.9494 Validation Loss: 0.19188215
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11792125 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19215211
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.13678771 ---Validation accuracy:--- 0.944 Validation Loss: 0.20996511
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.040798992 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21018179
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.094637096 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20866938
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11339049 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20411488
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06632203 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20388663
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.065409094 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20760259
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09413756 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21887837
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08152543 ---Validation accuracy:--- 0.943 Validation Loss: 0.21526787
Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.25525388 ---Validation accuracy:--- 0.887 Validation Loss: 0.4176483
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11614091 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2762784
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.12407711 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19289602
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.16682613 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1971039
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.071986176 ---Validation accuracy:--- 0.9402 Validation Loss: 0.20906503
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.27714127 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20288634
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.09247164 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19618426
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.041808337 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19517013
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05445117 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21684639
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08806352 ---Validation accuracy:--- 0.947 Validation Loss: 0.20854475
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.065207265 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19997032
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.039789286 ---Validation accuracy:--- 0.9436 Validation Loss: 0.2044726
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.064235106 ---Validation accuracy:--- 0.9382 Validation Loss: 0.23229077
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07896408 ---Validation accuracy:--- 0.9458 Validation Loss: 0.2022111
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.10570341 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20191716
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.21721531 ---Validation accuracy:--- 0.935 Validation Loss: 0.23893662
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08890527 ---Validation accuracy:--- 0.9434 Validation Loss: 0.21793443
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0742512 ---Validation accuracy:--- 0.944 Validation Loss: 0.20611244
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.06660685 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21877065
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.079761855 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18561548
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.16902582 ---Validation accuracy:--- 0.947 Validation Loss: 0.19283721
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12762354 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22292134
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.052638926 ---Validation accuracy:--- 0.9216 Validation Loss: 0.28418633
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.16068983 ---Validation accuracy:--- 0.9324 Validation Loss: 0.24850471
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08358284 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21239597
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06564594 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18918273
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.094543554 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18153426
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09168573 ---Validation accuracy:--- 0.9438 Validation Loss: 0.21148334
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0778059 ---Validation accuracy:--- 0.947 Validation Loss: 0.19107944
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.032399416 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18874101
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0764496 ---Validation accuracy:--- 0.9526 Validation Loss: 0.18096592
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03349536 ---Validation accuracy:--- 0.9516 Validation Loss: 0.18228367
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.047828306 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18639398
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.068293065 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18431972
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03168478 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1940913
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.049335424 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18507245
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.11625297 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19599496
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.061183695 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20890865
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14919958 ---Validation accuracy:--- 0.942 Validation Loss: 0.21063979
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.09488606 ---Validation accuracy:--- 0.9386 Validation Loss: 0.25177553
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05859145 ---Validation accuracy:--- 0.9492 Validation Loss: 0.19161001
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.044093695 ---Validation accuracy:--- 0.9472 Validation Loss: 0.20024683
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.18646881 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18881078
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06777886 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18836641
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.18332797 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19700438
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09770275 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18679968
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.101014405 ---Validation accuracy:--- 0.946 Validation Loss: 0.19278659
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08302883 ---Validation accuracy:--- 0.949 Validation Loss: 0.1876668
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09299039 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18930611
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.16275717 ---Validation accuracy:--- 0.945 Validation Loss: 0.19614786
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.116514415 ---Validation accuracy:--- 0.944 Validation Loss: 0.2000616
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.075696 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18892062
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.23238207 ---Validation accuracy:--- 0.944 Validation Loss: 0.20716326
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.124460794 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19568399
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.075674266 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19083747
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.2048251 ---Validation accuracy:--- 0.9466 Validation Loss: 0.20285077
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03746425 ---Validation accuracy:--- 0.9466 Validation Loss: 0.20077102
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07480873 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19823366
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.056407686 ---Validation accuracy:--- 0.947 Validation Loss: 0.19446892
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.16513143 ---Validation accuracy:--- 0.9462 Validation Loss: 0.1996012
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.08089188 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18739383
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.077842526 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21214175
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.038126584 ---Validation accuracy:--- 0.947 Validation Loss: 0.1925123
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09179389 ---Validation accuracy:--- 0.945 Validation Loss: 0.19681674
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.08374392 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1951206
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08288533 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18872182
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1643998 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19862956
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.14073145 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19573586
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07031378 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18881714
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.15179247 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19598667
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04218135 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20271592
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.030057225 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20601816
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.19892132 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20521377
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.120831795 ---Validation accuracy:--- 0.944 Validation Loss: 0.19656114
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07902092 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20076826
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12541004 ---Validation accuracy:--- 0.9372 Validation Loss: 0.22355258
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.22665635 ---Validation accuracy:--- 0.9306 Validation Loss: 0.23800205
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08781549 ---Validation accuracy:--- 0.9418 Validation Loss: 0.221384
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.19964285 ---Validation accuracy:--- 0.9346 Validation Loss: 0.22372872
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06333035 ---Validation accuracy:--- 0.94 Validation Loss: 0.21721953
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.06891991 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19579689
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.12466311 ---Validation accuracy:--- 0.9436 Validation Loss: 0.22109023
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14227635 ---Validation accuracy:--- 0.9434 Validation Loss: 0.21193047
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.060972072 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19555657
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.111142576 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19398634
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.107322864 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18924405
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.20170571 ---Validation accuracy:--- 0.93 Validation Loss: 0.25026965
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10843996 ---Validation accuracy:--- 0.9476 Validation Loss: 0.1963107
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.072143905 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19395247
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.053140186 ---Validation accuracy:--- 0.949 Validation Loss: 0.19066863
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.072529495 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18939734
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11427712 ---Validation accuracy:--- 0.95 Validation Loss: 0.19241345
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04192024 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18871121
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.04873955 ---Validation accuracy:--- 0.9496 Validation Loss: 0.19163784
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.11998835 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20431925
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13365346 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20278516
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14637372 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19885203
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.042117413 ---Validation accuracy:--- 0.95 Validation Loss: 0.18771298
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10497108 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22227156
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.16133209 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19250506
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.04569784 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18933403
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.023050727 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1878701
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08282164 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19743162
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09819745 ---Validation accuracy:--- 0.9476 Validation Loss: 0.1856801
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07017244 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1831904
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1440457 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1960073
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.08749002 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20223401
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06276653 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1841552
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.122742325 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20047876
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09343604 ---Validation accuracy:--- 0.946 Validation Loss: 0.20000118
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1347031 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19414492
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.12175686 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19648601
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.033919737 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19720519
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05741169 ---Validation accuracy:--- 0.934 Validation Loss: 0.2228179
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1461535 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23584245
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.053119745 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19526088
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.08133947 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20041655
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.20632997 ---Validation accuracy:--- 0.9472 Validation Loss: 0.197166
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.049039546 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20825964
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.11569414 ---Validation accuracy:--- 0.946 Validation Loss: 0.1981609
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.058703642 ---Validation accuracy:--- 0.9466 Validation Loss: 0.1935065
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08219722 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20159163
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.062224627 ---Validation accuracy:--- 0.9466 Validation Loss: 0.20121327
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15850195 ---Validation accuracy:--- 0.946 Validation Loss: 0.19533609
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.075689815 ---Validation accuracy:--- 0.947 Validation Loss: 0.19679038
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.038915463 ---Validation accuracy:--- 0.9504 Validation Loss: 0.19009627
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.078227445 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18938425
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.096257105 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1990938
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028391896 ---Validation accuracy:--- 0.9492 Validation Loss: 0.19767949
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06097002 ---Validation accuracy:--- 0.9448 Validation Loss: 0.21079436
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.067909345 ---Validation accuracy:--- 0.9474 Validation Loss: 0.20012262
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14294274 ---Validation accuracy:--- 0.9468 Validation Loss: 0.20048264
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.120850295 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20939633
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.067947865 ---Validation accuracy:--- 0.9478 Validation Loss: 0.20106156
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1450597 ---Validation accuracy:--- 0.9466 Validation Loss: 0.20632377
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10674307 ---Validation accuracy:--- 0.9478 Validation Loss: 0.20088167
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.025078163 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19733226
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.021915708 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19934744
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05508581 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19472632
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08148211 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18858494
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15754992 ---Validation accuracy:--- 0.9382 Validation Loss: 0.23641309
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05458562 ---Validation accuracy:--- 0.9512 Validation Loss: 0.18906988
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15279284 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18685189
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.21483248 ---Validation accuracy:--- 0.9474 Validation Loss: 0.2049178
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12761027 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1837454
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.14386418 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18354248
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15543278 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19536097
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.20724455 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20240077
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.078181185 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20261507
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07957442 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19458228
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07613294 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18378434
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.089506045 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19421555
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05852642 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19703826
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14198731 ---Validation accuracy:--- 0.9356 Validation Loss: 0.21833703
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08810039 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18965435
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.2586696 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19593215
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10657811 ---Validation accuracy:--- 0.948 Validation Loss: 0.18297549
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.04707984 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1804022
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.062402844 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19046906
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.16025284 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18777764
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.18280572 ---Validation accuracy:--- 0.945 Validation Loss: 0.201178
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.102007754 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19595501
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.061601244 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19337744
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.13935027 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19405028
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.17402433 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22544448
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13483779 ---Validation accuracy:--- 0.948 Validation Loss: 0.1862925
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.1724498 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20561802
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.051870123 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19458699
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.04770925 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18607527
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11191782 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19026849
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.081370585 ---Validation accuracy:--- 0.9442 Validation Loss: 0.1914435
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.18321066 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18949118
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.121994026 ---Validation accuracy:--- 0.9472 Validation Loss: 0.1845813
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15653858 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20432197
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06980313 ---Validation accuracy:--- 0.9486 Validation Loss: 0.19078362
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15146683 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19270049
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.15899087 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20240234
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1705542 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19190496
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.074209884 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18533704
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.13344507 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19320852
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.036089577 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18486658
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04869337 ---Validation accuracy:--- 0.948 Validation Loss: 0.1832369
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09552105 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18950957
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12944643 ---Validation accuracy:--- 0.9448 Validation Loss: 0.189703
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.15907592 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18274347
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0863589 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18579242
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15048876 ---Validation accuracy:--- 0.9502 Validation Loss: 0.19002853
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.16123848 ---Validation accuracy:--- 0.947 Validation Loss: 0.19544199
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.23648117 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26159295
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.039247576 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1857739
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11981435 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18228301
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.087291524 ---Validation accuracy:--- 0.9466 Validation Loss: 0.20914462
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.115718864 ---Validation accuracy:--- 0.95 Validation Loss: 0.19120617
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10512046 ---Validation accuracy:--- 0.951 Validation Loss: 0.17747508
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06534613 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17508306
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.100677684 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17780659
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.043061957 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20156826
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08994696 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19095597
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07643127 ---Validation accuracy:--- 0.9486 Validation Loss: 0.19399619
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.040332202 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1926841
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05404658 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18688314
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1235299 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19191645
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.10199574 ---Validation accuracy:--- 0.9418 Validation Loss: 0.22139639
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.20646286 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1928508
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12619317 ---Validation accuracy:--- 0.9476 Validation Loss: 0.194805
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11934036 ---Validation accuracy:--- 0.942 Validation Loss: 0.20722988
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.096194334 ---Validation accuracy:--- 0.946 Validation Loss: 0.19745275
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.029228585 ---Validation accuracy:--- 0.9406 Validation Loss: 0.22046591
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02485178 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1935426
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07814548 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19352224
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.09874745 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21161397
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.11815557 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19273582
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06531112 ---Validation accuracy:--- 0.942 Validation Loss: 0.21811992
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.2189208 ---Validation accuracy:--- 0.949 Validation Loss: 0.18710548
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.13392952 ---Validation accuracy:--- 0.949 Validation Loss: 0.1863245
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09769928 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23103316
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.13682345 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18508609
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.16034302 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19324562
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10428159 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18298653
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08071829 ---Validation accuracy:--- 0.95 Validation Loss: 0.18523535
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.15769927 ---Validation accuracy:--- 0.949 Validation Loss: 0.18479641
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14906006 ---Validation accuracy:--- 0.949 Validation Loss: 0.19871174
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12087772 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18956645
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13767265 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18246709
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.055890538 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1838967
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.17623124 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18942542
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0931921 ---Validation accuracy:--- 0.9502 Validation Loss: 0.1838799
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.079243705 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19375105
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.037485167 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18086134
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11070639 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18720709
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1237358 ---Validation accuracy:--- 0.947 Validation Loss: 0.20178832
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10903427 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19391519
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11389011 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19588166
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.037251018 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19083644
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09287408 ---Validation accuracy:--- 0.945 Validation Loss: 0.20167163
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.0998347 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19675635
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07775681 ---Validation accuracy:--- 0.9492 Validation Loss: 0.19016266
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.2026961 ---Validation accuracy:--- 0.943 Validation Loss: 0.19841643
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.31756833 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22873893
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.119884774 ---Validation accuracy:--- 0.9466 Validation Loss: 0.1998322
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.042280458 ---Validation accuracy:--- 0.948 Validation Loss: 0.1919713
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05639019 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19879848
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.073519565 ---Validation accuracy:--- 0.9408 Validation Loss: 0.2222105
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09060463 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1864325
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.027518649 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18584038
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.2272272 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20569424
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.04434398 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19635554
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03867502 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1970258
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10138592 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18723632
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11674309 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19803706
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.089001216 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19822858
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.043190245 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19668844
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11637789 ---Validation accuracy:--- 0.9202 Validation Loss: 0.28943643
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.09874668 ---Validation accuracy:--- 0.9434 Validation Loss: 0.22356194
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14043184 ---Validation accuracy:--- 0.9374 Validation Loss: 0.23564446
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05075346 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20008025
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.033594977 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20686783
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.17256798 ---Validation accuracy:--- 0.9448 Validation Loss: 0.21011436
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.105123274 ---Validation accuracy:--- 0.941 Validation Loss: 0.21695375
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05955391 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20815133
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10960636 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1982838
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.090837866 ---Validation accuracy:--- 0.945 Validation Loss: 0.20651911
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1415812 ---Validation accuracy:--- 0.9472 Validation Loss: 0.1925858
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04933372 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1911583
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.075451896 ---Validation accuracy:--- 0.949 Validation Loss: 0.19292647
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15802266 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19920258
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1090328 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19488089
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09691258 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19750407
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09080302 ---Validation accuracy:--- 0.942 Validation Loss: 0.21023284
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07937218 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19470625
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06915405 ---Validation accuracy:--- 0.9498 Validation Loss: 0.1838428
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07571335 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20852847
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12242849 ---Validation accuracy:--- 0.949 Validation Loss: 0.1902643
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.16940491 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19406442
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14118092 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18904583
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13904876 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1968027
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.100535125 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18631276
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1001843 ---Validation accuracy:--- 0.9438 Validation Loss: 0.2027538
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06865257 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19697298
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09532015 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20415525
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04733592 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20060861
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08851715 ---Validation accuracy:--- 0.9366 Validation Loss: 0.21592505
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.2691432 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20300718
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.20984921 ---Validation accuracy:--- 0.9478 Validation Loss: 0.190496
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.09977648 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19754112
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06655342 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19760256
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10038664 ---Validation accuracy:--- 0.949 Validation Loss: 0.19824448
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08888092 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21572578
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.070187725 ---Validation accuracy:--- 0.9418 Validation Loss: 0.22204751
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12253282 ---Validation accuracy:--- 0.9472 Validation Loss: 0.20632981
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06054093 ---Validation accuracy:--- 0.9456 Validation Loss: 0.21465872
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07276411 ---Validation accuracy:--- 0.9344 Validation Loss: 0.24769697
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.20064965 ---Validation accuracy:--- 0.945 Validation Loss: 0.2011017
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.059601855 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20195848
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.104021005 ---Validation accuracy:--- 0.948 Validation Loss: 0.19295187
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.05838641 ---Validation accuracy:--- 0.9416 Validation Loss: 0.2070917
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.14474446 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21212578
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.15031563 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19772285
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10866505 ---Validation accuracy:--- 0.947 Validation Loss: 0.20229495
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08817492 ---Validation accuracy:--- 0.9466 Validation Loss: 0.1955251
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10839064 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20304766
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.077474155 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18798335
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09201122 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19909544
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07761336 ---Validation accuracy:--- 0.943 Validation Loss: 0.19722036
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.085292205 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19733025
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06732542 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19288364
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1109132 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18993165
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.079070695 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20960948
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.043233365 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19848815
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10049516 ---Validation accuracy:--- 0.9476 Validation Loss: 0.1871287
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.086216934 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20643581
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.079684265 ---Validation accuracy:--- 0.9462 Validation Loss: 0.21940413
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.07387351 ---Validation accuracy:--- 0.9492 Validation Loss: 0.20566909
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07403697 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1973381
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0819336 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1998733
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.052564807 ---Validation accuracy:--- 0.947 Validation Loss: 0.1949397
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.022050664 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19270986
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.19480775 ---Validation accuracy:--- 0.945 Validation Loss: 0.20320661
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07216229 ---Validation accuracy:--- 0.9492 Validation Loss: 0.19099951
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1333347 ---Validation accuracy:--- 0.948 Validation Loss: 0.19604903
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11408175 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19287717
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.099865586 ---Validation accuracy:--- 0.9466 Validation Loss: 0.1964125
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12860297 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19487818
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.0796154 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1843922
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05644878 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18484256
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.10798912 ---Validation accuracy:--- 0.947 Validation Loss: 0.19897686
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07570361 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19325374
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12927796 ---Validation accuracy:--- 0.9416 Validation Loss: 0.22143862
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.061870612 ---Validation accuracy:--- 0.9476 Validation Loss: 0.20011614
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06011576 ---Validation accuracy:--- 0.947 Validation Loss: 0.19840987
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.16881695 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19246823
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08992758 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20539702
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07094732 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1957292
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07837741 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19526808
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.043485165 ---Validation accuracy:--- 0.9422 Validation Loss: 0.22334145
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07133615 ---Validation accuracy:--- 0.893 Validation Loss: 0.39909384
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1422953 ---Validation accuracy:--- 0.9394 Validation Loss: 0.22071074
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13845646 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20454551
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08952175 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18916498
Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.28703073 ---Validation accuracy:--- 0.9292 Validation Loss: 0.2489712
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.16773999 ---Validation accuracy:--- 0.945 Validation Loss: 0.2032279
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.036376957 ---Validation accuracy:--- 0.942 Validation Loss: 0.20980391
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.046543133 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20013195
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.101358354 ---Validation accuracy:--- 0.9396 Validation Loss: 0.20596279
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10213071 ---Validation accuracy:--- 0.9438 Validation Loss: 0.2039935
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.040973846 ---Validation accuracy:--- 0.947 Validation Loss: 0.19527395
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.032853343 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19730254
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.20517746 ---Validation accuracy:--- 0.9384 Validation Loss: 0.24205029
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.04079746 ---Validation accuracy:--- 0.947 Validation Loss: 0.20296486
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.052766763 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19745973
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0986559 ---Validation accuracy:--- 0.9414 Validation Loss: 0.2201959
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10750324 ---Validation accuracy:--- 0.9224 Validation Loss: 0.2600543
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08141246 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21784922
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.09427061 ---Validation accuracy:--- 0.9446 Validation Loss: 0.2062212
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.13676277 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21561377
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08702251 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19715571
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12960379 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18952537
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.061779413 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1879085
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.095576115 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19397861
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.134017 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21111396
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.18394606 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21085796
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.0826675 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20672888
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07779132 ---Validation accuracy:--- 0.945 Validation Loss: 0.20236348
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.062227 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20319
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13709511 ---Validation accuracy:--- 0.942 Validation Loss: 0.21237753
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08732624 ---Validation accuracy:--- 0.945 Validation Loss: 0.20669067
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05303619 ---Validation accuracy:--- 0.946 Validation Loss: 0.20546375
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.102550566 ---Validation accuracy:--- 0.944 Validation Loss: 0.21176387
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.18797836 ---Validation accuracy:--- 0.95 Validation Loss: 0.19372827
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.033203408 ---Validation accuracy:--- 0.946 Validation Loss: 0.20536402
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10047596 ---Validation accuracy:--- 0.942 Validation Loss: 0.21968056
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11219797 ---Validation accuracy:--- 0.9406 Validation Loss: 0.22383557
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.16288242 ---Validation accuracy:--- 0.945 Validation Loss: 0.21333012
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08796978 ---Validation accuracy:--- 0.948 Validation Loss: 0.20566924
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.069279045 ---Validation accuracy:--- 0.9462 Validation Loss: 0.21717763
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.22292751 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21485044
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.057427388 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20465711
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06564806 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19663078
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09304933 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20613919
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11781097 ---Validation accuracy:--- 0.944 Validation Loss: 0.21005118
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.044378616 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19086397
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0657295 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20263952
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.058700573 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1906991
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.103110574 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19691755
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.097291775 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20231396
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.105328485 ---Validation accuracy:--- 0.9466 Validation Loss: 0.20277572
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.058544215 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21663786
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0972058 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21582621
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.18915887 ---Validation accuracy:--- 0.9456 Validation Loss: 0.1998874
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.086062 ---Validation accuracy:--- 0.9434 Validation Loss: 0.1987334
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.14348134 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19873317
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05836586 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19969183
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.056728758 ---Validation accuracy:--- 0.949 Validation Loss: 0.18650477
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03195996 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18192197
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07814929 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1873991
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07368141 ---Validation accuracy:--- 0.9482 Validation Loss: 0.2008384
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05184763 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20628701
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05110427 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18665047
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.044955276 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18929963
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.075335786 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20975193
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02662662 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19100726
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.022683542 ---Validation accuracy:--- 0.9486 Validation Loss: 0.19201368
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.175705 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20979536
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10511534 ---Validation accuracy:--- 0.94 Validation Loss: 0.22577144
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.058641285 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22135542
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.07482234 ---Validation accuracy:--- 0.9416 Validation Loss: 0.2095712
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.095469035 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2128679
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.0918857 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20811458
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.051178142 ---Validation accuracy:--- 0.948 Validation Loss: 0.19718023
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.093361 ---Validation accuracy:--- 0.947 Validation Loss: 0.19653223
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.20831324 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23900288
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07283646 ---Validation accuracy:--- 0.948 Validation Loss: 0.1980471
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.1135302 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20074989
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.17294201 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18644907
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11044609 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19772431
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.0710246 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18751022
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12296185 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18537879
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.20203727 ---Validation accuracy:--- 0.9406 Validation Loss: 0.212295
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.15927036 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19180197
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.122064054 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18158542
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.081540406 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19748262
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.035451725 ---Validation accuracy:--- 0.9438 Validation Loss: 0.21380484
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1451842 ---Validation accuracy:--- 0.9412 Validation Loss: 0.22758724
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.17280634 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20559719
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07424613 ---Validation accuracy:--- 0.947 Validation Loss: 0.19324408
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.093032226 ---Validation accuracy:--- 0.946 Validation Loss: 0.19447444
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.054109287 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18887474
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.121880606 ---Validation accuracy:--- 0.9426 Validation Loss: 0.1987201
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.16005544 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19406115
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.19995125 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21664566
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.036326718 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19737822
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.105852604 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18466143
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.117085226 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18520886
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.059951752 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18781932
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.0992166 ---Validation accuracy:--- 0.9498 Validation Loss: 0.1922222
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.124266386 ---Validation accuracy:--- 0.947 Validation Loss: 0.19312873
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.056946155 ---Validation accuracy:--- 0.9446 Validation Loss: 0.2087417
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.059077214 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19597654
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0475765 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19490004
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.14043358 ---Validation accuracy:--- 0.9344 Validation Loss: 0.22968909
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08907096 ---Validation accuracy:--- 0.9414 Validation Loss: 0.22182898
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.16816726 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21979663
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11195695 ---Validation accuracy:--- 0.943 Validation Loss: 0.22038667
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.23901816 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21806616
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.19730386 ---Validation accuracy:--- 0.938 Validation Loss: 0.21903491
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.065201804 ---Validation accuracy:--- 0.946 Validation Loss: 0.19540654
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14398772 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19508153
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1236594 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18913122
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04157322 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18622635
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11255098 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18619804
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.022413269 ---Validation accuracy:--- 0.946 Validation Loss: 0.18861331
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.043102004 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19817121
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.035969228 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21482627
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.19982024 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22494121
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.043918017 ---Validation accuracy:--- 0.9338 Validation Loss: 0.23621045
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.049603768 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21304284
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.17092294 ---Validation accuracy:--- 0.9398 Validation Loss: 0.23077255
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.22264247 ---Validation accuracy:--- 0.9368 Validation Loss: 0.2484753
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.1431784 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22065544
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1330386 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19557177
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14029369 ---Validation accuracy:--- 0.9464 Validation Loss: 0.20235872
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0907844 ---Validation accuracy:--- 0.947 Validation Loss: 0.19402897
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.059406973 ---Validation accuracy:--- 0.945 Validation Loss: 0.20192188
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.123050995 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22501218
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.16967304 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20194444
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.075222604 ---Validation accuracy:--- 0.9472 Validation Loss: 0.1931575
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.113197125 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19079958
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.068779945 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20318803
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.074319795 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19205327
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.062997274 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19201975
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.09078827 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19311933
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.06122339 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19812767
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0651565 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19732043
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1272974 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1987269
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.17795962 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19278157
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12937841 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19839595
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.090079345 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23209395
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10600667 ---Validation accuracy:--- 0.9406 Validation Loss: 0.22077061
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05947036 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19230415
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13885115 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22623545
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09412745 ---Validation accuracy:--- 0.947 Validation Loss: 0.20106196
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05543091 ---Validation accuracy:--- 0.945 Validation Loss: 0.2014504
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09256182 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20632932
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03088044 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20144807
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.091242 ---Validation accuracy:--- 0.9382 Validation Loss: 0.24312104
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.19263922 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21558443
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.1527699 ---Validation accuracy:--- 0.9458 Validation Loss: 0.2035028
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09402582 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19760554
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.057276793 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19719851
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.04842769 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19961004
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08946678 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20735464
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.113158435 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19597825
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.027368326 ---Validation accuracy:--- 0.948 Validation Loss: 0.19437109
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.029830743 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1980161
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.042908255 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22148935
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.10635328 ---Validation accuracy:--- 0.945 Validation Loss: 0.22638206
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13241853 ---Validation accuracy:--- 0.9462 Validation Loss: 0.21051697
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.059870027 ---Validation accuracy:--- 0.9472 Validation Loss: 0.20707607
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.085315466 ---Validation accuracy:--- 0.944 Validation Loss: 0.2135066
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.042328063 ---Validation accuracy:--- 0.9362 Validation Loss: 0.24205855
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08664881 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22132675
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12763838 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22058247
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.068737745 ---Validation accuracy:--- 0.9418 Validation Loss: 0.22876245
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.14985491 ---Validation accuracy:--- 0.9236 Validation Loss: 0.27779576
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.17160381 ---Validation accuracy:--- 0.9434 Validation Loss: 0.21158989
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.18104051 ---Validation accuracy:--- 0.9462 Validation Loss: 0.20320565
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12708902 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19852509
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.16002214 ---Validation accuracy:--- 0.9436 Validation Loss: 0.21089233
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.082559735 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19190788
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.063637264 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19462408
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11252958 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19232665
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10293188 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20884763
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10041595 ---Validation accuracy:--- 0.941 Validation Loss: 0.22001475
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14138798 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19482605
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.074461006 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19712996
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.1985838 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19377616
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08089349 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18688312
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.16937761 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23848762
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10314293 ---Validation accuracy:--- 0.943 Validation Loss: 0.19097419
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.021077376 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1857447
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14102226 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18780762
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019145183 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1907589
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.06892151 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20669693
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.23279433 ---Validation accuracy:--- 0.8944 Validation Loss: 0.33386537
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09662311 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22781788
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.052736778 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20553543
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07794919 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20994663
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.064149946 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20770286
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0248635 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20499478
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.14460492 ---Validation accuracy:--- 0.944 Validation Loss: 0.2048214
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08713924 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19370165
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.082813114 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21214366
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.092129916 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19090186
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.10406021 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19253467
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.13003206 ---Validation accuracy:--- 0.9396 Validation Loss: 0.2100428
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.055264886 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19407712
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.09405619 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19192971
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.09624009 ---Validation accuracy:--- 0.9384 Validation Loss: 0.219389
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.13487044 ---Validation accuracy:--- 0.947 Validation Loss: 0.19286163
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05634577 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20422749
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.10157384 ---Validation accuracy:--- 0.9402 Validation Loss: 0.23029207
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.06250777 ---Validation accuracy:--- 0.9482 Validation Loss: 0.20263784
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11136156 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18717062
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.065778516 ---Validation accuracy:--- 0.948 Validation Loss: 0.196741
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.055348016 ---Validation accuracy:--- 0.949 Validation Loss: 0.19088481
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.1486459 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1902662
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12064243 ---Validation accuracy:--- 0.948 Validation Loss: 0.18910134
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.11892728 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19838792
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.09884958 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19093828
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11683014 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1887115
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.12936434 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18234493
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0750779 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18256322
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.14641447 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18737006
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1090015 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18032725
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.13645029 ---Validation accuracy:--- 0.9278 Validation Loss: 0.26683646
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.084557645 ---Validation accuracy:--- 0.943 Validation Loss: 0.21576284
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.045869555 ---Validation accuracy:--- 0.9456 Validation Loss: 0.21123622
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.081505336 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19890535
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05559101 ---Validation accuracy:--- 0.9462 Validation Loss: 0.20099838
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12564787 ---Validation accuracy:--- 0.9452 Validation Loss: 0.2097113
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04382438 ---Validation accuracy:--- 0.945 Validation Loss: 0.2090581
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.12197397 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19864562
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.12271797 ---Validation accuracy:--- 0.943 Validation Loss: 0.20702285
Epoch: 8 ---Training accuracy:--- 0.94 Training Loss: 0.2109776 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21204899
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.12778777 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20310572
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0584096 ---Validation accuracy:--- 0.945 Validation Loss: 0.19755891
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.11790802 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19856717
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0892997 ---Validation accuracy:--- 0.9266 Validation Loss: 0.27010533
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.16935366 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22963433
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.26779145 ---Validation accuracy:--- 0.9282 Validation Loss: 0.27782086
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06996439 ---Validation accuracy:--- 0.9398 Validation Loss: 0.22596791
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.098773725 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22443824
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.070520066 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19349909
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.13378489 ---Validation accuracy:--- 0.9442 Validation Loss: 0.1982745
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06913865 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19963785
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13868114 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19743438
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.2347504 ---Validation accuracy:--- 0.9348 Validation Loss: 0.22352046
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12182504 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19817981
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05555073 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18959707
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0675216 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18700707
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0801596 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1831413
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09621821 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18832849
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08405768 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19376896
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07001343 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20349194
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1374028 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20297852
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.1223104 ---Validation accuracy:--- 0.9492 Validation Loss: 0.19513372
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06774065 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19449858
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.17253679 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19163
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07706592 ---Validation accuracy:--- 0.9462 Validation Loss: 0.20597173
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.101902016 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19866453
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.11059128 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18872882
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.1836426 ---Validation accuracy:--- 0.9496 Validation Loss: 0.19544591
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.050452426 ---Validation accuracy:--- 0.949 Validation Loss: 0.18730134
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.11582327 ---Validation accuracy:--- 0.948 Validation Loss: 0.18370019
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.085352056 ---Validation accuracy:--- 0.948 Validation Loss: 0.18979391
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.07824667 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18296653
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.045992218 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18848826
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08993759 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18783559
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.050936054 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19160634
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.24063683 ---Validation accuracy:--- 0.9312 Validation Loss: 0.24772798
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09010769 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21796094
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08172126 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20468098
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09479859 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18852818
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.21320051 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18630809
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.06367499 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21097605
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.18938343 ---Validation accuracy:--- 0.943 Validation Loss: 0.2068491
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15516931 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18288533
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13213347 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19928525
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023714118 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19267495
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08596985 ---Validation accuracy:--- 0.9434 Validation Loss: 0.2016234
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07403145 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18154533
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.027864091 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18571854
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.16217111 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18350655
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.2067139 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18422307
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09698163 ---Validation accuracy:--- 0.9516 Validation Loss: 0.18113644
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09355298 ---Validation accuracy:--- 0.95 Validation Loss: 0.18048342
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12545288 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19328137
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.124276035 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17995681
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08284882 ---Validation accuracy:--- 0.949 Validation Loss: 0.18449216
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.20523433 ---Validation accuracy:--- 0.949 Validation Loss: 0.18421498
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.093371384 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1800896
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.15150282 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17968509
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.084691115 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17748675
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.033055086 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18049946
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.1534137 ---Validation accuracy:--- 0.953 Validation Loss: 0.1793827
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05434163 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1815535
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.071088195 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1878427
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04808501 ---Validation accuracy:--- 0.949 Validation Loss: 0.18884316
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.26251972 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21222463
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12831461 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22866783
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08335765 ---Validation accuracy:--- 0.945 Validation Loss: 0.19427952
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.094825834 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18907344
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08281066 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21366535
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08603774 ---Validation accuracy:--- 0.931 Validation Loss: 0.2398718
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.10339094 ---Validation accuracy:--- 0.94 Validation Loss: 0.21140791
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.039400958 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20035799
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.073616356 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2009196
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.20591362 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1842885
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.19042228 ---Validation accuracy:--- 0.9424 Validation Loss: 0.22105393
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12746857 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19111408
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.10931866 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19143745
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13141869 ---Validation accuracy:--- 0.94 Validation Loss: 0.20548457
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.068387486 ---Validation accuracy:--- 0.9378 Validation Loss: 0.22248645
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09437768 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20699514
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.10807367 ---Validation accuracy:--- 0.945 Validation Loss: 0.20018855
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.09827124 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19790092
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.104160994 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1805483
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12548526 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21768174
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.1873154 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20101358
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12933783 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22945796
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.13555609 ---Validation accuracy:--- 0.9368 Validation Loss: 0.2377628
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1368435 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2448521
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12917866 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2580387
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15450694 ---Validation accuracy:--- 0.9428 Validation Loss: 0.2064014
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.09637768 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20044126
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13470276 ---Validation accuracy:--- 0.94 Validation Loss: 0.20857972
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.094077855 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19478728
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10469894 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19308457
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.12750858 ---Validation accuracy:--- 0.9486 Validation Loss: 0.19222134
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12533668 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1894805
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12901652 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19642068
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.1462751 ---Validation accuracy:--- 0.945 Validation Loss: 0.2104036
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08263608 ---Validation accuracy:--- 0.9476 Validation Loss: 0.20128903
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.19104555 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19890225
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.10028784 ---Validation accuracy:--- 0.9442 Validation Loss: 0.21915759
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.17311196 ---Validation accuracy:--- 0.9474 Validation Loss: 0.20891255
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10235281 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18709579
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.13184576 ---Validation accuracy:--- 0.95 Validation Loss: 0.18694113
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06583976 ---Validation accuracy:--- 0.9418 Validation Loss: 0.22340627
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.1333888 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21558642
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09481612 ---Validation accuracy:--- 0.94 Validation Loss: 0.23005742
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.17192166 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1999186
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.16643597 ---Validation accuracy:--- 0.946 Validation Loss: 0.20535225
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.16521688 ---Validation accuracy:--- 0.9288 Validation Loss: 0.25433275
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11601164 ---Validation accuracy:--- 0.9312 Validation Loss: 0.2444432
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.13945149 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1935567
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.099165805 ---Validation accuracy:--- 0.947 Validation Loss: 0.18840691
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0074162926 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18469802
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05201192 ---Validation accuracy:--- 0.951 Validation Loss: 0.18054597
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12155236 ---Validation accuracy:--- 0.9542 Validation Loss: 0.17251714
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07477765 ---Validation accuracy:--- 0.9544 Validation Loss: 0.17824045
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03318242 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17977332
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.017681526 ---Validation accuracy:--- 0.9446 Validation Loss: 0.1932191
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.26910573 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2309125
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06765385 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18410273
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.09198542 ---Validation accuracy:--- 0.9512 Validation Loss: 0.18877923
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.089846075 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18651402
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.027685814 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18651967
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11027516 ---Validation accuracy:--- 0.9512 Validation Loss: 0.18281983
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04202671 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18176904
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06014356 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1899071
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10647715 ---Validation accuracy:--- 0.9328 Validation Loss: 0.24330127
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13099608 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20228194
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.049942557 ---Validation accuracy:--- 0.9494 Validation Loss: 0.19636565
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.059083927 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18583527
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11559371 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1923861
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.21721922 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22447506
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07485344 ---Validation accuracy:--- 0.945 Validation Loss: 0.1942017
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.071357355 ---Validation accuracy:--- 0.951 Validation Loss: 0.17996456
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14117618 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18557876
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.071262576 ---Validation accuracy:--- 0.9488 Validation Loss: 0.186276
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.064026065 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18285231
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.08622301 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18402784
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07377356 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18864219
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06881481 ---Validation accuracy:--- 0.9472 Validation Loss: 0.1903688
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.050279208 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18207873
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08099522 ---Validation accuracy:--- 0.947 Validation Loss: 0.1916636
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08602257 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21179414
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08064463 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1915187
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13742544 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1892805
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09739427 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18680866
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.040966626 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19594827
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0576791 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21970992
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023958158 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19944085
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09244947 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19946425
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13074358 ---Validation accuracy:--- 0.947 Validation Loss: 0.19989355
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.16513447 ---Validation accuracy:--- 0.9388 Validation Loss: 0.2426471
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11735758 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19596894
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0825935 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18740813
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13119785 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21311274
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.2172716 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1900022
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.12219677 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19936633
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11057258 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21842486
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.05219945 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19255707
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.050650634 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18553594
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06537412 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19081993
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11187403 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21516347
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09708313 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18555123
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06689566 ---Validation accuracy:--- 0.948 Validation Loss: 0.19230993
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.042868376 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18880437
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14130308 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1857579
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.14298846 ---Validation accuracy:--- 0.9474 Validation Loss: 0.20343147
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.16044503 ---Validation accuracy:--- 0.9472 Validation Loss: 0.20434646
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.099708214 ---Validation accuracy:--- 0.9502 Validation Loss: 0.19781241
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.22226952 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23240577
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08779877 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18971029
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.055508457 ---Validation accuracy:--- 0.946 Validation Loss: 0.19721335
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09167297 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1967095
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07345304 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19772908
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.058968104 ---Validation accuracy:--- 0.945 Validation Loss: 0.2028316
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.058563996 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20474355
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07297806 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20601289
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.056730863 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19620077
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.17960024 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19683532
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.14275497 ---Validation accuracy:--- 0.95 Validation Loss: 0.18930517
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14988789 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19980447
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09396225 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20562154
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11646931 ---Validation accuracy:--- 0.942 Validation Loss: 0.2144017
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13399552 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20138249
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.109925136 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20754692
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10569423 ---Validation accuracy:--- 0.9452 Validation Loss: 0.20717773
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05752212 ---Validation accuracy:--- 0.9492 Validation Loss: 0.19286397
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1908712 ---Validation accuracy:--- 0.9412 Validation Loss: 0.22420661
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.101197414 ---Validation accuracy:--- 0.9426 Validation Loss: 0.2111642
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06864178 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18052159
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09078894 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18320745
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.24989845 ---Validation accuracy:--- 0.943 Validation Loss: 0.2085629
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09265488 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1938389
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.19569314 ---Validation accuracy:--- 0.9252 Validation Loss: 0.24788369
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.16288775 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23844707
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.0904916 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19028755
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03901424 ---Validation accuracy:--- 0.9466 Validation Loss: 0.20176066
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.12755372 ---Validation accuracy:--- 0.9508 Validation Loss: 0.19235207
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.049137477 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1942708
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12582341 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19749561
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.25482705 ---Validation accuracy:--- 0.9192 Validation Loss: 0.30113658
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.11652299 ---Validation accuracy:--- 0.9416 Validation Loss: 0.22881894
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04553189 ---Validation accuracy:--- 0.9392 Validation Loss: 0.23135246
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12210567 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21402112
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.1433907 ---Validation accuracy:--- 0.9518 Validation Loss: 0.18000942
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.09281423 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18422441
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08262308 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1942728
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.096727505 ---Validation accuracy:--- 0.953 Validation Loss: 0.18118499
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10818611 ---Validation accuracy:--- 0.947 Validation Loss: 0.2011442
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07155664 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19879884
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.057046648 ---Validation accuracy:--- 0.9456 Validation Loss: 0.2079493
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08514103 ---Validation accuracy:--- 0.9438 Validation Loss: 0.21931684
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07247425 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23863198
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.028207125 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20913307
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.21399817 ---Validation accuracy:--- 0.911 Validation Loss: 0.2727437
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.17116697 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19164994
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.043653756 ---Validation accuracy:--- 0.949 Validation Loss: 0.18709229
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07081608 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19949009
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.108732164 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18776454
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07759899 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1877572
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11422775 ---Validation accuracy:--- 0.9494 Validation Loss: 0.19226532
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.050668493 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20921277
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07128704 ---Validation accuracy:--- 0.94 Validation Loss: 0.22964287
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11876042 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20922017
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08156055 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19747531
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.16437905 ---Validation accuracy:--- 0.943 Validation Loss: 0.20253642
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1408515 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19895707
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.082220554 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20343941
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.086833365 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18697125
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.075367235 ---Validation accuracy:--- 0.949 Validation Loss: 0.18858758
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09241404 ---Validation accuracy:--- 0.946 Validation Loss: 0.19889936
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13789758 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21203186
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11311844 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18688515
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09068904 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18160251
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12662214 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19466783
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07652349 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19648352
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13989148 ---Validation accuracy:--- 0.9444 Validation Loss: 0.19889173
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.102050476 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19357514
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04632512 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19651797
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.072203115 ---Validation accuracy:--- 0.9464 Validation Loss: 0.20216236
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06307928 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19358943
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05000963 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19195823
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.17837551 ---Validation accuracy:--- 0.9478 Validation Loss: 0.1931532
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.104026206 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21350965
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.17745924 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18338011
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.074568704 ---Validation accuracy:--- 0.949 Validation Loss: 0.18279493
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13093765 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20168857
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.071080476 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20453478
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09824719 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21096939
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07652662 ---Validation accuracy:--- 0.9458 Validation Loss: 0.1921124
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.060687196 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19020456
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12730679 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19202963
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12920204 ---Validation accuracy:--- 0.9456 Validation Loss: 0.18813615
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12268193 ---Validation accuracy:--- 0.946 Validation Loss: 0.19597319
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.032299038 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19146565
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06902221 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18310638
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13944128 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18505447
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05966198 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19996487
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09830326 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19443521
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15716346 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19904262
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.090039276 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19322298
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05289999 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19052917
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.079910725 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20199218
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08834641 ---Validation accuracy:--- 0.9428 Validation Loss: 0.1997081
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10789814 ---Validation accuracy:--- 0.942 Validation Loss: 0.2134357
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.18736382 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20254467
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12640834 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21175152
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14979224 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20403022
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11057216 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18357427
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11528841 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19150335
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09813742 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21465254
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.24794504 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18938854
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08945492 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18910247
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0637234 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19252546
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10088764 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19427298
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05128516 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19223186
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08643076 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19234082
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09891838 ---Validation accuracy:--- 0.9466 Validation Loss: 0.1966321
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12943949 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20776941
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13843662 ---Validation accuracy:--- 0.9462 Validation Loss: 0.20221165
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.087255895 ---Validation accuracy:--- 0.9478 Validation Loss: 0.20084788
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09029471 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1895597
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06025801 ---Validation accuracy:--- 0.9494 Validation Loss: 0.19328132
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.14392543 ---Validation accuracy:--- 0.948 Validation Loss: 0.19322565
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.11330982 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17810082
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18764137 ---Validation accuracy:--- 0.949 Validation Loss: 0.18954208
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10088377 ---Validation accuracy:--- 0.9438 Validation Loss: 0.2034247
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06471897 ---Validation accuracy:--- 0.9472 Validation Loss: 0.1888062
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.12643272 ---Validation accuracy:--- 0.9492 Validation Loss: 0.19829044
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06609727 ---Validation accuracy:--- 0.95 Validation Loss: 0.18077096
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.081905216 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18427476
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.036591228 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18102552
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14981431 ---Validation accuracy:--- 0.9434 Validation Loss: 0.21297644
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.19164188 ---Validation accuracy:--- 0.9466 Validation Loss: 0.1998001
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.22113535 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19559336
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.056449153 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18941237
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.20222446 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25763595
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15453131 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19525872
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05222166 ---Validation accuracy:--- 0.946 Validation Loss: 0.19482459
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.106248416 ---Validation accuracy:--- 0.945 Validation Loss: 0.19515431
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1345237 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19755073
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.10480383 ---Validation accuracy:--- 0.944 Validation Loss: 0.20036724
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.109534055 ---Validation accuracy:--- 0.9414 Validation Loss: 0.22084968
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.106042884 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19957244
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.104407415 ---Validation accuracy:--- 0.9464 Validation Loss: 0.20144811
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.20319474 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22158837
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02785059 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20157093
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10311799 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19770943
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.17725058 ---Validation accuracy:--- 0.9326 Validation Loss: 0.248674
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07526491 ---Validation accuracy:--- 0.948 Validation Loss: 0.18923423
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08368414 ---Validation accuracy:--- 0.949 Validation Loss: 0.19277322
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14757462 ---Validation accuracy:--- 0.949 Validation Loss: 0.19933228
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.10577497 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21588774
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.16412067 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20299399
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09319458 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20069636
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.034044333 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18419202
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11999645 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18532379
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.1816556 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19714595
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10086325 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18286362
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.026560636 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18407342
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08241699 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18952128
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.103820845 ---Validation accuracy:--- 0.9444 Validation Loss: 0.21094011
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12405631 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19518882
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12569784 ---Validation accuracy:--- 0.95 Validation Loss: 0.18459512
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.046496913 ---Validation accuracy:--- 0.948 Validation Loss: 0.18857041
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11296633 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20660473
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.031244447 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19594519
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07713312 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18849668
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.022790644 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1844092
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1185827 ---Validation accuracy:--- 0.9496 Validation Loss: 0.19550039
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.052389856 ---Validation accuracy:--- 0.9448 Validation Loss: 0.21018966
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.08708699 ---Validation accuracy:--- 0.947 Validation Loss: 0.20224692
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.15529974 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19885008
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15225343 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21131231
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.056055833 ---Validation accuracy:--- 0.944 Validation Loss: 0.19612488
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12673673 ---Validation accuracy:--- 0.9378 Validation Loss: 0.23713355
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1021075 ---Validation accuracy:--- 0.9492 Validation Loss: 0.19955623
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.047299713 ---Validation accuracy:--- 0.9514 Validation Loss: 0.19031432
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.058268193 ---Validation accuracy:--- 0.9464 Validation Loss: 0.20343022
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15758966 ---Validation accuracy:--- 0.9486 Validation Loss: 0.19583611
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05404726 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1885618
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18780491 ---Validation accuracy:--- 0.9484 Validation Loss: 0.21417595
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13253915 ---Validation accuracy:--- 0.9392 Validation Loss: 0.23238069
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.080039375 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21010877
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.039669022 ---Validation accuracy:--- 0.9486 Validation Loss: 0.19527219
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.025791423 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1889048
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.078570314 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19625211
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.16247128 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18904658
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.08210459 ---Validation accuracy:--- 0.9514 Validation Loss: 0.18065591
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.071963236 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18162516
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12968726 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18139622
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08200905 ---Validation accuracy:--- 0.947 Validation Loss: 0.18858203
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.19850582 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18612553
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.14587367 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19033493
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.12927036 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20606714
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11262479 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18861501
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.1585423 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18984428
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.15151334 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18968765
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.16214393 ---Validation accuracy:--- 0.9132 Validation Loss: 0.2570195
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10755741 ---Validation accuracy:--- 0.945 Validation Loss: 0.19380659
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.12788528 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18787064
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.17447975 ---Validation accuracy:--- 0.948 Validation Loss: 0.18429032
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.13360146 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19156662
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.17605473 ---Validation accuracy:--- 0.948 Validation Loss: 0.1984005
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12222589 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18500806
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.105827235 ---Validation accuracy:--- 0.9494 Validation Loss: 0.19075546
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09969034 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19481312
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10895151 ---Validation accuracy:--- 0.943 Validation Loss: 0.20506513
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08093313 ---Validation accuracy:--- 0.9436 Validation Loss: 0.21169643
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.16911805 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19527897
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07534197 ---Validation accuracy:--- 0.928 Validation Loss: 0.27026123
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08687442 ---Validation accuracy:--- 0.939 Validation Loss: 0.21378614
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.065836444 ---Validation accuracy:--- 0.943 Validation Loss: 0.20499018
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.033619 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19344622
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.038766965 ---Validation accuracy:--- 0.9464 Validation Loss: 0.20176828
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.20320533 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21382163
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.1828854 ---Validation accuracy:--- 0.9322 Validation Loss: 0.25229487
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.092826635 ---Validation accuracy:--- 0.947 Validation Loss: 0.2025373
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14851403 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19425529
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.018133305 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17875735
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15087783 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18715699
Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.20268722 ---Validation accuracy:--- 0.944 Validation Loss: 0.21322744
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.054233745 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21254916
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.027865762 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21907763
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.09614409 ---Validation accuracy:--- 0.941 Validation Loss: 0.21511856
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08539073 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19773403
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.07975285 ---Validation accuracy:--- 0.9364 Validation Loss: 0.23229282
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.110714465 ---Validation accuracy:--- 0.944 Validation Loss: 0.19734144
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12537862 ---Validation accuracy:--- 0.946 Validation Loss: 0.19208047
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03312029 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19195236
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.0849626 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20236649
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14189717 ---Validation accuracy:--- 0.9498 Validation Loss: 0.19181259
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.0989306 ---Validation accuracy:--- 0.9486 Validation Loss: 0.19114378
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.12103619 ---Validation accuracy:--- 0.9378 Validation Loss: 0.2183566
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08987947 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20870425
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10462782 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20739242
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.095311075 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1986323
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.040617462 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19109343
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06752898 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19073313
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.034652516 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18842448
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.056804713 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18564379
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.084180005 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19864233
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.090337604 ---Validation accuracy:--- 0.947 Validation Loss: 0.19389348
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08644768 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18558729
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10528649 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1872861
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.029993534 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1952592
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13205208 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21681675
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.151708 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20929483
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.118180886 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29432207
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11133531 ---Validation accuracy:--- 0.9424 Validation Loss: 0.21921724
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.14407915 ---Validation accuracy:--- 0.938 Validation Loss: 0.2302072
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15126714 ---Validation accuracy:--- 0.9434 Validation Loss: 0.21797326
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.046097297 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21714287
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1371005 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19801845
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.074137695 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1873612
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.084709816 ---Validation accuracy:--- 0.951 Validation Loss: 0.18691216
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09329504 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18771163
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.068079 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21315046
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.119649716 ---Validation accuracy:--- 0.9472 Validation Loss: 0.20579197
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.034232333 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19183806
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13245253 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19513199
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.059660822 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18398687
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08343025 ---Validation accuracy:--- 0.9518 Validation Loss: 0.18140192
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.037539203 ---Validation accuracy:--- 0.9518 Validation Loss: 0.183019
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14936632 ---Validation accuracy:--- 0.9462 Validation Loss: 0.1997104
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15684344 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20691192
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07327176 ---Validation accuracy:--- 0.95 Validation Loss: 0.18755509
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.17023116 ---Validation accuracy:--- 0.9528 Validation Loss: 0.18416193
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.121162035 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19907078
Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.26115692 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19206199
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13987637 ---Validation accuracy:--- 0.946 Validation Loss: 0.1914602
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.117573775 ---Validation accuracy:--- 0.944 Validation Loss: 0.20837036
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.068398304 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18002507
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.15629844 ---Validation accuracy:--- 0.9458 Validation Loss: 0.2061732
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18487726 ---Validation accuracy:--- 0.947 Validation Loss: 0.20749643
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.064964324 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19499473
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13414218 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19527143
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.063506015 ---Validation accuracy:--- 0.9488 Validation Loss: 0.19066332
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02751965 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1907614
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10753496 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19671324
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09306418 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19291191
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09271225 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19853115
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.0760474 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20651275
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.06740111 ---Validation accuracy:--- 0.9478 Validation Loss: 0.20136338
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.103972636 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19714257
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12196172 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19747888
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.078469284 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19053942
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.113864176 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19742267
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05864297 ---Validation accuracy:--- 0.9478 Validation Loss: 0.19276692
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.113977745 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18246235
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09081604 ---Validation accuracy:--- 0.952 Validation Loss: 0.1812434
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03425588 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18523987
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.086729676 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19821936
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10356174 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19930297
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.036008555 ---Validation accuracy:--- 0.9496 Validation Loss: 0.19262175
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13412167 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19853085
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06414074 ---Validation accuracy:--- 0.943 Validation Loss: 0.21456943
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11775501 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20074035
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.129813 ---Validation accuracy:--- 0.9362 Validation Loss: 0.2061504
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.060688857 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19659251
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.23658596 ---Validation accuracy:--- 0.9318 Validation Loss: 0.26301587
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.082978204 ---Validation accuracy:--- 0.9346 Validation Loss: 0.23673384
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.028761558 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23056749
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.17305338 ---Validation accuracy:--- 0.936 Validation Loss: 0.2254184
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.13897914 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20502356
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.17883103 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19458799
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08817342 ---Validation accuracy:--- 0.947 Validation Loss: 0.19098127
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06582013 ---Validation accuracy:--- 0.947 Validation Loss: 0.20023768
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12203481 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22577207
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.067126855 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1935127
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08718926 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19238241
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.042290486 ---Validation accuracy:--- 0.943 Validation Loss: 0.20333323
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.18125077 ---Validation accuracy:--- 0.947 Validation Loss: 0.19270058
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.11658542 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19138296
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.14393656 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18945342
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09001026 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1959783
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12506132 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18027094
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12938227 ---Validation accuracy:--- 0.9496 Validation Loss: 0.1868281
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10379162 ---Validation accuracy:--- 0.948 Validation Loss: 0.18668559
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08727829 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18741566
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14152157 ---Validation accuracy:--- 0.9444 Validation Loss: 0.21753393
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.1105931 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19866581
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.22153233 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18983836
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12971286 ---Validation accuracy:--- 0.9462 Validation Loss: 0.20641814
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.16140942 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19570197
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.060558785 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19178852
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.026422039 ---Validation accuracy:--- 0.947 Validation Loss: 0.18839985
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08442261 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19853105
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.120003074 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19063093
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10153921 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18855661
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.096938275 ---Validation accuracy:--- 0.949 Validation Loss: 0.19138984
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.020139419 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1825622
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08893678 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18438013
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13509908 ---Validation accuracy:--- 0.948 Validation Loss: 0.19538066
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.15241377 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18418992
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.1249859 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20928286
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.1524953 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19858919
Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.2752826 ---Validation accuracy:--- 0.9256 Validation Loss: 0.2550651
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.16123699 ---Validation accuracy:--- 0.946 Validation Loss: 0.20426314
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10273849 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19193353
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.17741238 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20166582
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.18806654 ---Validation accuracy:--- 0.9212 Validation Loss: 0.293214
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10444433 ---Validation accuracy:--- 0.9432 Validation Loss: 0.21450561
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.13548005 ---Validation accuracy:--- 0.9442 Validation Loss: 0.2067252
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06375701 ---Validation accuracy:--- 0.949 Validation Loss: 0.1924903
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07395312 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20525767
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12672108 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20643349
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.047043648 ---Validation accuracy:--- 0.944 Validation Loss: 0.20468953
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07215149 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20257412
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.062302057 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19666387
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10155803 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1838493
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06884524 ---Validation accuracy:--- 0.95 Validation Loss: 0.1841472
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.28417546 ---Validation accuracy:--- 0.8904 Validation Loss: 0.35017344
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.21663074 ---Validation accuracy:--- 0.949 Validation Loss: 0.19131021
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07656004 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18513633
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.04844221 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19296639
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08003872 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19562373
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03756224 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19048536
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.100742094 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19512083
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.18877155 ---Validation accuracy:--- 0.9504 Validation Loss: 0.19166906
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.13984863 ---Validation accuracy:--- 0.941 Validation Loss: 0.21161723
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.08865863 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18772776
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12049746 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17999658
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.09491604 ---Validation accuracy:--- 0.9482 Validation Loss: 0.19028282
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.099116534 ---Validation accuracy:--- 0.949 Validation Loss: 0.18762954
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10870497 ---Validation accuracy:--- 0.949 Validation Loss: 0.17952752
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.12536258 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20032398
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.042456616 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18750466
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.17477508 ---Validation accuracy:--- 0.9472 Validation Loss: 0.181641
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13934414 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17449711
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10183415 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17381093
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.11943377 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17238991
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09149527 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18489946
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.16398066 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18610251
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07653076 ---Validation accuracy:--- 0.948 Validation Loss: 0.18214658
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.09772638 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18993755
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1308235 ---Validation accuracy:--- 0.9444 Validation Loss: 0.2058504
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07589116 ---Validation accuracy:--- 0.947 Validation Loss: 0.18078662
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05612005 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1733004
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.031270318 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1774312
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07653074 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17817543
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04529922 ---Validation accuracy:--- 0.9468 Validation Loss: 0.20781407
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.032374598 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21305805
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023826392 ---Validation accuracy:--- 0.941 Validation Loss: 0.22226475
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1007968 ---Validation accuracy:--- 0.9438 Validation Loss: 0.2075035
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07456082 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18260798
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.16080582 ---Validation accuracy:--- 0.952 Validation Loss: 0.18169285
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.030354109 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17933953
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.1886966 ---Validation accuracy:--- 0.9518 Validation Loss: 0.18296848
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.072774306 ---Validation accuracy:--- 0.95 Validation Loss: 0.18793592
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07626603 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18603936
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.09877522 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18331477
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.057237938 ---Validation accuracy:--- 0.949 Validation Loss: 0.18635759
Wall time: 1min 56s

#Calculate averages
print("Average Training Accuracy:", np.mean(acc_train))
print("Average Training Loss:", np.mean(loss_train))
print("Average Validation Accuracy:", np.mean(acc_val))
print("Average Validation Loss:", np.mean(loss_val))  

Average Training Accuracy: 0.98
Average Training Loss: 0.057237938
Average Validation Accuracy: 0.949
Average Validation Loss: 0.18635759

Model 6 (5 hidden layers, 50 nodes per layer, learning rate = .5, epochs = 10, batch size = 100)

tf.reset_default_graph()

# Set hyperparameters
learning_rate = 0.5
n_epochs = 10
batch_size = 100

image_size = 784
num_classes = 10

n_inputs = image_size
n_hidden1 = 50
n_hidden2 = 50
n_hidden3 = 50
n_hidden4 = 50
n_hidden5 = 50
n_outputs = num_classes

X = tf.placeholder(tf.float32, shape = (None, n_inputs), name = 'X')
y = tf.placeholder(tf.float32, shape = (None), name = 'Y')

#Specify classifying method
with tf.name_scope("dnn"): 
    hidden1 = tf.layers.dense(X, n_hidden1, name = "hidden1", activation = tf.nn.relu) 
    hidden2 = tf.layers.dense(hidden1, n_hidden2, name = "hidden2", activation = tf.nn.relu) 
    hidden3 = tf.layers.dense(hidden2, n_hidden3, name = "hidden3", activation = tf.nn.relu) 
    hidden4 = tf.layers.dense(hidden3, n_hidden4, name = "hidden4", activation = tf.nn.relu) 
    hidden5 = tf.layers.dense(hidden4, n_hidden5, name = "hidden5", activation = tf.nn.relu) 
    logits = tf.layers.dense(hidden5, n_outputs, name = "outputs")

#Specify method to compute loss
with tf.name_scope("loss"): 
    xentropy = tf.nn.softmax_cross_entropy_with_logits(labels = y, logits = logits) 
    loss = tf.reduce_mean(xentropy, name = "loss")

#Specify training method
with tf.name_scope("train"):
    optimizer = tf.train.GradientDescentOptimizer(learning_rate = learning_rate) 
    training_op = optimizer.minimize(loss)

#Specify evaluation method
labels = tf.argmax(y, -1)

with tf.name_scope("eval"):
    correct = tf.nn.in_top_k(logits, labels, 1) 
    accuracy = tf.reduce_mean(tf.cast(correct, tf.float32)) 

init = tf.global_variables_initializer() 

%%time
with tf.Session() as sess:
    init.run()
    for epoch in range(n_epochs): 
        for iteration in range( mnist.train.num_examples // batch_size): 
            X_batch, y_batch = mnist.train.next_batch(batch_size) 
            sess.run(training_op, feed_dict ={ X: X_batch, y : y_batch}) 
            acc_train = accuracy.eval(feed_dict ={ X: X_batch, y : y_batch}) 
            acc_val = accuracy.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels}) 
            loss_train = loss.eval(feed_dict = { X: X_batch, y : y_batch})
            loss_val = loss.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels}) 
            print("Epoch:", epoch, "---Training accuracy:---", acc_train, "Training Loss:",loss_train,"---Validation accuracy:---", acc_val, "Validation Loss:", loss_val)

Epoch: 0 ---Training accuracy:--- 0.22 Training Loss: 2.2736356 ---Validation accuracy:--- 0.1202 Validation Loss: 2.290353
Epoch: 0 ---Training accuracy:--- 0.21 Training Loss: 2.248796 ---Validation accuracy:--- 0.1406 Validation Loss: 2.2772996
Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 2.2276382 ---Validation accuracy:--- 0.2382 Validation Loss: 2.258215
Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 2.2037609 ---Validation accuracy:--- 0.2392 Validation Loss: 2.2423542
Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 2.1656106 ---Validation accuracy:--- 0.2148 Validation Loss: 2.2025418
Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 2.1594949 ---Validation accuracy:--- 0.2846 Validation Loss: 2.1878815
Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 2.1404524 ---Validation accuracy:--- 0.2772 Validation Loss: 2.1293032
Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 2.0483098 ---Validation accuracy:--- 0.3608 Validation Loss: 2.0354571
Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.0120826 ---Validation accuracy:--- 0.1954 Validation Loss: 2.1235847
Epoch: 0 ---Training accuracy:--- 0.1 Training Loss: 2.677003 ---Validation accuracy:--- 0.128 Validation Loss: 2.6359189
Epoch: 0 ---Training accuracy:--- 0.14 Training Loss: 2.2324119 ---Validation accuracy:--- 0.0924 Validation Loss: 2.2974129
Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 2.1526825 ---Validation accuracy:--- 0.1966 Validation Loss: 2.1924086
Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 2.052455 ---Validation accuracy:--- 0.221 Validation Loss: 2.1160731
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.9385333 ---Validation accuracy:--- 0.293 Validation Loss: 2.0101106
Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.0130992 ---Validation accuracy:--- 0.2392 Validation Loss: 2.1165748
Epoch: 0 ---Training accuracy:--- 0.06 Training Loss: 2.5238724 ---Validation accuracy:--- 0.0882 Validation Loss: 2.5732245
Epoch: 0 ---Training accuracy:--- 0.15 Training Loss: 2.2863302 ---Validation accuracy:--- 0.1678 Validation Loss: 2.2522888
Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 2.0015082 ---Validation accuracy:--- 0.2302 Validation Loss: 2.1240692
Epoch: 0 ---Training accuracy:--- 0.2 Training Loss: 2.0301206 ---Validation accuracy:--- 0.2478 Validation Loss: 2.0814836
Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 2.0271056 ---Validation accuracy:--- 0.2522 Validation Loss: 2.0524228
Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 1.9441457 ---Validation accuracy:--- 0.2244 Validation Loss: 2.0343797
Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 2.0317671 ---Validation accuracy:--- 0.2608 Validation Loss: 2.001844
Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 1.9164848 ---Validation accuracy:--- 0.2148 Validation Loss: 1.9904137
Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 1.8868579 ---Validation accuracy:--- 0.2886 Validation Loss: 1.95185
Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.8548117 ---Validation accuracy:--- 0.3064 Validation Loss: 1.9018254
Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 1.8601474 ---Validation accuracy:--- 0.3698 Validation Loss: 1.8379946
Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.926329 ---Validation accuracy:--- 0.283 Validation Loss: 2.0483944
Epoch: 0 ---Training accuracy:--- 0.19 Training Loss: 2.1317065 ---Validation accuracy:--- 0.2236 Validation Loss: 2.032353
Epoch: 0 ---Training accuracy:--- 0.36 Training Loss: 1.8001394 ---Validation accuracy:--- 0.2628 Validation Loss: 2.012803
Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 2.0051868 ---Validation accuracy:--- 0.233 Validation Loss: 1.9966943
Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.7654392 ---Validation accuracy:--- 0.354 Validation Loss: 1.7847707
Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.6198583 ---Validation accuracy:--- 0.3932 Validation Loss: 1.7261703
Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.6376437 ---Validation accuracy:--- 0.4292 Validation Loss: 1.7236506
Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.7236296 ---Validation accuracy:--- 0.3458 Validation Loss: 1.7504988
Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 1.7333707 ---Validation accuracy:--- 0.2698 Validation Loss: 1.91173
Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 1.8108053 ---Validation accuracy:--- 0.3032 Validation Loss: 1.8440162
Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.6357086 ---Validation accuracy:--- 0.3402 Validation Loss: 1.7052431
Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.3918262 ---Validation accuracy:--- 0.4892 Validation Loss: 1.4505564
Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.404176 ---Validation accuracy:--- 0.3936 Validation Loss: 1.4429694
Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.383851 ---Validation accuracy:--- 0.4376 Validation Loss: 1.3443254
Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.3926408 ---Validation accuracy:--- 0.443 Validation Loss: 1.3763388
Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.8134516 ---Validation accuracy:--- 0.3728 Validation Loss: 1.893983
Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 2.1380167 ---Validation accuracy:--- 0.2202 Validation Loss: 2.1546397
Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 2.970302 ---Validation accuracy:--- 0.2324 Validation Loss: 3.1574366
Epoch: 0 ---Training accuracy:--- 0.19 Training Loss: 2.070369 ---Validation accuracy:--- 0.1662 Validation Loss: 2.0821993
Epoch: 0 ---Training accuracy:--- 0.16 Training Loss: 2.1467154 ---Validation accuracy:--- 0.2418 Validation Loss: 2.0359843
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.987019 ---Validation accuracy:--- 0.2974 Validation Loss: 1.972848
Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.8274417 ---Validation accuracy:--- 0.3446 Validation Loss: 1.9056039
Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.6491401 ---Validation accuracy:--- 0.3726 Validation Loss: 1.7832823
Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.7272427 ---Validation accuracy:--- 0.3688 Validation Loss: 1.6610646
Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.4666144 ---Validation accuracy:--- 0.3884 Validation Loss: 1.6092643
Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.5568341 ---Validation accuracy:--- 0.3842 Validation Loss: 1.6758219
Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.7520969 ---Validation accuracy:--- 0.3228 Validation Loss: 1.8758004
Epoch: 0 ---Training accuracy:--- 0.36 Training Loss: 1.8020201 ---Validation accuracy:--- 0.3536 Validation Loss: 1.7862926
Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.3602576 ---Validation accuracy:--- 0.2974 Validation Loss: 1.6849331
Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.6467785 ---Validation accuracy:--- 0.3956 Validation Loss: 1.6958951
Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.6913887 ---Validation accuracy:--- 0.3906 Validation Loss: 1.8324482
Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.7421967 ---Validation accuracy:--- 0.3312 Validation Loss: 1.8212514
Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.5922372 ---Validation accuracy:--- 0.4616 Validation Loss: 1.6077635
Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.4445707 ---Validation accuracy:--- 0.4208 Validation Loss: 1.5477114
Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.4551038 ---Validation accuracy:--- 0.4186 Validation Loss: 1.4969903
Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.2672322 ---Validation accuracy:--- 0.4788 Validation Loss: 1.3505327
Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.5196301 ---Validation accuracy:--- 0.408 Validation Loss: 1.5828161
Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.9381647 ---Validation accuracy:--- 0.3976 Validation Loss: 1.8004785
Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.8202094 ---Validation accuracy:--- 0.3152 Validation Loss: 2.0682836
Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.6070865 ---Validation accuracy:--- 0.3548 Validation Loss: 2.1226795
Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 2.154011 ---Validation accuracy:--- 0.2774 Validation Loss: 2.1693563
Epoch: 0 ---Training accuracy:--- 0.19 Training Loss: 2.1572528 ---Validation accuracy:--- 0.286 Validation Loss: 2.0190246
Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 1.9243786 ---Validation accuracy:--- 0.2572 Validation Loss: 1.9065238
Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.6948798 ---Validation accuracy:--- 0.2608 Validation Loss: 1.8580521
Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 2.0975912 ---Validation accuracy:--- 0.1798 Validation Loss: 2.1987743
Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 1.9716946 ---Validation accuracy:--- 0.2012 Validation Loss: 2.0496457
Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.0309632 ---Validation accuracy:--- 0.2772 Validation Loss: 1.956116
Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.6650085 ---Validation accuracy:--- 0.2964 Validation Loss: 1.7712265
Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.5661705 ---Validation accuracy:--- 0.325 Validation Loss: 1.6879258
Epoch: 0 ---Training accuracy:--- 0.5 Training Loss: 1.5112333 ---Validation accuracy:--- 0.4526 Validation Loss: 1.5416242
Epoch: 0 ---Training accuracy:--- 0.47 Training Loss: 1.4444026 ---Validation accuracy:--- 0.5072 Validation Loss: 1.3977535
Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.1885992 ---Validation accuracy:--- 0.4806 Validation Loss: 1.2938076
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.0827084 ---Validation accuracy:--- 0.486 Validation Loss: 1.3048108
Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.2249253 ---Validation accuracy:--- 0.4348 Validation Loss: 1.333445
Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.1772876 ---Validation accuracy:--- 0.5088 Validation Loss: 1.1921037
Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.0977026 ---Validation accuracy:--- 0.5194 Validation Loss: 1.1458927
Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.1115166 ---Validation accuracy:--- 0.5098 Validation Loss: 1.1493896
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 0.9304042 ---Validation accuracy:--- 0.4986 Validation Loss: 1.1423843
Epoch: 0 ---Training accuracy:--- 0.51 Training Loss: 1.1421432 ---Validation accuracy:--- 0.5112 Validation Loss: 1.1612236
Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 0.99133 ---Validation accuracy:--- 0.5064 Validation Loss: 1.2797288
Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.3838267 ---Validation accuracy:--- 0.4442 Validation Loss: 1.4531423
Epoch: 0 ---Training accuracy:--- 0.47 Training Loss: 1.4250436 ---Validation accuracy:--- 0.4942 Validation Loss: 1.4027832
Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.437361 ---Validation accuracy:--- 0.4994 Validation Loss: 1.313025
Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.7424362 ---Validation accuracy:--- 0.383 Validation Loss: 1.8770887
Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.3352139 ---Validation accuracy:--- 0.4276 Validation Loss: 1.4315941
Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.5249732 ---Validation accuracy:--- 0.4582 Validation Loss: 1.4437479
Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.401945 ---Validation accuracy:--- 0.443 Validation Loss: 1.3870621
Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 1.2303222 ---Validation accuracy:--- 0.5576 Validation Loss: 1.2705518
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.0893664 ---Validation accuracy:--- 0.56 Validation Loss: 1.2242949
Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.0700735 ---Validation accuracy:--- 0.551 Validation Loss: 1.2062393
Epoch: 0 ---Training accuracy:--- 0.49 Training Loss: 1.195282 ---Validation accuracy:--- 0.5068 Validation Loss: 1.2903329
Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.1976703 ---Validation accuracy:--- 0.4704 Validation Loss: 1.5054525
Epoch: 0 ---Training accuracy:--- 0.46 Training Loss: 1.4787521 ---Validation accuracy:--- 0.4364 Validation Loss: 1.4237397
Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 1.1056691 ---Validation accuracy:--- 0.5438 Validation Loss: 1.3066586
Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.0919354 ---Validation accuracy:--- 0.5638 Validation Loss: 1.2178264
Epoch: 0 ---Training accuracy:--- 0.47 Training Loss: 1.2505683 ---Validation accuracy:--- 0.4568 Validation Loss: 1.3469348
Epoch: 0 ---Training accuracy:--- 0.42 Training Loss: 1.5873723 ---Validation accuracy:--- 0.4906 Validation Loss: 1.42848
Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.203511 ---Validation accuracy:--- 0.5362 Validation Loss: 1.3228894
Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.1734378 ---Validation accuracy:--- 0.5616 Validation Loss: 1.1746883
Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.1909301 ---Validation accuracy:--- 0.6434 Validation Loss: 1.0912496
Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 0.988997 ---Validation accuracy:--- 0.5814 Validation Loss: 1.1038442
Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.1774117 ---Validation accuracy:--- 0.5972 Validation Loss: 1.1080225
Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 0.8837379 ---Validation accuracy:--- 0.5946 Validation Loss: 0.9919261
Epoch: 0 ---Training accuracy:--- 0.65 Training Loss: 0.84156144 ---Validation accuracy:--- 0.6228 Validation Loss: 0.970191
Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.2684569 ---Validation accuracy:--- 0.5514 Validation Loss: 1.1687219
Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.356153 ---Validation accuracy:--- 0.4812 Validation Loss: 1.3706783
Epoch: 0 ---Training accuracy:--- 0.56 Training Loss: 1.2526538 ---Validation accuracy:--- 0.626 Validation Loss: 1.1361389
Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.73473036 ---Validation accuracy:--- 0.6812 Validation Loss: 0.9174964
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.92298096 ---Validation accuracy:--- 0.6208 Validation Loss: 0.98326075
Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.4026855 ---Validation accuracy:--- 0.489 Validation Loss: 1.3936299
Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.0277954 ---Validation accuracy:--- 0.5606 Validation Loss: 1.2158422
Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.8610512 ---Validation accuracy:--- 0.5306 Validation Loss: 1.296215
Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.4043686 ---Validation accuracy:--- 0.4766 Validation Loss: 1.523408
Epoch: 0 ---Training accuracy:--- 0.42 Training Loss: 1.4701592 ---Validation accuracy:--- 0.3982 Validation Loss: 1.6777438
Epoch: 0 ---Training accuracy:--- 0.57 Training Loss: 1.2118931 ---Validation accuracy:--- 0.5246 Validation Loss: 1.3635067
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.9079336 ---Validation accuracy:--- 0.6426 Validation Loss: 1.1034185
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 0.9370512 ---Validation accuracy:--- 0.6286 Validation Loss: 1.047675
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.8703386 ---Validation accuracy:--- 0.6718 Validation Loss: 0.9541969
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.6727116 ---Validation accuracy:--- 0.6432 Validation Loss: 0.9410832
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.9553598 ---Validation accuracy:--- 0.6876 Validation Loss: 0.99087644
Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 0.87644 ---Validation accuracy:--- 0.6412 Validation Loss: 0.99929255
Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.007236 ---Validation accuracy:--- 0.564 Validation Loss: 1.1548679
Epoch: 0 ---Training accuracy:--- 0.45 Training Loss: 1.5433301 ---Validation accuracy:--- 0.3888 Validation Loss: 1.8637906
Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.4884056 ---Validation accuracy:--- 0.4016 Validation Loss: 1.6711652
Epoch: 0 ---Training accuracy:--- 0.42 Training Loss: 1.505017 ---Validation accuracy:--- 0.4324 Validation Loss: 1.4970925
Epoch: 0 ---Training accuracy:--- 0.48 Training Loss: 1.400536 ---Validation accuracy:--- 0.5206 Validation Loss: 1.3996408
Epoch: 0 ---Training accuracy:--- 0.58 Training Loss: 1.1077449 ---Validation accuracy:--- 0.579 Validation Loss: 1.1417416
Epoch: 0 ---Training accuracy:--- 0.63 Training Loss: 0.898576 ---Validation accuracy:--- 0.5666 Validation Loss: 1.0066278
Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.8185147 ---Validation accuracy:--- 0.692 Validation Loss: 0.9233287
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.7689438 ---Validation accuracy:--- 0.6488 Validation Loss: 0.898103
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.7843706 ---Validation accuracy:--- 0.742 Validation Loss: 0.83256835
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.7278672 ---Validation accuracy:--- 0.7304 Validation Loss: 0.8282582
Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.877766 ---Validation accuracy:--- 0.633 Validation Loss: 0.9796299
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.7744159 ---Validation accuracy:--- 0.6712 Validation Loss: 0.95937705
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.61655027 ---Validation accuracy:--- 0.7308 Validation Loss: 0.86375946
Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.62390375 ---Validation accuracy:--- 0.7318 Validation Loss: 0.76838744
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.68655235 ---Validation accuracy:--- 0.7306 Validation Loss: 0.8512882
Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.6647876 ---Validation accuracy:--- 0.75 Validation Loss: 0.74786156
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.43200466 ---Validation accuracy:--- 0.757 Validation Loss: 0.7141809
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.72332937 ---Validation accuracy:--- 0.618 Validation Loss: 1.0667287
Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.7638869 ---Validation accuracy:--- 0.702 Validation Loss: 0.9337668
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.77834547 ---Validation accuracy:--- 0.6092 Validation Loss: 0.88520116
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.65931857 ---Validation accuracy:--- 0.784 Validation Loss: 0.8013249
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.4653811 ---Validation accuracy:--- 0.7816 Validation Loss: 0.75448364
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.46461728 ---Validation accuracy:--- 0.7846 Validation Loss: 0.6654135
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.45938432 ---Validation accuracy:--- 0.736 Validation Loss: 0.7566147
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.57279223 ---Validation accuracy:--- 0.798 Validation Loss: 0.6834628
Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.6215957 ---Validation accuracy:--- 0.7802 Validation Loss: 0.78217906
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.36720777 ---Validation accuracy:--- 0.7708 Validation Loss: 0.69751096
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.33305305 ---Validation accuracy:--- 0.7886 Validation Loss: 0.61490166
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5270057 ---Validation accuracy:--- 0.7656 Validation Loss: 0.74352527
Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.800957 ---Validation accuracy:--- 0.6496 Validation Loss: 1.3347085
Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.0113488 ---Validation accuracy:--- 0.5746 Validation Loss: 1.0111601
Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.64069885 ---Validation accuracy:--- 0.8244 Validation Loss: 0.7114384
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.40979636 ---Validation accuracy:--- 0.814 Validation Loss: 0.6567407
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.63662046 ---Validation accuracy:--- 0.7362 Validation Loss: 0.77426153
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.7005899 ---Validation accuracy:--- 0.7842 Validation Loss: 0.7773827
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.7669948 ---Validation accuracy:--- 0.7672 Validation Loss: 0.79113555
Epoch: 0 ---Training accuracy:--- 0.64 Training Loss: 0.96560144 ---Validation accuracy:--- 0.661 Validation Loss: 0.9922292
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.6089709 ---Validation accuracy:--- 0.7542 Validation Loss: 0.78095794
Epoch: 0 ---Training accuracy:--- 0.78 Training Loss: 0.5635957 ---Validation accuracy:--- 0.8042 Validation Loss: 0.6361006
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.47919053 ---Validation accuracy:--- 0.7984 Validation Loss: 0.65260804
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.44169137 ---Validation accuracy:--- 0.8426 Validation Loss: 0.58891505
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.41428086 ---Validation accuracy:--- 0.8488 Validation Loss: 0.5591814
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.44881764 ---Validation accuracy:--- 0.8298 Validation Loss: 0.591633
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.601356 ---Validation accuracy:--- 0.8378 Validation Loss: 0.5570439
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.34746346 ---Validation accuracy:--- 0.851 Validation Loss: 0.5060492
Epoch: 0 ---Training accuracy:--- 0.75 Training Loss: 0.66404396 ---Validation accuracy:--- 0.7634 Validation Loss: 0.7900511
Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.8559044 ---Validation accuracy:--- 0.7502 Validation Loss: 0.9574219
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.5482552 ---Validation accuracy:--- 0.7606 Validation Loss: 0.8200246
Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.6731365 ---Validation accuracy:--- 0.773 Validation Loss: 0.7139011
Epoch: 0 ---Training accuracy:--- 0.69 Training Loss: 0.7171246 ---Validation accuracy:--- 0.7236 Validation Loss: 0.8182291
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.55374295 ---Validation accuracy:--- 0.8288 Validation Loss: 0.62988067
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.43744928 ---Validation accuracy:--- 0.8152 Validation Loss: 0.6437875
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.41827065 ---Validation accuracy:--- 0.7902 Validation Loss: 0.693099
Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.79939103 ---Validation accuracy:--- 0.7734 Validation Loss: 0.7471777
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.4277256 ---Validation accuracy:--- 0.825 Validation Loss: 0.6165292
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.26644418 ---Validation accuracy:--- 0.8554 Validation Loss: 0.52594566
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.23027286 ---Validation accuracy:--- 0.868 Validation Loss: 0.48802397
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.33408502 ---Validation accuracy:--- 0.8726 Validation Loss: 0.47004908
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.36147705 ---Validation accuracy:--- 0.8206 Validation Loss: 0.6089884
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 1.2489197 ---Validation accuracy:--- 0.7066 Validation Loss: 1.3457074
Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.77903473 ---Validation accuracy:--- 0.6532 Validation Loss: 0.9916951
Epoch: 0 ---Training accuracy:--- 0.76 Training Loss: 0.8359366 ---Validation accuracy:--- 0.7896 Validation Loss: 0.76656425
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.57024103 ---Validation accuracy:--- 0.7708 Validation Loss: 0.7196716
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.50043786 ---Validation accuracy:--- 0.781 Validation Loss: 0.70663846
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.46707335 ---Validation accuracy:--- 0.7924 Validation Loss: 0.63567805
Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.5104046 ---Validation accuracy:--- 0.7684 Validation Loss: 0.68880755
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.41234457 ---Validation accuracy:--- 0.8362 Validation Loss: 0.6105073
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.64191544 ---Validation accuracy:--- 0.748 Validation Loss: 0.8233234
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.7074667 ---Validation accuracy:--- 0.7696 Validation Loss: 0.8430855
Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.56812745 ---Validation accuracy:--- 0.8032 Validation Loss: 0.59813535
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.38406968 ---Validation accuracy:--- 0.8684 Validation Loss: 0.50085396
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.34049988 ---Validation accuracy:--- 0.8756 Validation Loss: 0.45680514
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.67720854 ---Validation accuracy:--- 0.8162 Validation Loss: 0.6189707
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.74020475 ---Validation accuracy:--- 0.8082 Validation Loss: 0.64403176
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.35633117 ---Validation accuracy:--- 0.856 Validation Loss: 0.49824718
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.37993222 ---Validation accuracy:--- 0.8872 Validation Loss: 0.42535684
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2983263 ---Validation accuracy:--- 0.8876 Validation Loss: 0.4133358
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.273288 ---Validation accuracy:--- 0.8886 Validation Loss: 0.42853838
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.26822576 ---Validation accuracy:--- 0.8764 Validation Loss: 0.43840513
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.24101484 ---Validation accuracy:--- 0.891 Validation Loss: 0.3911243
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2945127 ---Validation accuracy:--- 0.8878 Validation Loss: 0.40282002
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.39982057 ---Validation accuracy:--- 0.8862 Validation Loss: 0.40102667
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.308808 ---Validation accuracy:--- 0.8806 Validation Loss: 0.44522384
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.28414857 ---Validation accuracy:--- 0.877 Validation Loss: 0.44022465
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23696107 ---Validation accuracy:--- 0.8974 Validation Loss: 0.38052234
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.41298652 ---Validation accuracy:--- 0.8828 Validation Loss: 0.42438683
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.5016044 ---Validation accuracy:--- 0.8392 Validation Loss: 0.56313986
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.33846962 ---Validation accuracy:--- 0.85 Validation Loss: 0.5178951
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.6842889 ---Validation accuracy:--- 0.7894 Validation Loss: 0.7271538
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.46726394 ---Validation accuracy:--- 0.7678 Validation Loss: 0.71042824
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23735617 ---Validation accuracy:--- 0.8878 Validation Loss: 0.42083976
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20689656 ---Validation accuracy:--- 0.8988 Validation Loss: 0.3684711
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.31434405 ---Validation accuracy:--- 0.8924 Validation Loss: 0.3944144
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.35296035 ---Validation accuracy:--- 0.8692 Validation Loss: 0.4491141
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.37501657 ---Validation accuracy:--- 0.883 Validation Loss: 0.433862
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.38505355 ---Validation accuracy:--- 0.8688 Validation Loss: 0.44658858
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.25998282 ---Validation accuracy:--- 0.8914 Validation Loss: 0.38815746
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14999576 ---Validation accuracy:--- 0.899 Validation Loss: 0.36019716
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.37086165 ---Validation accuracy:--- 0.8776 Validation Loss: 0.42762706
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.26461744 ---Validation accuracy:--- 0.873 Validation Loss: 0.44064218
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.3525297 ---Validation accuracy:--- 0.8662 Validation Loss: 0.45616513
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.41134885 ---Validation accuracy:--- 0.8458 Validation Loss: 0.5339511
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.6493787 ---Validation accuracy:--- 0.8604 Validation Loss: 0.53321296
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.38881433 ---Validation accuracy:--- 0.8842 Validation Loss: 0.4219525
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.23207432 ---Validation accuracy:--- 0.8986 Validation Loss: 0.36526766
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.44007316 ---Validation accuracy:--- 0.8166 Validation Loss: 0.6431187
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.47064662 ---Validation accuracy:--- 0.8516 Validation Loss: 0.5234941
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.38542458 ---Validation accuracy:--- 0.8822 Validation Loss: 0.40254784
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.51771015 ---Validation accuracy:--- 0.8734 Validation Loss: 0.45485127
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.28623486 ---Validation accuracy:--- 0.8822 Validation Loss: 0.40112203
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.22143188 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3505478
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.3021035 ---Validation accuracy:--- 0.8946 Validation Loss: 0.38499525
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2450776 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33773768
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.25391635 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3617278
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.21393761 ---Validation accuracy:--- 0.8946 Validation Loss: 0.3574151
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.27666354 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3353185
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.25669885 ---Validation accuracy:--- 0.8834 Validation Loss: 0.41377416
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.25281087 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35969874
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.3939246 ---Validation accuracy:--- 0.8664 Validation Loss: 0.45527968
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.25626004 ---Validation accuracy:--- 0.8846 Validation Loss: 0.4025934
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.21298972 ---Validation accuracy:--- 0.894 Validation Loss: 0.38798743
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.24879189 ---Validation accuracy:--- 0.8858 Validation Loss: 0.40902406
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.36883858 ---Validation accuracy:--- 0.895 Validation Loss: 0.36456996
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.12528054 ---Validation accuracy:--- 0.913 Validation Loss: 0.3091126
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19046216 ---Validation accuracy:--- 0.902 Validation Loss: 0.34456158
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14367175 ---Validation accuracy:--- 0.9146 Validation Loss: 0.30695483
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14762692 ---Validation accuracy:--- 0.901 Validation Loss: 0.345743
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.18201464 ---Validation accuracy:--- 0.8982 Validation Loss: 0.3575162
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.38894895 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3211269
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15844478 ---Validation accuracy:--- 0.9028 Validation Loss: 0.33480567
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.228962 ---Validation accuracy:--- 0.824 Validation Loss: 0.55486774
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.23719597 ---Validation accuracy:--- 0.886 Validation Loss: 0.36861166
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.30701405 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3256526
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2036023 ---Validation accuracy:--- 0.9168 Validation Loss: 0.31376514
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15735056 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29967293
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14995943 ---Validation accuracy:--- 0.917 Validation Loss: 0.29934576
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.175511 ---Validation accuracy:--- 0.9082 Validation Loss: 0.3289766
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.26226777 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34014374
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.26973447 ---Validation accuracy:--- 0.8966 Validation Loss: 0.37563145
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.28346965 ---Validation accuracy:--- 0.876 Validation Loss: 0.41192245
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.30014297 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30084372
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.10043917 ---Validation accuracy:--- 0.909 Validation Loss: 0.3152732
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.2784549 ---Validation accuracy:--- 0.9064 Validation Loss: 0.3229313
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.27796137 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3232644
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.20467274 ---Validation accuracy:--- 0.9114 Validation Loss: 0.3165064
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.30759004 ---Validation accuracy:--- 0.9086 Validation Loss: 0.32561883
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.27463228 ---Validation accuracy:--- 0.8912 Validation Loss: 0.39146182
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.2766628 ---Validation accuracy:--- 0.8834 Validation Loss: 0.39345214
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.24247749 ---Validation accuracy:--- 0.9172 Validation Loss: 0.31726202
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.12730509 ---Validation accuracy:--- 0.9142 Validation Loss: 0.30362743
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23858085 ---Validation accuracy:--- 0.8892 Validation Loss: 0.36945596
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.34389675 ---Validation accuracy:--- 0.9046 Validation Loss: 0.34348798
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19998252 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29969755
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.0980145 ---Validation accuracy:--- 0.9218 Validation Loss: 0.28839368
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.108863264 ---Validation accuracy:--- 0.9006 Validation Loss: 0.34524894
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.27498645 ---Validation accuracy:--- 0.915 Validation Loss: 0.3143615
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.42351165 ---Validation accuracy:--- 0.874 Validation Loss: 0.4109536
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.24934469 ---Validation accuracy:--- 0.8798 Validation Loss: 0.4100549
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3593419 ---Validation accuracy:--- 0.9102 Validation Loss: 0.33894828
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.41123047 ---Validation accuracy:--- 0.8676 Validation Loss: 0.46054336
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2275151 ---Validation accuracy:--- 0.9 Validation Loss: 0.34794506
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.42031372 ---Validation accuracy:--- 0.8974 Validation Loss: 0.3835086
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.18133202 ---Validation accuracy:--- 0.918 Validation Loss: 0.30105424
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.3616629 ---Validation accuracy:--- 0.891 Validation Loss: 0.39872718
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.31401148 ---Validation accuracy:--- 0.8688 Validation Loss: 0.48546654
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20542634 ---Validation accuracy:--- 0.9116 Validation Loss: 0.34722182
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.18953945 ---Validation accuracy:--- 0.9222 Validation Loss: 0.28892726
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.15348674 ---Validation accuracy:--- 0.9248 Validation Loss: 0.278601
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.210437 ---Validation accuracy:--- 0.906 Validation Loss: 0.31887352
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.27070943 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3291737
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17211518 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29635203
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.13191895 ---Validation accuracy:--- 0.9252 Validation Loss: 0.27080587
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2005581 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30298126
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11377147 ---Validation accuracy:--- 0.9184 Validation Loss: 0.2879341
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.34554684 ---Validation accuracy:--- 0.8882 Validation Loss: 0.39169693
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2755135 ---Validation accuracy:--- 0.877 Validation Loss: 0.452183
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.47143117 ---Validation accuracy:--- 0.8744 Validation Loss: 0.44708213
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19079018 ---Validation accuracy:--- 0.9008 Validation Loss: 0.3481854
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.25851285 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31552413
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14393675 ---Validation accuracy:--- 0.9194 Validation Loss: 0.2977515
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.15148228 ---Validation accuracy:--- 0.9206 Validation Loss: 0.28275245
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.19071458 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3167837
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.08490471 ---Validation accuracy:--- 0.9134 Validation Loss: 0.29844967
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.22399631 ---Validation accuracy:--- 0.88 Validation Loss: 0.4171655
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.4073063 ---Validation accuracy:--- 0.8558 Validation Loss: 0.502354
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.44041938 ---Validation accuracy:--- 0.8256 Validation Loss: 0.60752296
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23215157 ---Validation accuracy:--- 0.8586 Validation Loss: 0.487892
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.40862006 ---Validation accuracy:--- 0.9054 Validation Loss: 0.35497975
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.21985441 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3588751
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.26156473 ---Validation accuracy:--- 0.9238 Validation Loss: 0.30111733
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.14685439 ---Validation accuracy:--- 0.9174 Validation Loss: 0.31604862
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.29000685 ---Validation accuracy:--- 0.8972 Validation Loss: 0.38898405
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.20932904 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33422908
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.45322257 ---Validation accuracy:--- 0.8666 Validation Loss: 0.4633107
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.19072136 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29434642
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.30292556 ---Validation accuracy:--- 0.9226 Validation Loss: 0.30358198
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19928157 ---Validation accuracy:--- 0.9178 Validation Loss: 0.3110369
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.24947271 ---Validation accuracy:--- 0.9214 Validation Loss: 0.30110297
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14159083 ---Validation accuracy:--- 0.9246 Validation Loss: 0.28460655
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22488481 ---Validation accuracy:--- 0.9184 Validation Loss: 0.2933915
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.107415944 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2812909
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.18055935 ---Validation accuracy:--- 0.9262 Validation Loss: 0.2703605
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.18556172 ---Validation accuracy:--- 0.9286 Validation Loss: 0.2656868
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.20166913 ---Validation accuracy:--- 0.9202 Validation Loss: 0.27397415
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.1393652 ---Validation accuracy:--- 0.9256 Validation Loss: 0.26810715
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.22338815 ---Validation accuracy:--- 0.92 Validation Loss: 0.2898624
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2621892 ---Validation accuracy:--- 0.888 Validation Loss: 0.39180434
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.29552346 ---Validation accuracy:--- 0.9 Validation Loss: 0.37496367
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.31817225 ---Validation accuracy:--- 0.8496 Validation Loss: 0.526167
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.20693542 ---Validation accuracy:--- 0.9164 Validation Loss: 0.32066998
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2423351 ---Validation accuracy:--- 0.8932 Validation Loss: 0.3964496
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.2611164 ---Validation accuracy:--- 0.8682 Validation Loss: 0.50721943
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.30350116 ---Validation accuracy:--- 0.8744 Validation Loss: 0.4206036
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.39970076 ---Validation accuracy:--- 0.8698 Validation Loss: 0.42519337
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.16179699 ---Validation accuracy:--- 0.9162 Validation Loss: 0.31922472
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19426332 ---Validation accuracy:--- 0.9234 Validation Loss: 0.27940714
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.22075848 ---Validation accuracy:--- 0.929 Validation Loss: 0.26261175
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.17622918 ---Validation accuracy:--- 0.9108 Validation Loss: 0.31297106
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.32046568 ---Validation accuracy:--- 0.9228 Validation Loss: 0.28429124
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17594498 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29397276
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2595134 ---Validation accuracy:--- 0.9268 Validation Loss: 0.25804272
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15575843 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32537782
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.23952083 ---Validation accuracy:--- 0.903 Validation Loss: 0.349349
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.42576233 ---Validation accuracy:--- 0.838 Validation Loss: 0.56978613
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.23058757 ---Validation accuracy:--- 0.875 Validation Loss: 0.46459824
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.33830002 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29736763
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.15421277 ---Validation accuracy:--- 0.9252 Validation Loss: 0.2770106
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17318739 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2831994
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.08131517 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25330162
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.121745855 ---Validation accuracy:--- 0.9302 Validation Loss: 0.2573985
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.18395108 ---Validation accuracy:--- 0.9248 Validation Loss: 0.26104817
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.18878528 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2812718
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.10702248 ---Validation accuracy:--- 0.9134 Validation Loss: 0.32211897
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.1458168 ---Validation accuracy:--- 0.9214 Validation Loss: 0.27508783
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.09581423 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31010723
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1612886 ---Validation accuracy:--- 0.9274 Validation Loss: 0.25965565
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11305992 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23658393
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.103422835 ---Validation accuracy:--- 0.9272 Validation Loss: 0.26137397
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.19133444 ---Validation accuracy:--- 0.9088 Validation Loss: 0.34420484
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11638091 ---Validation accuracy:--- 0.9234 Validation Loss: 0.27843526
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.36536172 ---Validation accuracy:--- 0.886 Validation Loss: 0.39779723
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17838477 ---Validation accuracy:--- 0.9156 Validation Loss: 0.2895705
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.24620041 ---Validation accuracy:--- 0.9184 Validation Loss: 0.28571182
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.13033134 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29062116
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14703055 ---Validation accuracy:--- 0.9158 Validation Loss: 0.29634145
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16394547 ---Validation accuracy:--- 0.9192 Validation Loss: 0.2894034
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23989564 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30092525
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.07265546 ---Validation accuracy:--- 0.929 Validation Loss: 0.2682897
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.13558522 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26413506
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.26893616 ---Validation accuracy:--- 0.916 Validation Loss: 0.31895298
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.20926951 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2472047
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.07102322 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25237513
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14366496 ---Validation accuracy:--- 0.9208 Validation Loss: 0.28934076
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.06113372 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26031056
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17768364 ---Validation accuracy:--- 0.916 Validation Loss: 0.29144415
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.7648256 ---Validation accuracy:--- 0.8246 Validation Loss: 0.7648776
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.3274492 ---Validation accuracy:--- 0.8772 Validation Loss: 0.4322386
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20146988 ---Validation accuracy:--- 0.901 Validation Loss: 0.36814445
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.36877146 ---Validation accuracy:--- 0.8676 Validation Loss: 0.4663512
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12917411 ---Validation accuracy:--- 0.907 Validation Loss: 0.34247598
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2096323 ---Validation accuracy:--- 0.907 Validation Loss: 0.33584088
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15405744 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29280713
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19484363 ---Validation accuracy:--- 0.925 Validation Loss: 0.28080675
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.11034386 ---Validation accuracy:--- 0.9284 Validation Loss: 0.27058062
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.09801877 ---Validation accuracy:--- 0.93 Validation Loss: 0.26653287
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.17908531 ---Validation accuracy:--- 0.9286 Validation Loss: 0.27568427
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.1846257 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3245959
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.23746708 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3379961
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2507884 ---Validation accuracy:--- 0.9148 Validation Loss: 0.30593964
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.303889 ---Validation accuracy:--- 0.8892 Validation Loss: 0.4021523
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19543183 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2872897
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.09256931 ---Validation accuracy:--- 0.929 Validation Loss: 0.26510584
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.23608911 ---Validation accuracy:--- 0.9322 Validation Loss: 0.254189
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.049320813 ---Validation accuracy:--- 0.9344 Validation Loss: 0.23732495
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2514748 ---Validation accuracy:--- 0.9172 Validation Loss: 0.2919647
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14211737 ---Validation accuracy:--- 0.9258 Validation Loss: 0.27503064
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.15281625 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25535533
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.21822986 ---Validation accuracy:--- 0.9316 Validation Loss: 0.2547893
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.13019647 ---Validation accuracy:--- 0.9362 Validation Loss: 0.231473
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.20761791 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33742616
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22308369 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30417526
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11464517 ---Validation accuracy:--- 0.925 Validation Loss: 0.26679933
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.1931179 ---Validation accuracy:--- 0.9038 Validation Loss: 0.36222377
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.39395663 ---Validation accuracy:--- 0.8986 Validation Loss: 0.37909847
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17483573 ---Validation accuracy:--- 0.9324 Validation Loss: 0.2566324
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.21590322 ---Validation accuracy:--- 0.9036 Validation Loss: 0.34256622
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.080350764 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2537273
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19613414 ---Validation accuracy:--- 0.9178 Validation Loss: 0.2849518
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.2925945 ---Validation accuracy:--- 0.8924 Validation Loss: 0.38720033
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.56915915 ---Validation accuracy:--- 0.862 Validation Loss: 0.60101247
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.31514996 ---Validation accuracy:--- 0.8954 Validation Loss: 0.37493312
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2202392 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31861806
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.15319434 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26890868
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.15925576 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2627522
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.21421602 ---Validation accuracy:--- 0.9232 Validation Loss: 0.28173476
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.14637281 ---Validation accuracy:--- 0.9248 Validation Loss: 0.27403304
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2236078 ---Validation accuracy:--- 0.8694 Validation Loss: 0.42865756
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.4949529 ---Validation accuracy:--- 0.8348 Validation Loss: 0.6283189
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.382556 ---Validation accuracy:--- 0.9174 Validation Loss: 0.34641305
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.15133666 ---Validation accuracy:--- 0.93 Validation Loss: 0.26946723
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.1969368 ---Validation accuracy:--- 0.9266 Validation Loss: 0.29595336
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.17446063 ---Validation accuracy:--- 0.9344 Validation Loss: 0.25339144
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.1990187 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25511917
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17064743 ---Validation accuracy:--- 0.927 Validation Loss: 0.27707055
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.23438567 ---Validation accuracy:--- 0.9298 Validation Loss: 0.25948447
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.15313442 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23979026
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16298187 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23988858
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.0853042 ---Validation accuracy:--- 0.933 Validation Loss: 0.24002632
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12841785 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23588257
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.23252848 ---Validation accuracy:--- 0.9238 Validation Loss: 0.2826948
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.09915457 ---Validation accuracy:--- 0.9332 Validation Loss: 0.25087437
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14651509 ---Validation accuracy:--- 0.9296 Validation Loss: 0.26749554
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14243925 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22836052
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11015524 ---Validation accuracy:--- 0.9348 Validation Loss: 0.24032842
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.12642187 ---Validation accuracy:--- 0.9316 Validation Loss: 0.24851324
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.0784615 ---Validation accuracy:--- 0.9262 Validation Loss: 0.25840598
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.091962144 ---Validation accuracy:--- 0.9356 Validation Loss: 0.23052715
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.21012604 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29073238
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.21223661 ---Validation accuracy:--- 0.915 Validation Loss: 0.31297922
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1838717 ---Validation accuracy:--- 0.932 Validation Loss: 0.2368763
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.15893848 ---Validation accuracy:--- 0.9264 Validation Loss: 0.27182984
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.26285684 ---Validation accuracy:--- 0.9314 Validation Loss: 0.26297167
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11609652 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2552056
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16806774 ---Validation accuracy:--- 0.9262 Validation Loss: 0.29458612
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2583709 ---Validation accuracy:--- 0.9238 Validation Loss: 0.28689596
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17980948 ---Validation accuracy:--- 0.9306 Validation Loss: 0.25299588
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.058703948 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22871453
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.21711163 ---Validation accuracy:--- 0.9304 Validation Loss: 0.25162944
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16470364 ---Validation accuracy:--- 0.9308 Validation Loss: 0.24976887
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.08372992 ---Validation accuracy:--- 0.933 Validation Loss: 0.23809941
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.13031694 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22977579
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.17096397 ---Validation accuracy:--- 0.9338 Validation Loss: 0.23470701
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.07898536 ---Validation accuracy:--- 0.9318 Validation Loss: 0.24425887
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2403713 ---Validation accuracy:--- 0.9132 Validation Loss: 0.33090308
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16858512 ---Validation accuracy:--- 0.9336 Validation Loss: 0.23920268
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12494087 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22463955
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.09542609 ---Validation accuracy:--- 0.9318 Validation Loss: 0.25188258
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.10272537 ---Validation accuracy:--- 0.939 Validation Loss: 0.22638409
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.12857747 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2201049
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.113084644 ---Validation accuracy:--- 0.939 Validation Loss: 0.22766387
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.15560043 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22000447
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17545672 ---Validation accuracy:--- 0.9312 Validation Loss: 0.24619207
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.12921165 ---Validation accuracy:--- 0.9298 Validation Loss: 0.24353388
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.10942963 ---Validation accuracy:--- 0.9224 Validation Loss: 0.28897008
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16514014 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31474724
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.12926933 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22512305
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.088237 ---Validation accuracy:--- 0.9372 Validation Loss: 0.22614118
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.0711683 ---Validation accuracy:--- 0.937 Validation Loss: 0.23162846
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.075041436 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24289748
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.058709517 ---Validation accuracy:--- 0.929 Validation Loss: 0.2499154
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.10253117 ---Validation accuracy:--- 0.9326 Validation Loss: 0.24835347
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1522374 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2496781
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.13370094 ---Validation accuracy:--- 0.9324 Validation Loss: 0.25655
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15213206 ---Validation accuracy:--- 0.92 Validation Loss: 0.29711306
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12301261 ---Validation accuracy:--- 0.9422 Validation Loss: 0.22348803
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.078438215 ---Validation accuracy:--- 0.941 Validation Loss: 0.22073096
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.18140174 ---Validation accuracy:--- 0.9302 Validation Loss: 0.26525587
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.0624494 ---Validation accuracy:--- 0.939 Validation Loss: 0.2260126
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.0792583 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23859173
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.10615501 ---Validation accuracy:--- 0.9224 Validation Loss: 0.2771815
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.117575645 ---Validation accuracy:--- 0.936 Validation Loss: 0.23042458
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15537362 ---Validation accuracy:--- 0.9388 Validation Loss: 0.21836972
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.072048835 ---Validation accuracy:--- 0.9412 Validation Loss: 0.22463687
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17522357 ---Validation accuracy:--- 0.9424 Validation Loss: 0.2152962
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11052305 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20902674
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.1194788 ---Validation accuracy:--- 0.939 Validation Loss: 0.22196035
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.15542303 ---Validation accuracy:--- 0.9334 Validation Loss: 0.24988547
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.08420957 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22822642
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.120381616 ---Validation accuracy:--- 0.941 Validation Loss: 0.2156158
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.068970725 ---Validation accuracy:--- 0.9428 Validation Loss: 0.21368794
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11544732 ---Validation accuracy:--- 0.941 Validation Loss: 0.21810149
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.04949409 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22783647
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.14785391 ---Validation accuracy:--- 0.9308 Validation Loss: 0.24012084
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.041442126 ---Validation accuracy:--- 0.9356 Validation Loss: 0.24658448
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14521013 ---Validation accuracy:--- 0.9378 Validation Loss: 0.23372805
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.11675686 ---Validation accuracy:--- 0.9362 Validation Loss: 0.23293774
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14495635 ---Validation accuracy:--- 0.9434 Validation Loss: 0.21398938
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.11829733 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22116788
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.08124759 ---Validation accuracy:--- 0.9412 Validation Loss: 0.22099824
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.06495557 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21733399
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.22552009 ---Validation accuracy:--- 0.9308 Validation Loss: 0.25676864
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.16229035 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21767806
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.103393935 ---Validation accuracy:--- 0.941 Validation Loss: 0.21390662
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.1259848 ---Validation accuracy:--- 0.9386 Validation Loss: 0.22616047
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.16278568 ---Validation accuracy:--- 0.9368 Validation Loss: 0.23019807
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.23043175 ---Validation accuracy:--- 0.8998 Validation Loss: 0.34958765
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11655787 ---Validation accuracy:--- 0.9306 Validation Loss: 0.2704534
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.16538022 ---Validation accuracy:--- 0.9284 Validation Loss: 0.25312313
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.09464593 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21830027
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.16620989 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2388541
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14741425 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22188093
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15416412 ---Validation accuracy:--- 0.9392 Validation Loss: 0.22496602
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.09212921 ---Validation accuracy:--- 0.9366 Validation Loss: 0.22695996
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.08587226 ---Validation accuracy:--- 0.9402 Validation Loss: 0.2234082
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.10603907 ---Validation accuracy:--- 0.9378 Validation Loss: 0.2223103
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.10095551 ---Validation accuracy:--- 0.941 Validation Loss: 0.20831184
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.13056338 ---Validation accuracy:--- 0.9342 Validation Loss: 0.22887236
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.10357758 ---Validation accuracy:--- 0.944 Validation Loss: 0.20556934
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.19221249 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23046638
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.031579286 ---Validation accuracy:--- 0.944 Validation Loss: 0.21071462
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.0499006 ---Validation accuracy:--- 0.944 Validation Loss: 0.20109434
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.1248407 ---Validation accuracy:--- 0.9398 Validation Loss: 0.21567579
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.14142957 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20589854
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.13267866 ---Validation accuracy:--- 0.9432 Validation Loss: 0.20284206
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.07403921 ---Validation accuracy:--- 0.9446 Validation Loss: 0.203196
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.060258724 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19750935
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.13632523 ---Validation accuracy:--- 0.93 Validation Loss: 0.24476402
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15588923 ---Validation accuracy:--- 0.9352 Validation Loss: 0.23105566
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.08831696 ---Validation accuracy:--- 0.936 Validation Loss: 0.22328687
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.10638975 ---Validation accuracy:--- 0.9368 Validation Loss: 0.21970381
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.13340078 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20955364
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.2882553 ---Validation accuracy:--- 0.932 Validation Loss: 0.23657942
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.12138418 ---Validation accuracy:--- 0.9384 Validation Loss: 0.22574507
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.057432964 ---Validation accuracy:--- 0.9406 Validation Loss: 0.22041856
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.14518881 ---Validation accuracy:--- 0.9222 Validation Loss: 0.27877587
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.3299878 ---Validation accuracy:--- 0.898 Validation Loss: 0.34994194
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12545954 ---Validation accuracy:--- 0.9412 Validation Loss: 0.2139462
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1410397 ---Validation accuracy:--- 0.9288 Validation Loss: 0.24362883
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.24245125 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23280649
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.13874646 ---Validation accuracy:--- 0.9404 Validation Loss: 0.22080302
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.29096648 ---Validation accuracy:--- 0.943 Validation Loss: 0.21143506
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.15390927 ---Validation accuracy:--- 0.9286 Validation Loss: 0.24847099
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10725103 ---Validation accuracy:--- 0.9302 Validation Loss: 0.23724882
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19509304 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20963745
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.09643864 ---Validation accuracy:--- 0.9442 Validation Loss: 0.20334429
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.17772117 ---Validation accuracy:--- 0.9346 Validation Loss: 0.22335063
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06901948 ---Validation accuracy:--- 0.943 Validation Loss: 0.20612329
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.08282321 ---Validation accuracy:--- 0.9456 Validation Loss: 0.20000717
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14655165 ---Validation accuracy:--- 0.9418 Validation Loss: 0.2159792
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1483097 ---Validation accuracy:--- 0.932 Validation Loss: 0.24404922
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11354705 ---Validation accuracy:--- 0.92 Validation Loss: 0.2897963
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.1195133 ---Validation accuracy:--- 0.931 Validation Loss: 0.25313148
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09933665 ---Validation accuracy:--- 0.941 Validation Loss: 0.20498413
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08203673 ---Validation accuracy:--- 0.9342 Validation Loss: 0.23352548
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.05521122 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21811923
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.067903005 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21778311
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10945158 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20296174
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12123772 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20338142
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11744514 ---Validation accuracy:--- 0.9382 Validation Loss: 0.2219672
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.082433745 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24435508
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.10229525 ---Validation accuracy:--- 0.9318 Validation Loss: 0.2454062
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1363723 ---Validation accuracy:--- 0.9284 Validation Loss: 0.25017682
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13383207 ---Validation accuracy:--- 0.934 Validation Loss: 0.23375574
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1657159 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2673867
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10749307 ---Validation accuracy:--- 0.924 Validation Loss: 0.27506557
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.18633837 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26438925
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.23089704 ---Validation accuracy:--- 0.9302 Validation Loss: 0.24397308
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.086146004 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21854036
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09717593 ---Validation accuracy:--- 0.9322 Validation Loss: 0.24532707
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1050886 ---Validation accuracy:--- 0.936 Validation Loss: 0.22627869
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09473706 ---Validation accuracy:--- 0.942 Validation Loss: 0.2123184
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.09408827 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20310171
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.071864404 ---Validation accuracy:--- 0.9466 Validation Loss: 0.20567764
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.06468099 ---Validation accuracy:--- 0.9376 Validation Loss: 0.22583194
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.22256932 ---Validation accuracy:--- 0.9074 Validation Loss: 0.3214208
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.41551435 ---Validation accuracy:--- 0.908 Validation Loss: 0.3359002
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14364181 ---Validation accuracy:--- 0.932 Validation Loss: 0.24742441
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07323248 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21261208
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18331018 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22053799
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.118929975 ---Validation accuracy:--- 0.942 Validation Loss: 0.20872115
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.06789972 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22602604
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16048717 ---Validation accuracy:--- 0.94 Validation Loss: 0.2193966
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.20465487 ---Validation accuracy:--- 0.946 Validation Loss: 0.19569004
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07382769 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19947632
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16079693 ---Validation accuracy:--- 0.9416 Validation Loss: 0.21139988
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12110431 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20689526
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08117774 ---Validation accuracy:--- 0.9324 Validation Loss: 0.23290431
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14598607 ---Validation accuracy:--- 0.942 Validation Loss: 0.20794995
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08373223 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19977795
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09542672 ---Validation accuracy:--- 0.9332 Validation Loss: 0.23447481
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.064365685 ---Validation accuracy:--- 0.9352 Validation Loss: 0.24028638
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18691687 ---Validation accuracy:--- 0.9112 Validation Loss: 0.30298492
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.14875677 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22685273
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18098475 ---Validation accuracy:--- 0.9284 Validation Loss: 0.25545
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19817755 ---Validation accuracy:--- 0.9346 Validation Loss: 0.2396607
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17296717 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21403381
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16713808 ---Validation accuracy:--- 0.9374 Validation Loss: 0.22614326
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1503305 ---Validation accuracy:--- 0.9438 Validation Loss: 0.20454343
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.07983791 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19956209
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.053054534 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19718765
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.083871216 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1911217
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.043428823 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19121493
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.0927885 ---Validation accuracy:--- 0.924 Validation Loss: 0.24145707
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0911945 ---Validation accuracy:--- 0.943 Validation Loss: 0.20753369
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.20334621 ---Validation accuracy:--- 0.9362 Validation Loss: 0.23342566
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.13758944 ---Validation accuracy:--- 0.939 Validation Loss: 0.20912503
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19181892 ---Validation accuracy:--- 0.938 Validation Loss: 0.22096486
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10711435 ---Validation accuracy:--- 0.9398 Validation Loss: 0.2287772
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.045156837 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20604879
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17701969 ---Validation accuracy:--- 0.9282 Validation Loss: 0.26212722
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.28347617 ---Validation accuracy:--- 0.9388 Validation Loss: 0.2091981
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.096448176 ---Validation accuracy:--- 0.943 Validation Loss: 0.19958594
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13330299 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18921104
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13342237 ---Validation accuracy:--- 0.9436 Validation Loss: 0.20362055
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.098019265 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21402393
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11938477 ---Validation accuracy:--- 0.9356 Validation Loss: 0.2230861
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1333134 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20705351
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11567886 ---Validation accuracy:--- 0.9196 Validation Loss: 0.25729898
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.19818702 ---Validation accuracy:--- 0.945 Validation Loss: 0.20447442
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16803332 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20274432
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17820112 ---Validation accuracy:--- 0.939 Validation Loss: 0.20993917
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.1858945 ---Validation accuracy:--- 0.9296 Validation Loss: 0.23568615
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1521791 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19426462
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0829089 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19963272
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06826159 ---Validation accuracy:--- 0.9326 Validation Loss: 0.23737295
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08458023 ---Validation accuracy:--- 0.9436 Validation Loss: 0.2120031
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10343071 ---Validation accuracy:--- 0.942 Validation Loss: 0.21351047
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19610053 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22865272
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10005747 ---Validation accuracy:--- 0.942 Validation Loss: 0.21823259
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07032039 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21421283
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15252522 ---Validation accuracy:--- 0.9326 Validation Loss: 0.25120988
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.2075441 ---Validation accuracy:--- 0.9484 Validation Loss: 0.19336331
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12035942 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21256453
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.084542796 ---Validation accuracy:--- 0.9216 Validation Loss: 0.26162946
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12536561 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20871954
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.057597913 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19453362
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.079193994 ---Validation accuracy:--- 0.9458 Validation Loss: 0.20101926
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.061057378 ---Validation accuracy:--- 0.9396 Validation Loss: 0.22198474
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.23578335 ---Validation accuracy:--- 0.8866 Validation Loss: 0.3412754
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.069406666 ---Validation accuracy:--- 0.9452 Validation Loss: 0.21613868
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14963885 ---Validation accuracy:--- 0.943 Validation Loss: 0.20694202
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.089230426 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21789053
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10106631 ---Validation accuracy:--- 0.9482 Validation Loss: 0.20095436
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1608724 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21284488
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06763668 ---Validation accuracy:--- 0.9432 Validation Loss: 0.191497
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05317317 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19741851
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.12707534 ---Validation accuracy:--- 0.926 Validation Loss: 0.26702094
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1907118 ---Validation accuracy:--- 0.9492 Validation Loss: 0.19339502
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.100340635 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19831635
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07569447 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1788395
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.2020288 ---Validation accuracy:--- 0.9308 Validation Loss: 0.23316884
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08409224 ---Validation accuracy:--- 0.943 Validation Loss: 0.2010779
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08527138 ---Validation accuracy:--- 0.9452 Validation Loss: 0.1946952
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15280841 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21794385
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14839298 ---Validation accuracy:--- 0.9464 Validation Loss: 0.19155617
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.061101474 ---Validation accuracy:--- 0.9428 Validation Loss: 0.2023197
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12135525 ---Validation accuracy:--- 0.9354 Validation Loss: 0.24666438
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08917635 ---Validation accuracy:--- 0.9452 Validation Loss: 0.1872325
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08169534 ---Validation accuracy:--- 0.9444 Validation Loss: 0.193977
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09897192 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19924664
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.12084736 ---Validation accuracy:--- 0.9422 Validation Loss: 0.20596074
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12340068 ---Validation accuracy:--- 0.946 Validation Loss: 0.19698918
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09600395 ---Validation accuracy:--- 0.943 Validation Loss: 0.19465613
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.083670884 ---Validation accuracy:--- 0.945 Validation Loss: 0.18983692
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13417767 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19328697
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13054492 ---Validation accuracy:--- 0.9404 Validation Loss: 0.21446946
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1547454 ---Validation accuracy:--- 0.9444 Validation Loss: 0.1999505
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.21812193 ---Validation accuracy:--- 0.9408 Validation Loss: 0.21531337
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10592105 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19144022
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.13010265 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20615478
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07204765 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19497015
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12878601 ---Validation accuracy:--- 0.9312 Validation Loss: 0.24288152
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1394144 ---Validation accuracy:--- 0.945 Validation Loss: 0.1995988
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.06528945 ---Validation accuracy:--- 0.9436 Validation Loss: 0.203517
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.09690881 ---Validation accuracy:--- 0.9314 Validation Loss: 0.25116253
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07494913 ---Validation accuracy:--- 0.9414 Validation Loss: 0.21686578
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10192194 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21184278
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06533109 ---Validation accuracy:--- 0.9372 Validation Loss: 0.23328589
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09675422 ---Validation accuracy:--- 0.941 Validation Loss: 0.20804551
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09000599 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19339128
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0714868 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19781451
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.075711936 ---Validation accuracy:--- 0.948 Validation Loss: 0.18969639
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07872923 ---Validation accuracy:--- 0.9466 Validation Loss: 0.19494197
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.045987558 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19432542
Epoch: 1 ---Training accuracy:--- 0.92 Training Loss: 0.20858799 ---Validation accuracy:--- 0.9302 Validation Loss: 0.23759136
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09785747 ---Validation accuracy:--- 0.944 Validation Loss: 0.19662131
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07414221 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18403485
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16246895 ---Validation accuracy:--- 0.9436 Validation Loss: 0.2006943
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.122022666 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22057915
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.098168686 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19772346
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.105234854 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19752891
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08700034 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19301938
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06578296 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20611411
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07434307 ---Validation accuracy:--- 0.929 Validation Loss: 0.2697207
Epoch: 1 ---Training accuracy:--- 0.9 Training Loss: 0.28723663 ---Validation accuracy:--- 0.9178 Validation Loss: 0.31615612
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.113809936 ---Validation accuracy:--- 0.9392 Validation Loss: 0.2197594
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.032052714 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19721974
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.045789793 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19626385
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.045553237 ---Validation accuracy:--- 0.948 Validation Loss: 0.1943612
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1013739 ---Validation accuracy:--- 0.9466 Validation Loss: 0.20136599
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12803757 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20777763
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15603952 ---Validation accuracy:--- 0.9196 Validation Loss: 0.28231815
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1442129 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19829096
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12842356 ---Validation accuracy:--- 0.942 Validation Loss: 0.2065823
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19759926 ---Validation accuracy:--- 0.937 Validation Loss: 0.21493894
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.055345874 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19815107
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05494234 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19813204
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11011732 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21042076
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10170082 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19493371
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13125466 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19733992
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.102947906 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19737458
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.1632308 ---Validation accuracy:--- 0.9412 Validation Loss: 0.19972038
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07856855 ---Validation accuracy:--- 0.9398 Validation Loss: 0.19868071
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09037666 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19672073
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.0768463 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18666328
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.08639008 ---Validation accuracy:--- 0.9348 Validation Loss: 0.21235411
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.15777119 ---Validation accuracy:--- 0.9416 Validation Loss: 0.20885351
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10809618 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20126377
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10331143 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18898636
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08534993 ---Validation accuracy:--- 0.948 Validation Loss: 0.18425609
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10800587 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18932366
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.05552317 ---Validation accuracy:--- 0.949 Validation Loss: 0.18072051
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09461668 ---Validation accuracy:--- 0.9402 Validation Loss: 0.21398632
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16568834 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20335323
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.088592835 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18357036
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09856884 ---Validation accuracy:--- 0.9424 Validation Loss: 0.20663948
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.18564169 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20881851
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13121836 ---Validation accuracy:--- 0.9456 Validation Loss: 0.19375806
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11776118 ---Validation accuracy:--- 0.947 Validation Loss: 0.19316335
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.095477924 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19813284
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06433709 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1719478
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.025875736 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16989115
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0531172 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16942748
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.039667692 ---Validation accuracy:--- 0.9476 Validation Loss: 0.17135398
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06590466 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18288457
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05982619 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17057338
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.050618526 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18244284
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08569708 ---Validation accuracy:--- 0.9454 Validation Loss: 0.18561362
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.050783247 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16895212
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.027048612 ---Validation accuracy:--- 0.9438 Validation Loss: 0.18332818
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12083245 ---Validation accuracy:--- 0.949 Validation Loss: 0.17610787
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02439697 ---Validation accuracy:--- 0.95 Validation Loss: 0.17488064
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11134917 ---Validation accuracy:--- 0.9332 Validation Loss: 0.22455396
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.114232 ---Validation accuracy:--- 0.937 Validation Loss: 0.21767195
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11724499 ---Validation accuracy:--- 0.9404 Validation Loss: 0.2027152
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14079481 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2276877
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14120628 ---Validation accuracy:--- 0.9306 Validation Loss: 0.24743496
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.16161968 ---Validation accuracy:--- 0.9436 Validation Loss: 0.19633597
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.060351048 ---Validation accuracy:--- 0.945 Validation Loss: 0.19825289
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.18278538 ---Validation accuracy:--- 0.9478 Validation Loss: 0.181857
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.053336006 ---Validation accuracy:--- 0.9338 Validation Loss: 0.23430571
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05492725 ---Validation accuracy:--- 0.948 Validation Loss: 0.18392622
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.081350714 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22652498
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06775421 ---Validation accuracy:--- 0.939 Validation Loss: 0.20921992
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.071180746 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18061407
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.074344605 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18623099
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17794918 ---Validation accuracy:--- 0.9398 Validation Loss: 0.20544536
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12349805 ---Validation accuracy:--- 0.9406 Validation Loss: 0.2014408
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.070528746 ---Validation accuracy:--- 0.9388 Validation Loss: 0.22358865
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06686772 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17805825
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.056774214 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17905247
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0621615 ---Validation accuracy:--- 0.9408 Validation Loss: 0.20809072
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10144312 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20315622
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014422219 ---Validation accuracy:--- 0.944 Validation Loss: 0.20118177
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.08453362 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19597773
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05290076 ---Validation accuracy:--- 0.9518 Validation Loss: 0.18008196
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08002394 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18792033
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07478528 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19939329
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.065812625 ---Validation accuracy:--- 0.9278 Validation Loss: 0.2521151
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09758398 ---Validation accuracy:--- 0.941 Validation Loss: 0.21542527
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.076468036 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21829687
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.100700065 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19848682
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12435422 ---Validation accuracy:--- 0.9444 Validation Loss: 0.2022029
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10220331 ---Validation accuracy:--- 0.9438 Validation Loss: 0.2107292
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1360592 ---Validation accuracy:--- 0.9302 Validation Loss: 0.23764825
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06005023 ---Validation accuracy:--- 0.9354 Validation Loss: 0.2240499
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.13118659 ---Validation accuracy:--- 0.9276 Validation Loss: 0.26452333
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16365568 ---Validation accuracy:--- 0.9044 Validation Loss: 0.3366183
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10763343 ---Validation accuracy:--- 0.9256 Validation Loss: 0.25340304
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10236733 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19731173
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.0742277 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19350545
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15978621 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18246579
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.12182379 ---Validation accuracy:--- 0.9292 Validation Loss: 0.26092637
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1412837 ---Validation accuracy:--- 0.9286 Validation Loss: 0.23763774
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07521503 ---Validation accuracy:--- 0.9404 Validation Loss: 0.2143918
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1344489 ---Validation accuracy:--- 0.9474 Validation Loss: 0.197416
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04670428 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18521136
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.097489014 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19101055
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1029862 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18707748
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.068158366 ---Validation accuracy:--- 0.9376 Validation Loss: 0.21870598
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13897002 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18414037
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.045751855 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18130691
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16804296 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19322066
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09692171 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17900954
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05140152 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17567539
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.070542835 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17611082
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10984602 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18564816
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07347431 ---Validation accuracy:--- 0.945 Validation Loss: 0.19031532
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16772155 ---Validation accuracy:--- 0.941 Validation Loss: 0.21398523
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1637875 ---Validation accuracy:--- 0.9448 Validation Loss: 0.19318414
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12635571 ---Validation accuracy:--- 0.942 Validation Loss: 0.19229673
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.025551327 ---Validation accuracy:--- 0.9472 Validation Loss: 0.18049438
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.029621802 ---Validation accuracy:--- 0.944 Validation Loss: 0.19286633
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.10616909 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18121423
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.07583612 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20345509
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10012222 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19442207
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.04872303 ---Validation accuracy:--- 0.95 Validation Loss: 0.17683668
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03236895 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16895564
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.072056375 ---Validation accuracy:--- 0.9474 Validation Loss: 0.19269909
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10796238 ---Validation accuracy:--- 0.9394 Validation Loss: 0.21719208
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.075313516 ---Validation accuracy:--- 0.9454 Validation Loss: 0.1944555
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0124236075 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1921406
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14846517 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18901165
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.07522895 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20357694
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.05811931 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18168078
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.043030728 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18727286
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.034301694 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17659815
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11556049 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18383406
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.114983365 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17989765
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.028532652 ---Validation accuracy:--- 0.9508 Validation Loss: 0.18339759
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15574695 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18408164
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07677103 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17142041
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03306053 ---Validation accuracy:--- 0.948 Validation Loss: 0.18806179
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.0780826 ---Validation accuracy:--- 0.928 Validation Loss: 0.25338086
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.038969282 ---Validation accuracy:--- 0.9308 Validation Loss: 0.23803957
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.037021074 ---Validation accuracy:--- 0.942 Validation Loss: 0.21355022
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.13386813 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20885848
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09882906 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19548066
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04486022 ---Validation accuracy:--- 0.944 Validation Loss: 0.20979401
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.06271922 ---Validation accuracy:--- 0.943 Validation Loss: 0.20112185
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.089497335 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18921243
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03895619 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17915435
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0806428 ---Validation accuracy:--- 0.9516 Validation Loss: 0.19180655
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11269911 ---Validation accuracy:--- 0.9462 Validation Loss: 0.20086035
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.06355222 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18360311
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.029706487 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16891135
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.089853115 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17707902
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12233976 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18430388
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.117492154 ---Validation accuracy:--- 0.9422 Validation Loss: 0.21065757
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08555692 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18142396
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02919239 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17369933
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19608505 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3251935
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.1265803 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1775011
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03755084 ---Validation accuracy:--- 0.952 Validation Loss: 0.1707756
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10938833 ---Validation accuracy:--- 0.943 Validation Loss: 0.20601246
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.2109881 ---Validation accuracy:--- 0.9444 Validation Loss: 0.20684057
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08743058 ---Validation accuracy:--- 0.943 Validation Loss: 0.2040388
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.038620733 ---Validation accuracy:--- 0.942 Validation Loss: 0.20480736
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.0708285 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17962204
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14666148 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17046377
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1122675 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16479628
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.048916385 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20382535
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04298128 ---Validation accuracy:--- 0.9384 Validation Loss: 0.2289758
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1319866 ---Validation accuracy:--- 0.9034 Validation Loss: 0.33466664
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.045202576 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18126154
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19064005 ---Validation accuracy:--- 0.9362 Validation Loss: 0.21461743
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.031153023 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18733346
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11529922 ---Validation accuracy:--- 0.9428 Validation Loss: 0.20597388
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05426007 ---Validation accuracy:--- 0.9488 Validation Loss: 0.1835934
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1322236 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19974305
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.04279954 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17720792
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.074830875 ---Validation accuracy:--- 0.945 Validation Loss: 0.185223
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.058687374 ---Validation accuracy:--- 0.9498 Validation Loss: 0.1826532
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.07062171 ---Validation accuracy:--- 0.948 Validation Loss: 0.18830957
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17112346 ---Validation accuracy:--- 0.9474 Validation Loss: 0.1807595
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09089647 ---Validation accuracy:--- 0.9402 Validation Loss: 0.19958296
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020390434 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1722762
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.0604025 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17581333
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08671486 ---Validation accuracy:--- 0.9484 Validation Loss: 0.1826252
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09811327 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19735087
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.19007635 ---Validation accuracy:--- 0.925 Validation Loss: 0.2867864
Epoch: 1 ---Training accuracy:--- 0.91 Training Loss: 0.2361373 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21777914
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0445433 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17433971
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.071989864 ---Validation accuracy:--- 0.9506 Validation Loss: 0.17509001
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05903785 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18392256
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020857811 ---Validation accuracy:--- 0.951 Validation Loss: 0.17687796
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07474026 ---Validation accuracy:--- 0.953 Validation Loss: 0.16296604
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07222384 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17094795
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.075665236 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16224651
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.16070251 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20261596
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.06246233 ---Validation accuracy:--- 0.9518 Validation Loss: 0.1791503
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.065301955 ---Validation accuracy:--- 0.948 Validation Loss: 0.19515474
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02951501 ---Validation accuracy:--- 0.9516 Validation Loss: 0.18012781
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0763842 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17060797
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08597376 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16980657
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.027328718 ---Validation accuracy:--- 0.951 Validation Loss: 0.17448014
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.10907392 ---Validation accuracy:--- 0.939 Validation Loss: 0.21586804
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.08594284 ---Validation accuracy:--- 0.9402 Validation Loss: 0.2073817
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.066474 ---Validation accuracy:--- 0.948 Validation Loss: 0.18254228
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.12190141 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18611516
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10551849 ---Validation accuracy:--- 0.9536 Validation Loss: 0.17620417
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.056865312 ---Validation accuracy:--- 0.946 Validation Loss: 0.19126013
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.04595876 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18393978
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.0671302 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18172228
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.024891196 ---Validation accuracy:--- 0.9484 Validation Loss: 0.173607
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.038747713 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18450609
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.06731203 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17145896
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0901159 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15989229
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11702713 ---Validation accuracy:--- 0.951 Validation Loss: 0.1718412
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0696418 ---Validation accuracy:--- 0.953 Validation Loss: 0.16512115
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07214519 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17355411
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.027780762 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16628195
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03183135 ---Validation accuracy:--- 0.949 Validation Loss: 0.18580575
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12661262 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16664147
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07390306 ---Validation accuracy:--- 0.949 Validation Loss: 0.17863165
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11304396 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17284258
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05136522 ---Validation accuracy:--- 0.9514 Validation Loss: 0.17719056
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12180886 ---Validation accuracy:--- 0.9314 Validation Loss: 0.2534866
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.0455162 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17714852
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06432997 ---Validation accuracy:--- 0.9346 Validation Loss: 0.2380833
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.02867652 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19123301
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10111278 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17503008
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05891265 ---Validation accuracy:--- 0.955 Validation Loss: 0.16015126
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04316268 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15714358
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08145482 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16042645
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.072066315 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15396756
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014324589 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15969418
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.109362066 ---Validation accuracy:--- 0.9396 Validation Loss: 0.21722107
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.088201515 ---Validation accuracy:--- 0.9472 Validation Loss: 0.1862814
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0529546 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17526005
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.021334061 ---Validation accuracy:--- 0.949 Validation Loss: 0.18883234
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0986322 ---Validation accuracy:--- 0.9426 Validation Loss: 0.21687037
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07647441 ---Validation accuracy:--- 0.938 Validation Loss: 0.22696523
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10951308 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18696822
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15474674 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20049971
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08802803 ---Validation accuracy:--- 0.9446 Validation Loss: 0.19923347
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19328967 ---Validation accuracy:--- 0.9284 Validation Loss: 0.2827462
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.103928976 ---Validation accuracy:--- 0.9432 Validation Loss: 0.22361077
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13736662 ---Validation accuracy:--- 0.949 Validation Loss: 0.18493806
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.053830713 ---Validation accuracy:--- 0.949 Validation Loss: 0.1797874
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.098913975 ---Validation accuracy:--- 0.944 Validation Loss: 0.1923028
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.086364955 ---Validation accuracy:--- 0.9438 Validation Loss: 0.199525
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.008878397 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1656577
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.052073803 ---Validation accuracy:--- 0.9426 Validation Loss: 0.20629829
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.07600773 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18288913
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.11282389 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16783686
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.064806275 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16736613
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.027285757 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17017458
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.15346399 ---Validation accuracy:--- 0.9406 Validation Loss: 0.21832666
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16338341 ---Validation accuracy:--- 0.9342 Validation Loss: 0.22852407
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04303193 ---Validation accuracy:--- 0.9428 Validation Loss: 0.19748314
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06558451 ---Validation accuracy:--- 0.9516 Validation Loss: 0.1690163
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0776278 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17559777
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.1738805 ---Validation accuracy:--- 0.952 Validation Loss: 0.17525397
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.15661141 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17019157
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.20578189 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18169428
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12592195 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17481226
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13632527 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1732434
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.123898104 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17514417
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.066696 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17313005
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.038807236 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18118872
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.087032616 ---Validation accuracy:--- 0.9412 Validation Loss: 0.21716003
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.06605132 ---Validation accuracy:--- 0.9492 Validation Loss: 0.18264976
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05671051 ---Validation accuracy:--- 0.9502 Validation Loss: 0.18286413
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0366894 ---Validation accuracy:--- 0.949 Validation Loss: 0.17873642
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.028008478 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17910185
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.11749039 ---Validation accuracy:--- 0.9278 Validation Loss: 0.24964488
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11608837 ---Validation accuracy:--- 0.9454 Validation Loss: 0.20031103
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.12879421 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19395845
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.024792347 ---Validation accuracy:--- 0.945 Validation Loss: 0.1883358
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.14660986 ---Validation accuracy:--- 0.948 Validation Loss: 0.18800797
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.088137604 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19240409
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04997934 ---Validation accuracy:--- 0.9506 Validation Loss: 0.18574074
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.048822824 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17869414
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.093692236 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16381145
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.118648246 ---Validation accuracy:--- 0.9542 Validation Loss: 0.17240186
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.18848126 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17919895
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05363716 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18684034
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02764207 ---Validation accuracy:--- 0.953 Validation Loss: 0.17641546
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03109301 ---Validation accuracy:--- 0.9544 Validation Loss: 0.17026883
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.070927456 ---Validation accuracy:--- 0.9532 Validation Loss: 0.17258611
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06016934 ---Validation accuracy:--- 0.9538 Validation Loss: 0.1717247
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09121854 ---Validation accuracy:--- 0.9418 Validation Loss: 0.21217188
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.044254407 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17839895
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05742283 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16781545
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12010824 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17996517
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04531154 ---Validation accuracy:--- 0.9494 Validation Loss: 0.18375842
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16393489 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1924907
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.06772115 ---Validation accuracy:--- 0.9536 Validation Loss: 0.17233744
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.052998595 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16549963
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.061423894 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16518143
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.10714657 ---Validation accuracy:--- 0.9512 Validation Loss: 0.18039209
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0344 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17558354
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.09213307 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16799873
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.15055652 ---Validation accuracy:--- 0.9472 Validation Loss: 0.19128922
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.092255756 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16942862
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05602315 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16899985
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.10981688 ---Validation accuracy:--- 0.9418 Validation Loss: 0.19478732
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.05177164 ---Validation accuracy:--- 0.951 Validation Loss: 0.17270395
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.033330932 ---Validation accuracy:--- 0.952 Validation Loss: 0.17108104
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.07366384 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18015479
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.035121255 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16701342
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05948689 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16534981
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.05921294 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17524129
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.078233495 ---Validation accuracy:--- 0.947 Validation Loss: 0.19144472
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.06346646 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1665248
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06121976 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17407583
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17397438 ---Validation accuracy:--- 0.9494 Validation Loss: 0.1839651
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.053465918 ---Validation accuracy:--- 0.9516 Validation Loss: 0.18642744
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.029001838 ---Validation accuracy:--- 0.9556 Validation Loss: 0.17076637
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019867858 ---Validation accuracy:--- 0.9554 Validation Loss: 0.17004985
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10803261 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15704997
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.028573204 ---Validation accuracy:--- 0.955 Validation Loss: 0.1656743
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08091069 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16708356
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.056240067 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17757519
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07101132 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15687737
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.084567286 ---Validation accuracy:--- 0.9414 Validation Loss: 0.20154627
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1212116 ---Validation accuracy:--- 0.9468 Validation Loss: 0.19417964
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.063073084 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16162291
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.061540507 ---Validation accuracy:--- 0.95 Validation Loss: 0.18332452
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016090171 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15922043
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.040865198 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15700755
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.044943735 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15939605
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.110535175 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16920292
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.09368887 ---Validation accuracy:--- 0.943 Validation Loss: 0.21069731
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17037003 ---Validation accuracy:--- 0.9336 Validation Loss: 0.2528482
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.17929047 ---Validation accuracy:--- 0.9238 Validation Loss: 0.24018899
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08426664 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17195286
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.088816985 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16468032
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.05671247 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15316412
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.045580186 ---Validation accuracy:--- 0.953 Validation Loss: 0.16909336
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.17139632 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15700278
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.08087328 ---Validation accuracy:--- 0.9576 Validation Loss: 0.16077925
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.07127097 ---Validation accuracy:--- 0.956 Validation Loss: 0.16140123
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07744731 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15500739
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10809041 ---Validation accuracy:--- 0.956 Validation Loss: 0.15686376
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.047226086 ---Validation accuracy:--- 0.951 Validation Loss: 0.17947216
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.032699384 ---Validation accuracy:--- 0.953 Validation Loss: 0.1730497
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08163211 ---Validation accuracy:--- 0.9564 Validation Loss: 0.16466431
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.1298914 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16788512
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.033610314 ---Validation accuracy:--- 0.955 Validation Loss: 0.16183104
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.050962485 ---Validation accuracy:--- 0.9516 Validation Loss: 0.18198682
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.06124813 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15660179
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07332277 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16260538
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08025679 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15740187
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.043933798 ---Validation accuracy:--- 0.9518 Validation Loss: 0.16972661
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.19095565 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18683584
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04729909 ---Validation accuracy:--- 0.9536 Validation Loss: 0.16928868
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05459632 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17914212
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.049656544 ---Validation accuracy:--- 0.9562 Validation Loss: 0.16005555
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0763658 ---Validation accuracy:--- 0.9558 Validation Loss: 0.1629428
Epoch: 1 ---Training accuracy:--- 0.94 Training Loss: 0.16154717 ---Validation accuracy:--- 0.954 Validation Loss: 0.16927442
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.13404779 ---Validation accuracy:--- 0.9336 Validation Loss: 0.24388191
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.18484578 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19023065
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.035519492 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15777346
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.024405556 ---Validation accuracy:--- 0.9588 Validation Loss: 0.15376817
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08106884 ---Validation accuracy:--- 0.9526 Validation Loss: 0.1788803
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.033671256 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18172629
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.050996043 ---Validation accuracy:--- 0.955 Validation Loss: 0.16332401
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05472621 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15661076
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.18266226 ---Validation accuracy:--- 0.9476 Validation Loss: 0.1960596
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.10074435 ---Validation accuracy:--- 0.9408 Validation Loss: 0.22558482
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.12031347 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17577118
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.114678666 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22230129
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.021588592 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17674658
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.096006334 ---Validation accuracy:--- 0.9556 Validation Loss: 0.16160516
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.07113686 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15998115
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.059884444 ---Validation accuracy:--- 0.958 Validation Loss: 0.15061687
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.053424124 ---Validation accuracy:--- 0.952 Validation Loss: 0.16625035
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.10420158 ---Validation accuracy:--- 0.9536 Validation Loss: 0.17557262
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.16442713 ---Validation accuracy:--- 0.9558 Validation Loss: 0.16344671
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12617072 ---Validation accuracy:--- 0.9374 Validation Loss: 0.21256824
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.10493761 ---Validation accuracy:--- 0.9448 Validation Loss: 0.20281266
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.083074 ---Validation accuracy:--- 0.95 Validation Loss: 0.18325263
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05452999 ---Validation accuracy:--- 0.949 Validation Loss: 0.1801056
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05502347 ---Validation accuracy:--- 0.9532 Validation Loss: 0.17316714
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.067164935 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17803222
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.09094908 ---Validation accuracy:--- 0.953 Validation Loss: 0.16485657
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09585033 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18521225
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.09253157 ---Validation accuracy:--- 0.9558 Validation Loss: 0.16396113
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02659763 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17790908
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.041556783 ---Validation accuracy:--- 0.9566 Validation Loss: 0.16232067
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.17392676 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17308235
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.1499153 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16336662
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.14903001 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15840773
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.046157382 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16265547
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08436616 ---Validation accuracy:--- 0.9562 Validation Loss: 0.1565026
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06552347 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15553808
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05507842 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15979241
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08516715 ---Validation accuracy:--- 0.9512 Validation Loss: 0.18379337
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07107847 ---Validation accuracy:--- 0.9536 Validation Loss: 0.17258118
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04779398 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18801625
Epoch: 1 ---Training accuracy:--- 0.93 Training Loss: 0.19918862 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18310554
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018289778 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16346939
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.0911562 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17384632
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.049166173 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16608144
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.06900882 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17043355
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04947609 ---Validation accuracy:--- 0.9278 Validation Loss: 0.24056524
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.102487594 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18241386
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07303793 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16986148
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018720418 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15848587
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16603103 ---Validation accuracy:--- 0.9438 Validation Loss: 0.1935261
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06623417 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18019815
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.07429303 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19116168
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.14458357 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16672938
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.059467707 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15597653
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.056992315 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15439856
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0942442 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14687972
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015122099 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14685838
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.066621736 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15264376
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.021850774 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15465523
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.024054332 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16271484
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.19123289 ---Validation accuracy:--- 0.956 Validation Loss: 0.15491207
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.05666876 ---Validation accuracy:--- 0.947 Validation Loss: 0.18262374
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.033441477 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17339861
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.108136855 ---Validation accuracy:--- 0.947 Validation Loss: 0.19073108
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.11120623 ---Validation accuracy:--- 0.9464 Validation Loss: 0.1992703
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.025736999 ---Validation accuracy:--- 0.9504 Validation Loss: 0.18742046
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.036253057 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17930208
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.119140044 ---Validation accuracy:--- 0.9542 Validation Loss: 0.17059685
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.051568083 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1676256
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.02441463 ---Validation accuracy:--- 0.9568 Validation Loss: 0.16272202
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.030988779 ---Validation accuracy:--- 0.9532 Validation Loss: 0.17196433
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.058743186 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16812684
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.04020843 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16133176
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07464045 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16258122
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.025604405 ---Validation accuracy:--- 0.9572 Validation Loss: 0.1626014
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07086004 ---Validation accuracy:--- 0.9586 Validation Loss: 0.15376298
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09981509 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1711745
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.04333768 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15860237
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.10234895 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17094399
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.079450585 ---Validation accuracy:--- 0.951 Validation Loss: 0.1712822
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09151661 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16737041
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13429548 ---Validation accuracy:--- 0.9588 Validation Loss: 0.15595248
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.056874588 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15707989
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11956603 ---Validation accuracy:--- 0.9516 Validation Loss: 0.18315756
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.03641199 ---Validation accuracy:--- 0.9522 Validation Loss: 0.17267731
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.112466276 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15685417
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.10166498 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16410844
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09379744 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15194415
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07040642 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15827331
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06864372 ---Validation accuracy:--- 0.9568 Validation Loss: 0.16145685
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.022888845 ---Validation accuracy:--- 0.954 Validation Loss: 0.1688409
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.057113532 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15361106
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.10391756 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17432566
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.026113635 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15964016
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.062656365 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15665247
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.052070018 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16894256
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.03505007 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15143764
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.056233224 ---Validation accuracy:--- 0.9574 Validation Loss: 0.1556804
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.09909282 ---Validation accuracy:--- 0.9566 Validation Loss: 0.16679081
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.05758992 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16631658
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.14992288 ---Validation accuracy:--- 0.9182 Validation Loss: 0.27830175
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.026588192 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16406566
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.064677216 ---Validation accuracy:--- 0.959 Validation Loss: 0.1540057
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.026358096 ---Validation accuracy:--- 0.9592 Validation Loss: 0.15502
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.03836689 ---Validation accuracy:--- 0.9604 Validation Loss: 0.14820154
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.041590076 ---Validation accuracy:--- 0.9574 Validation Loss: 0.1500936
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08427924 ---Validation accuracy:--- 0.956 Validation Loss: 0.15044089
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016257888 ---Validation accuracy:--- 0.9536 Validation Loss: 0.17043102
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.023862906 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1674411
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.035979938 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16407315
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12588352 ---Validation accuracy:--- 0.9412 Validation Loss: 0.20765473
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14969105 ---Validation accuracy:--- 0.954 Validation Loss: 0.16909502
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.035181314 ---Validation accuracy:--- 0.959 Validation Loss: 0.14578456
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.028571628 ---Validation accuracy:--- 0.948 Validation Loss: 0.1730697
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14550889 ---Validation accuracy:--- 0.9222 Validation Loss: 0.23772766
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14428651 ---Validation accuracy:--- 0.9498 Validation Loss: 0.19089721
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.037614476 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16770239
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.21030526 ---Validation accuracy:--- 0.907 Validation Loss: 0.28586915
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05001323 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17361152
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09966913 ---Validation accuracy:--- 0.954 Validation Loss: 0.16278628
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.021964148 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15465869
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10361948 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16435382
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016265983 ---Validation accuracy:--- 0.957 Validation Loss: 0.14394122
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06607068 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15300591
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.053619396 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15682258
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06550987 ---Validation accuracy:--- 0.9476 Validation Loss: 0.18916054
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.07490137 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1724603
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.15584841 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16275151
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.09683997 ---Validation accuracy:--- 0.9554 Validation Loss: 0.16085574
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14121142 ---Validation accuracy:--- 0.9468 Validation Loss: 0.18248461
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0808179 ---Validation accuracy:--- 0.949 Validation Loss: 0.16963726
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05559146 ---Validation accuracy:--- 0.9542 Validation Loss: 0.17253529
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13010177 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17661957
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.071522206 ---Validation accuracy:--- 0.958 Validation Loss: 0.1540317
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15384893 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20055166
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.091359064 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15709482
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10050753 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17728224
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08586744 ---Validation accuracy:--- 0.954 Validation Loss: 0.16248399
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1068511 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17944087
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1614688 ---Validation accuracy:--- 0.955 Validation Loss: 0.16390246
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.037781633 ---Validation accuracy:--- 0.9568 Validation Loss: 0.1560531
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.034913525 ---Validation accuracy:--- 0.9568 Validation Loss: 0.160355
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.057562992 ---Validation accuracy:--- 0.957 Validation Loss: 0.15683216
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.122954674 ---Validation accuracy:--- 0.9476 Validation Loss: 0.19014423
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06804079 ---Validation accuracy:--- 0.9542 Validation Loss: 0.1665135
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.075978115 ---Validation accuracy:--- 0.9576 Validation Loss: 0.1514365
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08163544 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16400842
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05734177 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16917953
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20355769 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14530095
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10886649 ---Validation accuracy:--- 0.956 Validation Loss: 0.16110435
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09632225 ---Validation accuracy:--- 0.949 Validation Loss: 0.18328844
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07490623 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16024722
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08243425 ---Validation accuracy:--- 0.9588 Validation Loss: 0.15462387
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.06301349 ---Validation accuracy:--- 0.957 Validation Loss: 0.15404123
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.022611506 ---Validation accuracy:--- 0.959 Validation Loss: 0.14938393
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05820863 ---Validation accuracy:--- 0.959 Validation Loss: 0.15249997
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13748965 ---Validation accuracy:--- 0.9566 Validation Loss: 0.17054553
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.073326156 ---Validation accuracy:--- 0.9568 Validation Loss: 0.1547206
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05611227 ---Validation accuracy:--- 0.9602 Validation Loss: 0.15460068
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.085753314 ---Validation accuracy:--- 0.9608 Validation Loss: 0.14117225
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18385144 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19691567
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.07005161 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15107156
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0814963 ---Validation accuracy:--- 0.9576 Validation Loss: 0.1488649
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0520979 ---Validation accuracy:--- 0.959 Validation Loss: 0.14835662
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.04241693 ---Validation accuracy:--- 0.96 Validation Loss: 0.14463623
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.056356803 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14798084
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.07815359 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16186328
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.06632578 ---Validation accuracy:--- 0.9606 Validation Loss: 0.14146455
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14783432 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17657124
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.053146277 ---Validation accuracy:--- 0.9558 Validation Loss: 0.1595724
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07292049 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15338282
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15513419 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20653547
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.039701935 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14102875
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.021899205 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14459036
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.049230047 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16351807
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.030624656 ---Validation accuracy:--- 0.9614 Validation Loss: 0.14046028
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.083021745 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1773415
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.15232526 ---Validation accuracy:--- 0.9586 Validation Loss: 0.15782273
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.083252124 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20757353
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.21601188 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16528928
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.096662596 ---Validation accuracy:--- 0.9546 Validation Loss: 0.1524527
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.034220662 ---Validation accuracy:--- 0.952 Validation Loss: 0.16719146
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0408167 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16521747
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12096559 ---Validation accuracy:--- 0.9546 Validation Loss: 0.16580479
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.15225191 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18958068
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.17802373 ---Validation accuracy:--- 0.9452 Validation Loss: 0.19209678
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.13223512 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15185764
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05603003 ---Validation accuracy:--- 0.9528 Validation Loss: 0.15436545
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08049655 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15933254
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10781338 ---Validation accuracy:--- 0.956 Validation Loss: 0.15484948
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.033216596 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15091601
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09550911 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15360534
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10106577 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14888914
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.047021054 ---Validation accuracy:--- 0.9572 Validation Loss: 0.14718334
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08946726 ---Validation accuracy:--- 0.956 Validation Loss: 0.1570888
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.024654122 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15855747
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.19982052 ---Validation accuracy:--- 0.9352 Validation Loss: 0.22708337
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08496852 ---Validation accuracy:--- 0.95 Validation Loss: 0.17941177
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08524105 ---Validation accuracy:--- 0.9558 Validation Loss: 0.16642171
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.09442232 ---Validation accuracy:--- 0.956 Validation Loss: 0.16094963
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.0988235 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16455305
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.03491001 ---Validation accuracy:--- 0.9518 Validation Loss: 0.17461571
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0871863 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14617753
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06425324 ---Validation accuracy:--- 0.9568 Validation Loss: 0.1508497
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07416772 ---Validation accuracy:--- 0.9556 Validation Loss: 0.1565695
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07180633 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16586602
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.03787639 ---Validation accuracy:--- 0.9602 Validation Loss: 0.151653
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.15776959 ---Validation accuracy:--- 0.953 Validation Loss: 0.16373767
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.055367537 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14682947
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08232858 ---Validation accuracy:--- 0.9584 Validation Loss: 0.15090916
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.024345126 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13763468
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.061748993 ---Validation accuracy:--- 0.958 Validation Loss: 0.14407775
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08562494 ---Validation accuracy:--- 0.957 Validation Loss: 0.1598854
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08469783 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14214303
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06593987 ---Validation accuracy:--- 0.958 Validation Loss: 0.14408304
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06220262 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13826604
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.04184299 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13478662
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07323 ---Validation accuracy:--- 0.96 Validation Loss: 0.13921075
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08510185 ---Validation accuracy:--- 0.9468 Validation Loss: 0.1795033
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08561416 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19079375
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.064176776 ---Validation accuracy:--- 0.959 Validation Loss: 0.14911106
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.13014178 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15310171
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1282756 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14055118
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06254547 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15314144
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.024232607 ---Validation accuracy:--- 0.958 Validation Loss: 0.14254479
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.08660382 ---Validation accuracy:--- 0.962 Validation Loss: 0.13644454
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07762789 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14179742
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07335711 ---Validation accuracy:--- 0.9606 Validation Loss: 0.13738659
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.033789203 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13544388
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.027780203 ---Validation accuracy:--- 0.9602 Validation Loss: 0.13598579
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07917674 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14632104
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.055090263 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17710826
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.111157395 ---Validation accuracy:--- 0.9532 Validation Loss: 0.16006635
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08213799 ---Validation accuracy:--- 0.9596 Validation Loss: 0.1403832
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.14503117 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15453425
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.076259516 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14682658
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.020966839 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14305682
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.0970269 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14384143
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016597282 ---Validation accuracy:--- 0.9566 Validation Loss: 0.1476594
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.03432203 ---Validation accuracy:--- 0.9472 Validation Loss: 0.16959605
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.04383853 ---Validation accuracy:--- 0.957 Validation Loss: 0.14295164
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.023412876 ---Validation accuracy:--- 0.956 Validation Loss: 0.14799671
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.058103886 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1780687
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.039985277 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17266329
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014298629 ---Validation accuracy:--- 0.9586 Validation Loss: 0.15117845
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.081018046 ---Validation accuracy:--- 0.958 Validation Loss: 0.13718061
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.04090955 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14171088
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11055346 ---Validation accuracy:--- 0.9358 Validation Loss: 0.22090928
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05069026 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16687612
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08901065 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22619903
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.1406994 ---Validation accuracy:--- 0.9486 Validation Loss: 0.18351139
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.06779745 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17560261
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05006485 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17372304
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.12926453 ---Validation accuracy:--- 0.954 Validation Loss: 0.16322431
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.062266532 ---Validation accuracy:--- 0.9492 Validation Loss: 0.1701932
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.085202195 ---Validation accuracy:--- 0.955 Validation Loss: 0.16557905
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13688768 ---Validation accuracy:--- 0.9422 Validation Loss: 0.19597632
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0703051 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15063176
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09663978 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14998047
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.036971282 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14919196
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09800748 ---Validation accuracy:--- 0.9568 Validation Loss: 0.16168797
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01896523 ---Validation accuracy:--- 0.9592 Validation Loss: 0.15234198
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.028513884 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15136933
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0900681 ---Validation accuracy:--- 0.9588 Validation Loss: 0.1500526
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.060850076 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18972729
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.08138326 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1525825
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07885408 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15204221
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.034058772 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16043347
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.03189058 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15236054
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10638935 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16217637
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.051067848 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16318575
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.100713156 ---Validation accuracy:--- 0.9608 Validation Loss: 0.14154442
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.040709343 ---Validation accuracy:--- 0.9614 Validation Loss: 0.1430237
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.033993136 ---Validation accuracy:--- 0.9562 Validation Loss: 0.16027847
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.036994472 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14799052
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.084129944 ---Validation accuracy:--- 0.961 Validation Loss: 0.14209983
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.034095135 ---Validation accuracy:--- 0.9578 Validation Loss: 0.1494062
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.035243668 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16053863
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0141139375 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15206362
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.063892886 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15473452
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.017757183 ---Validation accuracy:--- 0.9506 Validation Loss: 0.1666566
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.15611538 ---Validation accuracy:--- 0.9542 Validation Loss: 0.14864206
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.056518316 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14681685
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.069966294 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15041934
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08897051 ---Validation accuracy:--- 0.928 Validation Loss: 0.24460103
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.09035301 ---Validation accuracy:--- 0.954 Validation Loss: 0.16558735
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.037967276 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17667629
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.068657525 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15649857
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.07780227 ---Validation accuracy:--- 0.959 Validation Loss: 0.14612417
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05975388 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15313847
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05021267 ---Validation accuracy:--- 0.9586 Validation Loss: 0.148151
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.03139911 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14941795
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.114119865 ---Validation accuracy:--- 0.9608 Validation Loss: 0.14662622
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14423321 ---Validation accuracy:--- 0.9588 Validation Loss: 0.14798713
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.028918376 ---Validation accuracy:--- 0.961 Validation Loss: 0.1402248
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12090267 ---Validation accuracy:--- 0.9614 Validation Loss: 0.134897
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.028086884 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15227494
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01905112 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13770188
Epoch: 2 ---Training accuracy:--- 0.93 Training Loss: 0.19935328 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16900039
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08230866 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15750283
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08078866 ---Validation accuracy:--- 0.9564 Validation Loss: 0.14987125
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.051463388 ---Validation accuracy:--- 0.956 Validation Loss: 0.1530787
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.043455016 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13858907
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.030356932 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1494429
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.034034997 ---Validation accuracy:--- 0.953 Validation Loss: 0.1603615
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08633022 ---Validation accuracy:--- 0.9572 Validation Loss: 0.1433074
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.02608617 ---Validation accuracy:--- 0.959 Validation Loss: 0.13623166
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.053686272 ---Validation accuracy:--- 0.9588 Validation Loss: 0.14119266
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07260401 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13823144
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05449917 ---Validation accuracy:--- 0.9482 Validation Loss: 0.1797452
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.036200706 ---Validation accuracy:--- 0.954 Validation Loss: 0.15575325
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.061017703 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15754072
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.099873856 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15962337
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.020001309 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15835728
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.06838415 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15446915
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.089954235 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15682095
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.052747387 ---Validation accuracy:--- 0.96 Validation Loss: 0.1345374
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014038858 ---Validation accuracy:--- 0.959 Validation Loss: 0.13818553
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.040455703 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15252744
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.031284492 ---Validation accuracy:--- 0.958 Validation Loss: 0.1458143
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.034491222 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15422414
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.02732237 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15563385
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.028151875 ---Validation accuracy:--- 0.9556 Validation Loss: 0.1562854
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06896505 ---Validation accuracy:--- 0.9588 Validation Loss: 0.14617127
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.029173022 ---Validation accuracy:--- 0.957 Validation Loss: 0.1556492
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.24305896 ---Validation accuracy:--- 0.949 Validation Loss: 0.17436016
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12289004 ---Validation accuracy:--- 0.9106 Validation Loss: 0.28368106
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.044989042 ---Validation accuracy:--- 0.957 Validation Loss: 0.15264592
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09229198 ---Validation accuracy:--- 0.947 Validation Loss: 0.18070534
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06673317 ---Validation accuracy:--- 0.955 Validation Loss: 0.16044562
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.022965923 ---Validation accuracy:--- 0.9576 Validation Loss: 0.1498439
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.033966865 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14834549
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.028810907 ---Validation accuracy:--- 0.963 Validation Loss: 0.13631387
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.018223194 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14861001
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.045845985 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15482925
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.021501862 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15601915
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.026068186 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15081716
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10757268 ---Validation accuracy:--- 0.9428 Validation Loss: 0.211728
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10765226 ---Validation accuracy:--- 0.9558 Validation Loss: 0.16153798
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.058841567 ---Validation accuracy:--- 0.9552 Validation Loss: 0.16120741
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.030328756 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14260074
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11982733 ---Validation accuracy:--- 0.955 Validation Loss: 0.16511358
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.06748849 ---Validation accuracy:--- 0.9584 Validation Loss: 0.15224582
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10019933 ---Validation accuracy:--- 0.9612 Validation Loss: 0.14015752
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.04758772 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13957213
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.114706345 ---Validation accuracy:--- 0.959 Validation Loss: 0.14310347
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.038312122 ---Validation accuracy:--- 0.9434 Validation Loss: 0.18972795
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.05748328 ---Validation accuracy:--- 0.9524 Validation Loss: 0.17675035
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.027093481 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14086565
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.052175008 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14972474
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.04232068 ---Validation accuracy:--- 0.9588 Validation Loss: 0.145512
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.047924347 ---Validation accuracy:--- 0.9564 Validation Loss: 0.14762646
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.017298853 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14407486
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.061711382 ---Validation accuracy:--- 0.96 Validation Loss: 0.1370613
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.046285104 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13167448
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12321691 ---Validation accuracy:--- 0.9584 Validation Loss: 0.1476988
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01708429 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13766816
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.04028898 ---Validation accuracy:--- 0.961 Validation Loss: 0.13742311
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.033305787 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15260242
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07254011 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14189507
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.02990616 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14278503
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.095803775 ---Validation accuracy:--- 0.9608 Validation Loss: 0.14571646
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.037831735 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14046094
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.14580463 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14673267
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.019129373 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13488314
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016119065 ---Validation accuracy:--- 0.9604 Validation Loss: 0.13587151
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.03293082 ---Validation accuracy:--- 0.959 Validation Loss: 0.13870624
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.021904206 ---Validation accuracy:--- 0.9596 Validation Loss: 0.13719839
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07496163 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13404332
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.020958295 ---Validation accuracy:--- 0.9632 Validation Loss: 0.1349941
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.029097933 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14538431
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.18356441 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14622393
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0381485 ---Validation accuracy:--- 0.958 Validation Loss: 0.14257517
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.050901517 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14532708
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0068755704 ---Validation accuracy:--- 0.9606 Validation Loss: 0.13827538
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.04356377 ---Validation accuracy:--- 0.951 Validation Loss: 0.16888769
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.044138364 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17571181
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.074432775 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14461662
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008945562 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13374507
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.02477879 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14506458
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06643919 ---Validation accuracy:--- 0.956 Validation Loss: 0.15965147
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08472075 ---Validation accuracy:--- 0.9534 Validation Loss: 0.17032844
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.04449877 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15695783
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.030333411 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15652145
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.046927355 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14894275
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015285564 ---Validation accuracy:--- 0.9594 Validation Loss: 0.13627551
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.05665268 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15743917
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.024998996 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15887299
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.039560582 ---Validation accuracy:--- 0.956 Validation Loss: 0.15195142
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.0658918 ---Validation accuracy:--- 0.959 Validation Loss: 0.13896836
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13559557 ---Validation accuracy:--- 0.9608 Validation Loss: 0.13970737
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.019162038 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14383373
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.085866354 ---Validation accuracy:--- 0.9602 Validation Loss: 0.14484185
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.022845244 ---Validation accuracy:--- 0.9606 Validation Loss: 0.1381867
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014788836 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14055201
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.025613317 ---Validation accuracy:--- 0.964 Validation Loss: 0.13076887
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.073083125 ---Validation accuracy:--- 0.9618 Validation Loss: 0.14234436
Epoch: 2 ---Training accuracy:--- 0.9 Training Loss: 0.2770142 ---Validation accuracy:--- 0.9078 Validation Loss: 0.28135973
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.11801703 ---Validation accuracy:--- 0.9238 Validation Loss: 0.26050043
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.04932296 ---Validation accuracy:--- 0.931 Validation Loss: 0.21006787
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.13368338 ---Validation accuracy:--- 0.9446 Validation Loss: 0.17497034
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08121715 ---Validation accuracy:--- 0.946 Validation Loss: 0.1851656
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07237748 ---Validation accuracy:--- 0.946 Validation Loss: 0.18092202
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012242615 ---Validation accuracy:--- 0.9582 Validation Loss: 0.13838911
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06405631 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13244861
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.102758236 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13332208
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07770118 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17566283
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.05279495 ---Validation accuracy:--- 0.9638 Validation Loss: 0.1287924
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11102536 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13122015
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.028108506 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12800111
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.030195625 ---Validation accuracy:--- 0.962 Validation Loss: 0.13251562
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05481461 ---Validation accuracy:--- 0.965 Validation Loss: 0.12433296
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07319553 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13998552
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016021004 ---Validation accuracy:--- 0.953 Validation Loss: 0.15518819
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.029120684 ---Validation accuracy:--- 0.9626 Validation Loss: 0.12849192
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.13012455 ---Validation accuracy:--- 0.963 Validation Loss: 0.13384053
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.041083425 ---Validation accuracy:--- 0.9644 Validation Loss: 0.1277251
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11598031 ---Validation accuracy:--- 0.953 Validation Loss: 0.15231186
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.039876264 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15000099
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.20166378 ---Validation accuracy:--- 0.9384 Validation Loss: 0.21624297
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10778024 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15300845
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07201243 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14208403
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.023463342 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14846653
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.057939786 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13836445
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.05420455 ---Validation accuracy:--- 0.9604 Validation Loss: 0.14247744
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0706522 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14344062
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.068261586 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14027026
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.061490554 ---Validation accuracy:--- 0.9592 Validation Loss: 0.13359499
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.039830755 ---Validation accuracy:--- 0.958 Validation Loss: 0.13794596
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.036048196 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14571345
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07320857 ---Validation accuracy:--- 0.9604 Validation Loss: 0.13845582
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.044261884 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12539841
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.105371684 ---Validation accuracy:--- 0.957 Validation Loss: 0.14797962
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05567149 ---Validation accuracy:--- 0.9598 Validation Loss: 0.1368767
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013520067 ---Validation accuracy:--- 0.9594 Validation Loss: 0.13727647
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06528273 ---Validation accuracy:--- 0.961 Validation Loss: 0.13140136
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.037172988 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16397269
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.039811358 ---Validation accuracy:--- 0.9634 Validation Loss: 0.13251819
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.035928298 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15090032
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.043813974 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16082814
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013674879 ---Validation accuracy:--- 0.9588 Validation Loss: 0.14184716
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.045479428 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14565864
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07906787 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13188325
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.14687967 ---Validation accuracy:--- 0.9628 Validation Loss: 0.1292842
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.056084014 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14414695
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010930228 ---Validation accuracy:--- 0.9614 Validation Loss: 0.12935284
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.041234013 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12547395
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.054632396 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13078064
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.19244033 ---Validation accuracy:--- 0.9496 Validation Loss: 0.18335266
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07142139 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15510027
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05142651 ---Validation accuracy:--- 0.959 Validation Loss: 0.1427859
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06490569 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14139073
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.065479115 ---Validation accuracy:--- 0.9588 Validation Loss: 0.13617444
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.019175062 ---Validation accuracy:--- 0.961 Validation Loss: 0.13365737
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.056122888 ---Validation accuracy:--- 0.959 Validation Loss: 0.13348599
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015975112 ---Validation accuracy:--- 0.9572 Validation Loss: 0.13963103
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010354102 ---Validation accuracy:--- 0.9574 Validation Loss: 0.13978623
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01968861 ---Validation accuracy:--- 0.96 Validation Loss: 0.13475786
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.11689449 ---Validation accuracy:--- 0.9618 Validation Loss: 0.1367707
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.064007 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13372801
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.063899 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15165478
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.10353175 ---Validation accuracy:--- 0.9594 Validation Loss: 0.13977244
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0791507 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16432558
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0790448 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15792894
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.05757373 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16471167
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.026441984 ---Validation accuracy:--- 0.9618 Validation Loss: 0.12898366
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.027274659 ---Validation accuracy:--- 0.9606 Validation Loss: 0.14443879
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015732234 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14741306
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0966604 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15419167
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.032098282 ---Validation accuracy:--- 0.9478 Validation Loss: 0.18606341
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.09729749 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1534155
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07449461 ---Validation accuracy:--- 0.9642 Validation Loss: 0.12626214
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.2064647 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17777292
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12544477 ---Validation accuracy:--- 0.958 Validation Loss: 0.15439744
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.029452644 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13453972
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.109089576 ---Validation accuracy:--- 0.943 Validation Loss: 0.19498864
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.06404594 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15462542
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.04132259 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1456239
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0858189 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14139281
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.16222113 ---Validation accuracy:--- 0.957 Validation Loss: 0.14911053
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07785407 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13197199
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.02803873 ---Validation accuracy:--- 0.962 Validation Loss: 0.1326769
Epoch: 2 ---Training accuracy:--- 0.92 Training Loss: 0.18739264 ---Validation accuracy:--- 0.962 Validation Loss: 0.13548131
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06177286 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13492498
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.17136694 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12966166
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.045827836 ---Validation accuracy:--- 0.964 Validation Loss: 0.12906645
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.072905675 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12898782
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.114171006 ---Validation accuracy:--- 0.9638 Validation Loss: 0.1293595
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.059653755 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13188772
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05606026 ---Validation accuracy:--- 0.9602 Validation Loss: 0.1434598
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.091709994 ---Validation accuracy:--- 0.9596 Validation Loss: 0.13932899
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.120502494 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14565806
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06806171 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15980463
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.11280782 ---Validation accuracy:--- 0.949 Validation Loss: 0.16752528
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.12206343 ---Validation accuracy:--- 0.9616 Validation Loss: 0.14380953
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.02183916 ---Validation accuracy:--- 0.9608 Validation Loss: 0.13982077
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.041059148 ---Validation accuracy:--- 0.96 Validation Loss: 0.13841856
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09565412 ---Validation accuracy:--- 0.9598 Validation Loss: 0.15143599
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.022873063 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14678733
Epoch: 2 ---Training accuracy:--- 0.94 Training Loss: 0.1633695 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12821785
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.11451168 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16258027
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.03710662 ---Validation accuracy:--- 0.962 Validation Loss: 0.13709992
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.029013786 ---Validation accuracy:--- 0.9606 Validation Loss: 0.14253189
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07731534 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14671111
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06448641 ---Validation accuracy:--- 0.966 Validation Loss: 0.12364526
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.02289906 ---Validation accuracy:--- 0.9626 Validation Loss: 0.12974931
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08835731 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12259968
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.028776132 ---Validation accuracy:--- 0.9604 Validation Loss: 0.13460979
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12737602 ---Validation accuracy:--- 0.961 Validation Loss: 0.14236683
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013599027 ---Validation accuracy:--- 0.9606 Validation Loss: 0.14024448
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.038393583 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13368203
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.04949212 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13515227
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.050545063 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12538002
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.022198722 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14115329
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.052030835 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13094838
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.07466711 ---Validation accuracy:--- 0.9634 Validation Loss: 0.123639196
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.092387564 ---Validation accuracy:--- 0.9622 Validation Loss: 0.124609984
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.080728225 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12756236
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.09713224 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13154575
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.039590374 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14258282
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.1299512 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13173927
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.06606588 ---Validation accuracy:--- 0.9598 Validation Loss: 0.1366092
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.030926485 ---Validation accuracy:--- 0.9584 Validation Loss: 0.1385948
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.020553164 ---Validation accuracy:--- 0.958 Validation Loss: 0.13999288
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.058578223 ---Validation accuracy:--- 0.9566 Validation Loss: 0.1455967
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.043932818 ---Validation accuracy:--- 0.9606 Validation Loss: 0.13414685
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.026227508 ---Validation accuracy:--- 0.9592 Validation Loss: 0.13683484
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.023470197 ---Validation accuracy:--- 0.962 Validation Loss: 0.1300679
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.084422216 ---Validation accuracy:--- 0.9566 Validation Loss: 0.1442155
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.039409462 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15191181
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07524841 ---Validation accuracy:--- 0.9574 Validation Loss: 0.1404266
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014716458 ---Validation accuracy:--- 0.9604 Validation Loss: 0.13332567
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.038214754 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14234164
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06784804 ---Validation accuracy:--- 0.961 Validation Loss: 0.13890773
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0952718 ---Validation accuracy:--- 0.9592 Validation Loss: 0.13738778
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0320112 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15041919
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07756997 ---Validation accuracy:--- 0.9588 Validation Loss: 0.13699977
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06305055 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14928447
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0340198 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15169187
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.098358706 ---Validation accuracy:--- 0.957 Validation Loss: 0.15649295
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01932161 ---Validation accuracy:--- 0.9624 Validation Loss: 0.14235549
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06301174 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13283427
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.07196187 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12991019
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.10977507 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13149536
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012826938 ---Validation accuracy:--- 0.963 Validation Loss: 0.1307557
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.059472624 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13134119
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.05175128 ---Validation accuracy:--- 0.9606 Validation Loss: 0.13365063
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009603369 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13227442
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.048267707 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12485515
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.026195988 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12334961
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.079481356 ---Validation accuracy:--- 0.9616 Validation Loss: 0.12644783
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.03075017 ---Validation accuracy:--- 0.962 Validation Loss: 0.12714697
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.061050557 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14479415
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.04747695 ---Validation accuracy:--- 0.9604 Validation Loss: 0.1331833
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0482597 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14390066
Epoch: 2 ---Training accuracy:--- 0.95 Training Loss: 0.12339504 ---Validation accuracy:--- 0.9596 Validation Loss: 0.1431803
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.093877666 ---Validation accuracy:--- 0.9588 Validation Loss: 0.1371156
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.062258158 ---Validation accuracy:--- 0.9588 Validation Loss: 0.14592962
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.019772269 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13096558
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.056361027 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12643245
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.02017821 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13138644
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.043549538 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13118035
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01815014 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13156696
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.034594957 ---Validation accuracy:--- 0.9602 Validation Loss: 0.13772568
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.043008815 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13341747
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.09915579 ---Validation accuracy:--- 0.954 Validation Loss: 0.1651625
Epoch: 2 ---Training accuracy:--- 0.96 Training Loss: 0.12066636 ---Validation accuracy:--- 0.9604 Validation Loss: 0.1360513
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.050459966 ---Validation accuracy:--- 0.9606 Validation Loss: 0.13262007
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.022752505 ---Validation accuracy:--- 0.96 Validation Loss: 0.13537984
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.09422192 ---Validation accuracy:--- 0.9642 Validation Loss: 0.12772894
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.027153779 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13770014
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.08818653 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16113988
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.036278963 ---Validation accuracy:--- 0.957 Validation Loss: 0.15093856
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.036295913 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15093723
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.034676574 ---Validation accuracy:--- 0.9592 Validation Loss: 0.1404516
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.091353655 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15268452
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.021882528 ---Validation accuracy:--- 0.955 Validation Loss: 0.14834961
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.047368422 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1618621
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.08285152 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14339443
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.017284658 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12679102
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.057646755 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13031824
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.018751407 ---Validation accuracy:--- 0.9582 Validation Loss: 0.13507739
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.07848928 ---Validation accuracy:--- 0.9598 Validation Loss: 0.12929334
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.04233916 ---Validation accuracy:--- 0.9624 Validation Loss: 0.12749656
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01054284 ---Validation accuracy:--- 0.962 Validation Loss: 0.12740931
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.0914365 ---Validation accuracy:--- 0.963 Validation Loss: 0.13305557
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.038425624 ---Validation accuracy:--- 0.9602 Validation Loss: 0.13168623
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05479097 ---Validation accuracy:--- 0.9534 Validation Loss: 0.16548067
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.066029 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13886963
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.104251854 ---Validation accuracy:--- 0.9588 Validation Loss: 0.14468285
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.04428465 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13942914
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.059689097 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13741066
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.111332 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15911567
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.04267892 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14993052
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.040353585 ---Validation accuracy:--- 0.9588 Validation Loss: 0.15004511
Epoch: 2 ---Training accuracy:--- 0.97 Training Loss: 0.085186936 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13599959
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.033958897 ---Validation accuracy:--- 0.962 Validation Loss: 0.13191475
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.060484473 ---Validation accuracy:--- 0.9604 Validation Loss: 0.13785605
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.05427743 ---Validation accuracy:--- 0.959 Validation Loss: 0.1386099
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.026774874 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14528324
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.031704407 ---Validation accuracy:--- 0.9608 Validation Loss: 0.13836008
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11861549 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16089316
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011373853 ---Validation accuracy:--- 0.961 Validation Loss: 0.13494633
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.04193655 ---Validation accuracy:--- 0.9634 Validation Loss: 0.13091545
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.018074905 ---Validation accuracy:--- 0.9632 Validation Loss: 0.124511294
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.03755459 ---Validation accuracy:--- 0.9634 Validation Loss: 0.1301947
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09055396 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12914756
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.017861841 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12707101
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.064123 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13631935
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05254103 ---Validation accuracy:--- 0.9588 Validation Loss: 0.14224443
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.17539054 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15482076
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.056884643 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13804941
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.034724332 ---Validation accuracy:--- 0.9634 Validation Loss: 0.13153803
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07167353 ---Validation accuracy:--- 0.9644 Validation Loss: 0.1262559
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07787469 ---Validation accuracy:--- 0.9646 Validation Loss: 0.1262487
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07325874 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12688747
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.070500925 ---Validation accuracy:--- 0.9606 Validation Loss: 0.13684556
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.06619978 ---Validation accuracy:--- 0.9618 Validation Loss: 0.1395844
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07492869 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12442058
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.02239551 ---Validation accuracy:--- 0.9624 Validation Loss: 0.1311432
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.026207896 ---Validation accuracy:--- 0.9622 Validation Loss: 0.1305719
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.025549658 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13507342
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09723184 ---Validation accuracy:--- 0.964 Validation Loss: 0.13030633
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03779567 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12688367
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.046343036 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13137193
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.052617226 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12743846
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.020401526 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12830397
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08022544 ---Validation accuracy:--- 0.9622 Validation Loss: 0.12899539
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010838484 ---Validation accuracy:--- 0.9554 Validation Loss: 0.14458017
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1397733 ---Validation accuracy:--- 0.96 Validation Loss: 0.14088327
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.048441134 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13199106
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06884677 ---Validation accuracy:--- 0.9606 Validation Loss: 0.13809969
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0924228 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13606057
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010100331 ---Validation accuracy:--- 0.9622 Validation Loss: 0.12526053
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04533035 ---Validation accuracy:--- 0.9626 Validation Loss: 0.12389548
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03339037 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12774815
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03125875 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14584588
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.089189075 ---Validation accuracy:--- 0.9514 Validation Loss: 0.15510747
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.067090936 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15335171
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04406868 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15057307
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05768404 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16148831
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.052650884 ---Validation accuracy:--- 0.9544 Validation Loss: 0.1537408
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.030233411 ---Validation accuracy:--- 0.9604 Validation Loss: 0.13333869
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09540899 ---Validation accuracy:--- 0.96 Validation Loss: 0.13405266
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.026827022 ---Validation accuracy:--- 0.962 Validation Loss: 0.13335845
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.016989 ---Validation accuracy:--- 0.9622 Validation Loss: 0.12942547
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12192474 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15188581
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06099355 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17000313
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12644804 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17417608
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.049701985 ---Validation accuracy:--- 0.9506 Validation Loss: 0.16837166
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.064188235 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15061514
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.039819628 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15550137
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.038353648 ---Validation accuracy:--- 0.9566 Validation Loss: 0.1587554
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.04863503 ---Validation accuracy:--- 0.9498 Validation Loss: 0.18411136
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18359189 ---Validation accuracy:--- 0.9236 Validation Loss: 0.31141528
Epoch: 3 ---Training accuracy:--- 0.91 Training Loss: 0.3074779 ---Validation accuracy:--- 0.8664 Validation Loss: 0.56924766
Epoch: 3 ---Training accuracy:--- 0.89 Training Loss: 0.38084412 ---Validation accuracy:--- 0.8724 Validation Loss: 0.4953961
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18918444 ---Validation accuracy:--- 0.9442 Validation Loss: 0.19986957
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.042610064 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15102305
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0851669 ---Validation accuracy:--- 0.9556 Validation Loss: 0.15425645
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06567216 ---Validation accuracy:--- 0.9616 Validation Loss: 0.1339433
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06312683 ---Validation accuracy:--- 0.956 Validation Loss: 0.15581237
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.034442954 ---Validation accuracy:--- 0.9548 Validation Loss: 0.16319145
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.074487105 ---Validation accuracy:--- 0.9526 Validation Loss: 0.17103302
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1088921 ---Validation accuracy:--- 0.9486 Validation Loss: 0.17518604
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.11732923 ---Validation accuracy:--- 0.957 Validation Loss: 0.14959283
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.027149834 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14502692
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.046846665 ---Validation accuracy:--- 0.9584 Validation Loss: 0.1516491
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.027127238 ---Validation accuracy:--- 0.9618 Validation Loss: 0.14680512
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03643361 ---Validation accuracy:--- 0.9538 Validation Loss: 0.17155203
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05705331 ---Validation accuracy:--- 0.955 Validation Loss: 0.16074364
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.063338555 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15555087
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.022043623 ---Validation accuracy:--- 0.9542 Validation Loss: 0.17065594
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.025765112 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14952359
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.016832551 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14698574
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0103795715 ---Validation accuracy:--- 0.9564 Validation Loss: 0.1506081
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.057646494 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13727084
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.07612473 ---Validation accuracy:--- 0.9602 Validation Loss: 0.13107671
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.020926706 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15342976
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.049615387 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13524461
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04271565 ---Validation accuracy:--- 0.9618 Validation Loss: 0.14203534
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.083089225 ---Validation accuracy:--- 0.9512 Validation Loss: 0.17108792
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10215488 ---Validation accuracy:--- 0.9594 Validation Loss: 0.13986062
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.033041816 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13927716
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06430377 ---Validation accuracy:--- 0.9622 Validation Loss: 0.1285546
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.057416745 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13553055
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.18065032 ---Validation accuracy:--- 0.9342 Validation Loss: 0.2371918
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.20195164 ---Validation accuracy:--- 0.944 Validation Loss: 0.18496838
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08439742 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17226034
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.052965757 ---Validation accuracy:--- 0.9482 Validation Loss: 0.17311083
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.091938876 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15171611
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.032423936 ---Validation accuracy:--- 0.9564 Validation Loss: 0.14622541
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.038247395 ---Validation accuracy:--- 0.9516 Validation Loss: 0.16396761
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.061611306 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14336458
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.085830554 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13237658
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09948809 ---Validation accuracy:--- 0.9574 Validation Loss: 0.1542917
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09074007 ---Validation accuracy:--- 0.9414 Validation Loss: 0.200545
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07401082 ---Validation accuracy:--- 0.957 Validation Loss: 0.15463394
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06203567 ---Validation accuracy:--- 0.9602 Validation Loss: 0.13797076
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07219731 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13277154
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.068233036 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13091394
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0911702 ---Validation accuracy:--- 0.959 Validation Loss: 0.14403076
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09870185 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16725247
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07394393 ---Validation accuracy:--- 0.96 Validation Loss: 0.14430362
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.04806941 ---Validation accuracy:--- 0.956 Validation Loss: 0.15588008
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.052877456 ---Validation accuracy:--- 0.962 Validation Loss: 0.1361531
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05724474 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13641347
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04819173 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13199374
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07357908 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12921754
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.017872518 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13017769
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04444311 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13376182
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.019688519 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13008478
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05929501 ---Validation accuracy:--- 0.956 Validation Loss: 0.16516373
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.062318753 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13653289
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.038960434 ---Validation accuracy:--- 0.964 Validation Loss: 0.13256362
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.021404631 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14785318
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05209419 ---Validation accuracy:--- 0.9588 Validation Loss: 0.1410321
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.030591154 ---Validation accuracy:--- 0.962 Validation Loss: 0.13582346
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.071689084 ---Validation accuracy:--- 0.9616 Validation Loss: 0.14152046
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.051543605 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13196364
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.015905885 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13885042
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.036523566 ---Validation accuracy:--- 0.9622 Validation Loss: 0.135409
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.045063287 ---Validation accuracy:--- 0.9474 Validation Loss: 0.18861204
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.062053975 ---Validation accuracy:--- 0.9612 Validation Loss: 0.14081064
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12201034 ---Validation accuracy:--- 0.9446 Validation Loss: 0.20319316
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.025774607 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15126742
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.084209174 ---Validation accuracy:--- 0.9608 Validation Loss: 0.14694756
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.014461981 ---Validation accuracy:--- 0.9636 Validation Loss: 0.14115827
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.027576067 ---Validation accuracy:--- 0.9616 Validation Loss: 0.15315166
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.094013445 ---Validation accuracy:--- 0.9574 Validation Loss: 0.1592985
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.019115549 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16165482
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08916249 ---Validation accuracy:--- 0.9558 Validation Loss: 0.1522198
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07552092 ---Validation accuracy:--- 0.961 Validation Loss: 0.13694684
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.035726115 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14299136
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.043778844 ---Validation accuracy:--- 0.9602 Validation Loss: 0.14560238
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.050004028 ---Validation accuracy:--- 0.9392 Validation Loss: 0.20128709
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.021317884 ---Validation accuracy:--- 0.959 Validation Loss: 0.14311673
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.045047894 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13595982
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.025257554 ---Validation accuracy:--- 0.959 Validation Loss: 0.1420794
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.027995713 ---Validation accuracy:--- 0.956 Validation Loss: 0.15562057
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010667362 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14989297
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05068989 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14509358
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0440923 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15193148
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09449818 ---Validation accuracy:--- 0.9572 Validation Loss: 0.14787883
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008895047 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14008024
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.013162962 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13868621
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.054350186 ---Validation accuracy:--- 0.959 Validation Loss: 0.14301689
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.068148725 ---Validation accuracy:--- 0.9618 Validation Loss: 0.14193292
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.021978512 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16951972
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09748163 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1630583
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.040755197 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14416909
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05062314 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15364996
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009690431 ---Validation accuracy:--- 0.9566 Validation Loss: 0.14677356
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.055452734 ---Validation accuracy:--- 0.952 Validation Loss: 0.1720173
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07277471 ---Validation accuracy:--- 0.9588 Validation Loss: 0.14116202
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03883389 ---Validation accuracy:--- 0.959 Validation Loss: 0.14601852
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.1702163 ---Validation accuracy:--- 0.9536 Validation Loss: 0.1717454
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.037674304 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14895251
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.054666594 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13558753
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.021855142 ---Validation accuracy:--- 0.961 Validation Loss: 0.13390732
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.027261306 ---Validation accuracy:--- 0.961 Validation Loss: 0.13168335
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.044416834 ---Validation accuracy:--- 0.9604 Validation Loss: 0.13494289
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.081545345 ---Validation accuracy:--- 0.9604 Validation Loss: 0.13796939
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.083465606 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13128646
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.057633266 ---Validation accuracy:--- 0.9604 Validation Loss: 0.13446279
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.015163558 ---Validation accuracy:--- 0.963 Validation Loss: 0.12967096
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.019689092 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13323233
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06676907 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14659156
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0282243 ---Validation accuracy:--- 0.9612 Validation Loss: 0.14495039
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.05571765 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15953021
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.017542243 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13684605
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05101745 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12819356
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.043056227 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12836082
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.016556358 ---Validation accuracy:--- 0.9642 Validation Loss: 0.1291445
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.043653715 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13298976
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0524277 ---Validation accuracy:--- 0.956 Validation Loss: 0.1444571
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.102783985 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12405776
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.089728765 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13389526
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.14096193 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14505649
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.014605928 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13406342
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.025000557 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12371345
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12004349 ---Validation accuracy:--- 0.9652 Validation Loss: 0.124732815
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.116350085 ---Validation accuracy:--- 0.9658 Validation Loss: 0.1198344
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.027286548 ---Validation accuracy:--- 0.965 Validation Loss: 0.12014988
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07242319 ---Validation accuracy:--- 0.9666 Validation Loss: 0.11975623
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.018808184 ---Validation accuracy:--- 0.9676 Validation Loss: 0.114644565
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.042936746 ---Validation accuracy:--- 0.9658 Validation Loss: 0.11842063
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.022359217 ---Validation accuracy:--- 0.9656 Validation Loss: 0.11676089
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.040587015 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13138445
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.029977288 ---Validation accuracy:--- 0.965 Validation Loss: 0.12426741
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.048233576 ---Validation accuracy:--- 0.963 Validation Loss: 0.12950495
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.059688654 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13856134
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.100221604 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12094999
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.039470956 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12757993
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.050852966 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12276757
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.036435813 ---Validation accuracy:--- 0.965 Validation Loss: 0.123262145
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.040633764 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12156243
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.107957914 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11731418
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.076110356 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15186587
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07420473 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12788767
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06360533 ---Validation accuracy:--- 0.9614 Validation Loss: 0.12933895
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.029343508 ---Validation accuracy:--- 0.9584 Validation Loss: 0.13886467
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010567787 ---Validation accuracy:--- 0.9614 Validation Loss: 0.12832956
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01810708 ---Validation accuracy:--- 0.9638 Validation Loss: 0.124906264
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08133109 ---Validation accuracy:--- 0.962 Validation Loss: 0.13442943
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09995928 ---Validation accuracy:--- 0.9602 Validation Loss: 0.13404773
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.078125745 ---Validation accuracy:--- 0.9624 Validation Loss: 0.12983951
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05143838 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16508542
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.022130275 ---Validation accuracy:--- 0.9634 Validation Loss: 0.13908157
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.028321207 ---Validation accuracy:--- 0.961 Validation Loss: 0.14454372
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.057960924 ---Validation accuracy:--- 0.9454 Validation Loss: 0.19296648
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.078112274 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15860227
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.04999174 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15985002
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.014254348 ---Validation accuracy:--- 0.9634 Validation Loss: 0.1420184
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01816889 ---Validation accuracy:--- 0.9616 Validation Loss: 0.1483247
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.020628609 ---Validation accuracy:--- 0.9582 Validation Loss: 0.1579493
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009105394 ---Validation accuracy:--- 0.9606 Validation Loss: 0.14333157
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.020070754 ---Validation accuracy:--- 0.963 Validation Loss: 0.13854061
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008595272 ---Validation accuracy:--- 0.963 Validation Loss: 0.13617747
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00842312 ---Validation accuracy:--- 0.9642 Validation Loss: 0.13613696
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.10492545 ---Validation accuracy:--- 0.9518 Validation Loss: 0.18487947
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.072245464 ---Validation accuracy:--- 0.9472 Validation Loss: 0.17654942
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.022074273 ---Validation accuracy:--- 0.96 Validation Loss: 0.14955693
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.043717574 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13846739
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.031960264 ---Validation accuracy:--- 0.9666 Validation Loss: 0.13072285
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011573469 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13514632
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.019544097 ---Validation accuracy:--- 0.9664 Validation Loss: 0.1270109
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.051406454 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12576176
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.016308725 ---Validation accuracy:--- 0.9512 Validation Loss: 0.1725369
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05203147 ---Validation accuracy:--- 0.9572 Validation Loss: 0.1621763
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.037685867 ---Validation accuracy:--- 0.9572 Validation Loss: 0.16044506
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08027462 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13606945
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.035751443 ---Validation accuracy:--- 0.9648 Validation Loss: 0.13439175
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.027164223 ---Validation accuracy:--- 0.966 Validation Loss: 0.13114038
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10076533 ---Validation accuracy:--- 0.9538 Validation Loss: 0.17175022
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1377707 ---Validation accuracy:--- 0.9558 Validation Loss: 0.16382304
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.121668 ---Validation accuracy:--- 0.9534 Validation Loss: 0.17049046
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.017445737 ---Validation accuracy:--- 0.9594 Validation Loss: 0.15114516
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.045830842 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12876165
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03371322 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12359608
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.035742894 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13918903
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.055898663 ---Validation accuracy:--- 0.963 Validation Loss: 0.13201734
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.039746713 ---Validation accuracy:--- 0.9578 Validation Loss: 0.14803988
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.027406622 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12847097
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07553475 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13202083
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.049472738 ---Validation accuracy:--- 0.9594 Validation Loss: 0.15170644
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.028528929 ---Validation accuracy:--- 0.9604 Validation Loss: 0.14118221
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.034921832 ---Validation accuracy:--- 0.96 Validation Loss: 0.14685622
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.018141408 ---Validation accuracy:--- 0.9656 Validation Loss: 0.1275258
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04501524 ---Validation accuracy:--- 0.9656 Validation Loss: 0.122843005
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011246145 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12666236
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.09027195 ---Validation accuracy:--- 0.958 Validation Loss: 0.14471042
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.10249994 ---Validation accuracy:--- 0.9608 Validation Loss: 0.1453132
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01077397 ---Validation accuracy:--- 0.964 Validation Loss: 0.13567613
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.026296252 ---Validation accuracy:--- 0.964 Validation Loss: 0.12664922
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.055461545 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13989754
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.02014494 ---Validation accuracy:--- 0.9644 Validation Loss: 0.13038181
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.063960694 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12521167
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03253083 ---Validation accuracy:--- 0.956 Validation Loss: 0.1562438
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03750908 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13835622
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.026662063 ---Validation accuracy:--- 0.953 Validation Loss: 0.17777124
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.023310967 ---Validation accuracy:--- 0.9644 Validation Loss: 0.13244072
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07173984 ---Validation accuracy:--- 0.947 Validation Loss: 0.19271182
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.027760921 ---Validation accuracy:--- 0.966 Validation Loss: 0.13300273
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.039434563 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12874168
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11140208 ---Validation accuracy:--- 0.9598 Validation Loss: 0.15358964
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.041967764 ---Validation accuracy:--- 0.9538 Validation Loss: 0.17124473
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09891537 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13545386
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01714006 ---Validation accuracy:--- 0.962 Validation Loss: 0.13773416
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.038817517 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14907496
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08189657 ---Validation accuracy:--- 0.9612 Validation Loss: 0.14274238
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07521546 ---Validation accuracy:--- 0.9602 Validation Loss: 0.14533357
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05834981 ---Validation accuracy:--- 0.961 Validation Loss: 0.14138712
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.12356821 ---Validation accuracy:--- 0.953 Validation Loss: 0.16877982
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.015197461 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12984738
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011161907 ---Validation accuracy:--- 0.9654 Validation Loss: 0.13416778
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07296311 ---Validation accuracy:--- 0.9644 Validation Loss: 0.13677211
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.102921866 ---Validation accuracy:--- 0.9642 Validation Loss: 0.13055481
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.066938564 ---Validation accuracy:--- 0.9652 Validation Loss: 0.13078147
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.030059515 ---Validation accuracy:--- 0.967 Validation Loss: 0.1245525
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.032036327 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12698643
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.045305062 ---Validation accuracy:--- 0.9584 Validation Loss: 0.15369019
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09840137 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13969907
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.025791695 ---Validation accuracy:--- 0.963 Validation Loss: 0.13438503
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.02665168 ---Validation accuracy:--- 0.9652 Validation Loss: 0.123906545
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.053280868 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12552774
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01966084 ---Validation accuracy:--- 0.9676 Validation Loss: 0.12336783
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.051951617 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12685631
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.032720316 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12766929
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.02787437 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12401194
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.030893387 ---Validation accuracy:--- 0.9648 Validation Loss: 0.13028657
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.060106486 ---Validation accuracy:--- 0.9652 Validation Loss: 0.1278724
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.016910585 ---Validation accuracy:--- 0.9644 Validation Loss: 0.13112547
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.043804627 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12795092
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12367113 ---Validation accuracy:--- 0.9656 Validation Loss: 0.13187754
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.042460393 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13651414
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.012309952 ---Validation accuracy:--- 0.962 Validation Loss: 0.13810122
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06498596 ---Validation accuracy:--- 0.963 Validation Loss: 0.13616094
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.016458577 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13962251
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03210015 ---Validation accuracy:--- 0.9538 Validation Loss: 0.16380793
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.041229237 ---Validation accuracy:--- 0.9596 Validation Loss: 0.15312852
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03476486 ---Validation accuracy:--- 0.9614 Validation Loss: 0.14179659
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.031383324 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13478145
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.07427138 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15132505
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05264706 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14711562
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.042863823 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14119059
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.051455803 ---Validation accuracy:--- 0.953 Validation Loss: 0.1641342
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05065427 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15839776
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.023917537 ---Validation accuracy:--- 0.9588 Validation Loss: 0.1445587
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.025255632 ---Validation accuracy:--- 0.9588 Validation Loss: 0.1462371
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01747507 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13648766
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.02484281 ---Validation accuracy:--- 0.9602 Validation Loss: 0.14442287
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0837422 ---Validation accuracy:--- 0.961 Validation Loss: 0.1399318
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03525704 ---Validation accuracy:--- 0.9612 Validation Loss: 0.14043707
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.02439728 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13415332
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.025096899 ---Validation accuracy:--- 0.965 Validation Loss: 0.12675078
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08094428 ---Validation accuracy:--- 0.9622 Validation Loss: 0.1356055
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.089989446 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14196749
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03177558 ---Validation accuracy:--- 0.964 Validation Loss: 0.13097891
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.037279114 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12618998
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.017168736 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12961593
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08126957 ---Validation accuracy:--- 0.955 Validation Loss: 0.15470162
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.046213716 ---Validation accuracy:--- 0.957 Validation Loss: 0.1508028
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.13809188 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14252439
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07766155 ---Validation accuracy:--- 0.9622 Validation Loss: 0.1420609
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.039960764 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15655424
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08489517 ---Validation accuracy:--- 0.963 Validation Loss: 0.13870102
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.02946856 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12438093
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.031579755 ---Validation accuracy:--- 0.9592 Validation Loss: 0.1431211
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009079052 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13372041
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08515348 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13971023
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.031166203 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12521875
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03529057 ---Validation accuracy:--- 0.963 Validation Loss: 0.13656712
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.024820995 ---Validation accuracy:--- 0.9636 Validation Loss: 0.13565667
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.060546353 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13606192
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011983062 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12929526
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.056125652 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13693844
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12270584 ---Validation accuracy:--- 0.9686 Validation Loss: 0.12054927
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.028900538 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13243607
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009539991 ---Validation accuracy:--- 0.968 Validation Loss: 0.120313376
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.040154435 ---Validation accuracy:--- 0.9658 Validation Loss: 0.13195777
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.031399973 ---Validation accuracy:--- 0.958 Validation Loss: 0.15511954
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.028958311 ---Validation accuracy:--- 0.9612 Validation Loss: 0.14578798
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.15109596 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17092265
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.12840174 ---Validation accuracy:--- 0.954 Validation Loss: 0.16483681
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.017082766 ---Validation accuracy:--- 0.962 Validation Loss: 0.1450894
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01877574 ---Validation accuracy:--- 0.9646 Validation Loss: 0.13690327
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.020962484 ---Validation accuracy:--- 0.966 Validation Loss: 0.13039817
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04987519 ---Validation accuracy:--- 0.9658 Validation Loss: 0.13199517
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.013575681 ---Validation accuracy:--- 0.967 Validation Loss: 0.12605436
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.02414257 ---Validation accuracy:--- 0.9654 Validation Loss: 0.13057354
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.013660268 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12491097
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.070833355 ---Validation accuracy:--- 0.9612 Validation Loss: 0.1420562
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08418346 ---Validation accuracy:--- 0.9614 Validation Loss: 0.14339274
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.033707686 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15704888
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0745763 ---Validation accuracy:--- 0.9624 Validation Loss: 0.1342002
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.017169598 ---Validation accuracy:--- 0.966 Validation Loss: 0.12988697
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.064172685 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12213657
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.014438832 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12423303
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.025773413 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12761553
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.043438826 ---Validation accuracy:--- 0.9628 Validation Loss: 0.124018006
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08640764 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12320648
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.058208052 ---Validation accuracy:--- 0.966 Validation Loss: 0.12367243
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.046056204 ---Validation accuracy:--- 0.966 Validation Loss: 0.12492239
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06369668 ---Validation accuracy:--- 0.9602 Validation Loss: 0.14088558
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.050674543 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13560376
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.054871667 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13464859
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09446824 ---Validation accuracy:--- 0.963 Validation Loss: 0.13666214
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.029394858 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13494755
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.013524346 ---Validation accuracy:--- 0.9636 Validation Loss: 0.13613188
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01862095 ---Validation accuracy:--- 0.9628 Validation Loss: 0.146616
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07748312 ---Validation accuracy:--- 0.9586 Validation Loss: 0.15719078
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07421448 ---Validation accuracy:--- 0.9642 Validation Loss: 0.13405044
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.051692482 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12565827
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.024038412 ---Validation accuracy:--- 0.9634 Validation Loss: 0.13848105
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.036280848 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16895618
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06087807 ---Validation accuracy:--- 0.957 Validation Loss: 0.15364748
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.044324234 ---Validation accuracy:--- 0.962 Validation Loss: 0.13929746
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.029005218 ---Validation accuracy:--- 0.9602 Validation Loss: 0.13953133
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.018853845 ---Validation accuracy:--- 0.963 Validation Loss: 0.13121131
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.057533722 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17575464
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03684637 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15921597
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03377383 ---Validation accuracy:--- 0.961 Validation Loss: 0.15002283
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.018141475 ---Validation accuracy:--- 0.9634 Validation Loss: 0.1458998
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06736884 ---Validation accuracy:--- 0.9594 Validation Loss: 0.15749346
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06609008 ---Validation accuracy:--- 0.9554 Validation Loss: 0.17015404
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08522583 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18446136
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.013587704 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14244995
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.044243444 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15433699
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08116009 ---Validation accuracy:--- 0.9558 Validation Loss: 0.14935789
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.038508404 ---Validation accuracy:--- 0.9552 Validation Loss: 0.15324338
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.051451903 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13487768
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.06871316 ---Validation accuracy:--- 0.9624 Validation Loss: 0.14173517
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.02446104 ---Validation accuracy:--- 0.9618 Validation Loss: 0.1335915
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.044953 ---Validation accuracy:--- 0.9608 Validation Loss: 0.14501293
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.12567812 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13778809
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0124960365 ---Validation accuracy:--- 0.9608 Validation Loss: 0.13751136
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.047880664 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13203566
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.033012617 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13023606
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0134749785 ---Validation accuracy:--- 0.9624 Validation Loss: 0.12968723
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08891586 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13065165
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06779729 ---Validation accuracy:--- 0.9646 Validation Loss: 0.133544
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.14666349 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12924294
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.08670709 ---Validation accuracy:--- 0.9554 Validation Loss: 0.14502093
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.044207845 ---Validation accuracy:--- 0.957 Validation Loss: 0.13849592
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08017844 ---Validation accuracy:--- 0.963 Validation Loss: 0.1326126
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.089589626 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12876403
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.022093354 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12170825
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.072737664 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12331027
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.061782263 ---Validation accuracy:--- 0.9592 Validation Loss: 0.13943383
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.1340684 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15186216
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.114892274 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15502831
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06556051 ---Validation accuracy:--- 0.9634 Validation Loss: 0.13096452
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.038039282 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12631589
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.050524063 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13494685
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.024470551 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12229747
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.048082504 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12121221
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.012921874 ---Validation accuracy:--- 0.964 Validation Loss: 0.120476194
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.024429522 ---Validation accuracy:--- 0.9554 Validation Loss: 0.1479738
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.052122667 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14605588
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1561071 ---Validation accuracy:--- 0.9564 Validation Loss: 0.16262504
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.015880369 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12789254
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.038902305 ---Validation accuracy:--- 0.966 Validation Loss: 0.12776983
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.09013155 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16282889
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03286994 ---Validation accuracy:--- 0.9588 Validation Loss: 0.15082905
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0152152805 ---Validation accuracy:--- 0.958 Validation Loss: 0.15378386
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.021231208 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13594295
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07844759 ---Validation accuracy:--- 0.9624 Validation Loss: 0.1414307
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009540086 ---Validation accuracy:--- 0.9618 Validation Loss: 0.14781104
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.050115842 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13941
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07449773 ---Validation accuracy:--- 0.961 Validation Loss: 0.14354198
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04270572 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14063872
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.077260606 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16056442
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.061843093 ---Validation accuracy:--- 0.9502 Validation Loss: 0.16798887
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.040299498 ---Validation accuracy:--- 0.9576 Validation Loss: 0.14469741
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.032918308 ---Validation accuracy:--- 0.961 Validation Loss: 0.14326851
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.017846728 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13736483
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.025876112 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13554125
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.1472401 ---Validation accuracy:--- 0.9488 Validation Loss: 0.18549137
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06672513 ---Validation accuracy:--- 0.9604 Validation Loss: 0.131485
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.029767115 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12962216
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.04123896 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12513871
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06519498 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12896155
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.014126997 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14457777
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.040529963 ---Validation accuracy:--- 0.963 Validation Loss: 0.13362508
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.022690311 ---Validation accuracy:--- 0.962 Validation Loss: 0.1297264
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.018263848 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13918383
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.039186496 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13309756
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.013721429 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13883607
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.036879048 ---Validation accuracy:--- 0.963 Validation Loss: 0.1414617
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.053875044 ---Validation accuracy:--- 0.961 Validation Loss: 0.13796817
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01372806 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14840871
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.029761802 ---Validation accuracy:--- 0.9612 Validation Loss: 0.1368948
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.052428674 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15619603
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11725268 ---Validation accuracy:--- 0.9516 Validation Loss: 0.17382191
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04031726 ---Validation accuracy:--- 0.954 Validation Loss: 0.16833742
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.05723469 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15299809
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.053148795 ---Validation accuracy:--- 0.953 Validation Loss: 0.17572874
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.048990175 ---Validation accuracy:--- 0.965 Validation Loss: 0.12501718
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.09949651 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12254656
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.012936757 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12571639
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.039805766 ---Validation accuracy:--- 0.9624 Validation Loss: 0.1380488
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.062838934 ---Validation accuracy:--- 0.9608 Validation Loss: 0.1374166
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04392142 ---Validation accuracy:--- 0.964 Validation Loss: 0.13067184
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.02336446 ---Validation accuracy:--- 0.9646 Validation Loss: 0.13133533
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.026963282 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12672524
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07590271 ---Validation accuracy:--- 0.9678 Validation Loss: 0.122127004
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.039377343 ---Validation accuracy:--- 0.9604 Validation Loss: 0.14412063
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.021993961 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13865606
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.040197086 ---Validation accuracy:--- 0.9648 Validation Loss: 0.13049038
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.090128556 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12371249
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03978114 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12269934
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0831342 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12038047
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.021309767 ---Validation accuracy:--- 0.969 Validation Loss: 0.11805842
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0137394285 ---Validation accuracy:--- 0.967 Validation Loss: 0.12013665
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.021045398 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11682976
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08693869 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11972776
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05858479 ---Validation accuracy:--- 0.9662 Validation Loss: 0.1264683
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.046850342 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12919934
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.047858607 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11978972
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0210179 ---Validation accuracy:--- 0.968 Validation Loss: 0.119683005
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.032652196 ---Validation accuracy:--- 0.966 Validation Loss: 0.12596858
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.02589575 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11704551
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.024523795 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12103556
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.015032185 ---Validation accuracy:--- 0.968 Validation Loss: 0.1199896
Epoch: 3 ---Training accuracy:--- 0.94 Training Loss: 0.17548856 ---Validation accuracy:--- 0.9304 Validation Loss: 0.2614096
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07652336 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15908773
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07375582 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15110405
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.050025415 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13376905
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.055041265 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12780888
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.11156661 ---Validation accuracy:--- 0.9634 Validation Loss: 0.13029048
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.047294807 ---Validation accuracy:--- 0.9616 Validation Loss: 0.1351896
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.031899124 ---Validation accuracy:--- 0.9618 Validation Loss: 0.12923396
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01887523 ---Validation accuracy:--- 0.9624 Validation Loss: 0.12394514
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.028995775 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12594573
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.021861887 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11902897
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.03533459 ---Validation accuracy:--- 0.9674 Validation Loss: 0.1166883
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.033895083 ---Validation accuracy:--- 0.961 Validation Loss: 0.13968572
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.037651442 ---Validation accuracy:--- 0.966 Validation Loss: 0.12570699
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05516933 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12619357
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.18038967 ---Validation accuracy:--- 0.9588 Validation Loss: 0.15158895
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.11156467 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13457377
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.046510953 ---Validation accuracy:--- 0.9616 Validation Loss: 0.14096133
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.031498726 ---Validation accuracy:--- 0.9604 Validation Loss: 0.14282991
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.08813732 ---Validation accuracy:--- 0.966 Validation Loss: 0.12349337
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.040276308 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13001023
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01464113 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12194171
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.02186734 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12049602
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.1340062 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11964364
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.014961188 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11683316
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.07638802 ---Validation accuracy:--- 0.9686 Validation Loss: 0.115894265
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03823582 ---Validation accuracy:--- 0.97 Validation Loss: 0.114511035
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.020197764 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12055543
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.027506486 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11747872
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.026559878 ---Validation accuracy:--- 0.9658 Validation Loss: 0.11906836
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.026729032 ---Validation accuracy:--- 0.9662 Validation Loss: 0.120022535
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01757272 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12019664
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010969957 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11659602
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.025035806 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12017572
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.026831446 ---Validation accuracy:--- 0.9594 Validation Loss: 0.1421177
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.020641165 ---Validation accuracy:--- 0.965 Validation Loss: 0.12678343
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.035218295 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12911111
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.034896616 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12440678
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.026869163 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13504975
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.06582412 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12368545
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.089209005 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12824334
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010362137 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12006279
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08133892 ---Validation accuracy:--- 0.9642 Validation Loss: 0.12622586
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.079432115 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13533843
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.029146723 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17782566
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.045643102 ---Validation accuracy:--- 0.962 Validation Loss: 0.14423156
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.13668072 ---Validation accuracy:--- 0.9634 Validation Loss: 0.13637702
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.019243311 ---Validation accuracy:--- 0.962 Validation Loss: 0.13478057
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.030047212 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12251509
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.036366172 ---Validation accuracy:--- 0.9602 Validation Loss: 0.13729303
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0366403 ---Validation accuracy:--- 0.9568 Validation Loss: 0.16096227
Epoch: 3 ---Training accuracy:--- 0.95 Training Loss: 0.0841996 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15012032
Epoch: 3 ---Training accuracy:--- 0.96 Training Loss: 0.10680017 ---Validation accuracy:--- 0.963 Validation Loss: 0.12877099
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.07073872 ---Validation accuracy:--- 0.962 Validation Loss: 0.13268474
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06594504 ---Validation accuracy:--- 0.9578 Validation Loss: 0.1367485
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.08968496 ---Validation accuracy:--- 0.965 Validation Loss: 0.11867028
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.016441356 ---Validation accuracy:--- 0.9658 Validation Loss: 0.11623721
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.08383669 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12747663
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.012799764 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13326167
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.13370536 ---Validation accuracy:--- 0.9608 Validation Loss: 0.13304073
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.054699767 ---Validation accuracy:--- 0.9624 Validation Loss: 0.12752989
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.060988873 ---Validation accuracy:--- 0.958 Validation Loss: 0.15224177
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.024547823 ---Validation accuracy:--- 0.9584 Validation Loss: 0.15149179
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06130397 ---Validation accuracy:--- 0.961 Validation Loss: 0.14158688
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.022543777 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13356555
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07521308 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14246228
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.016334895 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12623982
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.022642389 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12434994
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.027763503 ---Validation accuracy:--- 0.9604 Validation Loss: 0.13848698
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.10670202 ---Validation accuracy:--- 0.949 Validation Loss: 0.18179956
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07331568 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13979305
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.046947613 ---Validation accuracy:--- 0.9606 Validation Loss: 0.13726878
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.032296687 ---Validation accuracy:--- 0.9616 Validation Loss: 0.12942317
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.055473175 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13683462
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07115402 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12898332
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0145883225 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12633337
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.059388366 ---Validation accuracy:--- 0.9582 Validation Loss: 0.1488199
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.111465834 ---Validation accuracy:--- 0.9646 Validation Loss: 0.13015258
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.061232366 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12227594
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0257695 ---Validation accuracy:--- 0.965 Validation Loss: 0.12230394
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.011103535 ---Validation accuracy:--- 0.965 Validation Loss: 0.121605136
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.015783891 ---Validation accuracy:--- 0.9636 Validation Loss: 0.1215156
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08752849 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15887447
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.057061896 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13316342
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.061711196 ---Validation accuracy:--- 0.9592 Validation Loss: 0.13976346
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.046910774 ---Validation accuracy:--- 0.962 Validation Loss: 0.13605961
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.049654163 ---Validation accuracy:--- 0.9634 Validation Loss: 0.124517605
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0075097643 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12514526
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07184097 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13086623
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.029172704 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13270552
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.030082194 ---Validation accuracy:--- 0.961 Validation Loss: 0.14242597
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03141026 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13122596
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.029057045 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12366372
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.034198646 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12001481
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.015482213 ---Validation accuracy:--- 0.9634 Validation Loss: 0.1218356
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06662462 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12293716
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04354623 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14385511
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.038091905 ---Validation accuracy:--- 0.962 Validation Loss: 0.12632565
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.043891415 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12704612
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013183924 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12450124
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.023742666 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13114177
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05033246 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13630281
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.038095206 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13131085
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.070504 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12920797
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.016948137 ---Validation accuracy:--- 0.964 Validation Loss: 0.12398707
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.028392758 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12354004
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.02544403 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12875806
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.056900587 ---Validation accuracy:--- 0.9622 Validation Loss: 0.12990192
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09051043 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12736519
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.011185126 ---Validation accuracy:--- 0.965 Validation Loss: 0.12483711
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06569587 ---Validation accuracy:--- 0.9656 Validation Loss: 0.1287683
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1052616 ---Validation accuracy:--- 0.952 Validation Loss: 0.17116134
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.073398426 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12238681
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.044346288 ---Validation accuracy:--- 0.959 Validation Loss: 0.13477786
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.05311816 ---Validation accuracy:--- 0.9652 Validation Loss: 0.11482881
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03464872 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12418664
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.045087572 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12466912
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.05789343 ---Validation accuracy:--- 0.9592 Validation Loss: 0.13733545
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03945812 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12287699
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.02938023 ---Validation accuracy:--- 0.9646 Validation Loss: 0.1269038
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.015980039 ---Validation accuracy:--- 0.9632 Validation Loss: 0.1296904
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05085868 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12997507
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.045946084 ---Validation accuracy:--- 0.9602 Validation Loss: 0.13422193
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.020838352 ---Validation accuracy:--- 0.9652 Validation Loss: 0.11831428
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.049102172 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11408509
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.055831574 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12417837
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07037626 ---Validation accuracy:--- 0.962 Validation Loss: 0.13336961
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04413777 ---Validation accuracy:--- 0.961 Validation Loss: 0.13968547
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05347559 ---Validation accuracy:--- 0.9606 Validation Loss: 0.13805819
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.048429307 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11384252
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.022801831 ---Validation accuracy:--- 0.966 Validation Loss: 0.11403101
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010649336 ---Validation accuracy:--- 0.9656 Validation Loss: 0.113014676
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01261985 ---Validation accuracy:--- 0.9642 Validation Loss: 0.12189491
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010655629 ---Validation accuracy:--- 0.9608 Validation Loss: 0.14536712
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.029897414 ---Validation accuracy:--- 0.961 Validation Loss: 0.1429111
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.028615894 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13414703
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0256777 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12302978
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0057781185 ---Validation accuracy:--- 0.966 Validation Loss: 0.121099606
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.016858054 ---Validation accuracy:--- 0.9648 Validation Loss: 0.1282235
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.056028098 ---Validation accuracy:--- 0.9602 Validation Loss: 0.1411503
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.016104713 ---Validation accuracy:--- 0.959 Validation Loss: 0.14475085
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06168907 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12839729
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.024491157 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12949812
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.1159762 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16052054
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.025615465 ---Validation accuracy:--- 0.9552 Validation Loss: 0.14496167
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.035021856 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13420385
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06901127 ---Validation accuracy:--- 0.955 Validation Loss: 0.15511346
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.020047246 ---Validation accuracy:--- 0.9588 Validation Loss: 0.14066838
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009398761 ---Validation accuracy:--- 0.9598 Validation Loss: 0.1351428
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.12796073 ---Validation accuracy:--- 0.9602 Validation Loss: 0.14141363
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.028817868 ---Validation accuracy:--- 0.9622 Validation Loss: 0.12859522
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03206827 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13730395
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.023409773 ---Validation accuracy:--- 0.9618 Validation Loss: 0.12971291
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04104353 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16155483
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06843033 ---Validation accuracy:--- 0.9606 Validation Loss: 0.13724875
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.027097719 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12940449
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07589369 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12836859
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.023015484 ---Validation accuracy:--- 0.9596 Validation Loss: 0.13592327
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.017965822 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14063826
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.02847724 ---Validation accuracy:--- 0.9608 Validation Loss: 0.13935488
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.02821135 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13719532
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.039339047 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12541622
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.057979245 ---Validation accuracy:--- 0.9652 Validation Loss: 0.1208365
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03250853 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12369773
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.007561469 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12138883
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06685771 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13428156
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.057721343 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13262868
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.035270378 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11372465
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.04421825 ---Validation accuracy:--- 0.966 Validation Loss: 0.11698917
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.037696544 ---Validation accuracy:--- 0.9654 Validation Loss: 0.11967185
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.109258994 ---Validation accuracy:--- 0.9576 Validation Loss: 0.1406193
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0119375335 ---Validation accuracy:--- 0.9656 Validation Loss: 0.11641533
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.014183939 ---Validation accuracy:--- 0.9656 Validation Loss: 0.112165295
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09029006 ---Validation accuracy:--- 0.9466 Validation Loss: 0.18161464
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.027439967 ---Validation accuracy:--- 0.9622 Validation Loss: 0.12749003
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008900572 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12587479
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.033344656 ---Validation accuracy:--- 0.964 Validation Loss: 0.123220004
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05434786 ---Validation accuracy:--- 0.9626 Validation Loss: 0.12987007
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008794069 ---Validation accuracy:--- 0.963 Validation Loss: 0.12517868
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07711348 ---Validation accuracy:--- 0.9654 Validation Loss: 0.11813213
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06180814 ---Validation accuracy:--- 0.9678 Validation Loss: 0.117434375
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.027994536 ---Validation accuracy:--- 0.9652 Validation Loss: 0.118674524
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.017806442 ---Validation accuracy:--- 0.9664 Validation Loss: 0.112128444
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.026057081 ---Validation accuracy:--- 0.9658 Validation Loss: 0.11367167
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07575421 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15655486
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.12706831 ---Validation accuracy:--- 0.963 Validation Loss: 0.12987766
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03017797 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12180998
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.071863584 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12144575
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.09133812 ---Validation accuracy:--- 0.961 Validation Loss: 0.13309968
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04822446 ---Validation accuracy:--- 0.9608 Validation Loss: 0.13462442
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0133897755 ---Validation accuracy:--- 0.9602 Validation Loss: 0.14277221
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.026010947 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12646845
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10753533 ---Validation accuracy:--- 0.9646 Validation Loss: 0.1280906
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.028980408 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12189107
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.015118743 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12064424
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.015728056 ---Validation accuracy:--- 0.9638 Validation Loss: 0.124257654
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.096377544 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12549804
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.00738323 ---Validation accuracy:--- 0.9608 Validation Loss: 0.14042579
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04816307 ---Validation accuracy:--- 0.9616 Validation Loss: 0.12948911
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06688883 ---Validation accuracy:--- 0.9656 Validation Loss: 0.11761952
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.016914204 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12530147
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.035946645 ---Validation accuracy:--- 0.968 Validation Loss: 0.11821642
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04322324 ---Validation accuracy:--- 0.9662 Validation Loss: 0.121616185
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.092801124 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13920553
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.05527443 ---Validation accuracy:--- 0.9528 Validation Loss: 0.17037301
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04663495 ---Validation accuracy:--- 0.9602 Validation Loss: 0.15141799
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010463507 ---Validation accuracy:--- 0.962 Validation Loss: 0.13759148
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03408476 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13025825
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.110211916 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12990047
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.058810547 ---Validation accuracy:--- 0.9662 Validation Loss: 0.13126425
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.035131503 ---Validation accuracy:--- 0.9688 Validation Loss: 0.12676397
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.024961665 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12848355
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.038815904 ---Validation accuracy:--- 0.9624 Validation Loss: 0.136057
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.034803413 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14275685
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0136166345 ---Validation accuracy:--- 0.9616 Validation Loss: 0.1336821
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.08346271 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16895196
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.077080056 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12800719
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10410211 ---Validation accuracy:--- 0.9572 Validation Loss: 0.14896156
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03832456 ---Validation accuracy:--- 0.9642 Validation Loss: 0.13618925
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.022125566 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12342251
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.042529702 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11938448
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05899127 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12775432
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.036737222 ---Validation accuracy:--- 0.9634 Validation Loss: 0.1283798
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.040664926 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12949674
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09254397 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12540235
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.017154463 ---Validation accuracy:--- 0.967 Validation Loss: 0.118723534
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.049629387 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11916055
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.024434065 ---Validation accuracy:--- 0.9654 Validation Loss: 0.1262747
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07024241 ---Validation accuracy:--- 0.965 Validation Loss: 0.12839304
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.041540194 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12996769
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.018534366 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12407386
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08831324 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12095225
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.058670986 ---Validation accuracy:--- 0.9624 Validation Loss: 0.12690595
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.007458897 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12541641
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.021358496 ---Validation accuracy:--- 0.964 Validation Loss: 0.12861252
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.011642002 ---Validation accuracy:--- 0.9642 Validation Loss: 0.121796705
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10993293 ---Validation accuracy:--- 0.9656 Validation Loss: 0.118409134
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.014074669 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11627792
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.011362373 ---Validation accuracy:--- 0.9668 Validation Loss: 0.113866575
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008295858 ---Validation accuracy:--- 0.9658 Validation Loss: 0.11602356
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.10045517 ---Validation accuracy:--- 0.9646 Validation Loss: 0.124614015
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04116693 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11526367
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.027068524 ---Validation accuracy:--- 0.9662 Validation Loss: 0.115094095
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.011740344 ---Validation accuracy:--- 0.9668 Validation Loss: 0.115764916
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.042887434 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11036246
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05672814 ---Validation accuracy:--- 0.955 Validation Loss: 0.16424927
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.074654706 ---Validation accuracy:--- 0.9584 Validation Loss: 0.15122938
Epoch: 4 ---Training accuracy:--- 0.91 Training Loss: 0.6229059 ---Validation accuracy:--- 0.9304 Validation Loss: 0.3038627
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06143008 ---Validation accuracy:--- 0.9482 Validation Loss: 0.16631506
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010657413 ---Validation accuracy:--- 0.9522 Validation Loss: 0.15452032
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.041104745 ---Validation accuracy:--- 0.961 Validation Loss: 0.13431847
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.060901996 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13433294
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.019808443 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12882634
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.020276632 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13299431
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.13899592 ---Validation accuracy:--- 0.9646 Validation Loss: 0.1270405
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04050989 ---Validation accuracy:--- 0.9626 Validation Loss: 0.12992449
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.041631535 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14035578
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.02223609 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13375351
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.04481159 ---Validation accuracy:--- 0.964 Validation Loss: 0.12642442
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05224221 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12124922
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.069968194 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12239978
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.021500384 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12675594
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.024559626 ---Validation accuracy:--- 0.964 Validation Loss: 0.1242563
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.015635967 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12575123
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0306468 ---Validation accuracy:--- 0.9634 Validation Loss: 0.13133211
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.042303037 ---Validation accuracy:--- 0.965 Validation Loss: 0.116402835
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.02336004 ---Validation accuracy:--- 0.9642 Validation Loss: 0.11725986
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.012930859 ---Validation accuracy:--- 0.9648 Validation Loss: 0.11878966
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04330718 ---Validation accuracy:--- 0.9608 Validation Loss: 0.12619397
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.017845504 ---Validation accuracy:--- 0.964 Validation Loss: 0.12167609
Epoch: 4 ---Training accuracy:--- 0.94 Training Loss: 0.114153005 ---Validation accuracy:--- 0.9604 Validation Loss: 0.13789731
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.062079996 ---Validation accuracy:--- 0.9658 Validation Loss: 0.115495056
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.019779706 ---Validation accuracy:--- 0.967 Validation Loss: 0.113806956
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.017581686 ---Validation accuracy:--- 0.966 Validation Loss: 0.117838964
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.011936685 ---Validation accuracy:--- 0.9648 Validation Loss: 0.11766813
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.00944713 ---Validation accuracy:--- 0.965 Validation Loss: 0.11760371
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.021330971 ---Validation accuracy:--- 0.9656 Validation Loss: 0.1153787
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.041085314 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12761314
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06909722 ---Validation accuracy:--- 0.9646 Validation Loss: 0.124274045
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0149826845 ---Validation accuracy:--- 0.962 Validation Loss: 0.14562178
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01539032 ---Validation accuracy:--- 0.9626 Validation Loss: 0.12992583
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008804155 ---Validation accuracy:--- 0.9652 Validation Loss: 0.1252488
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.017919114 ---Validation accuracy:--- 0.9676 Validation Loss: 0.12182715
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01684189 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12551725
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.034927696 ---Validation accuracy:--- 0.964 Validation Loss: 0.12591484
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.022998534 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12814458
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0174202 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11895178
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03308224 ---Validation accuracy:--- 0.9636 Validation Loss: 0.136371
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09760434 ---Validation accuracy:--- 0.9586 Validation Loss: 0.13971478
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.05986863 ---Validation accuracy:--- 0.965 Validation Loss: 0.122808754
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.012656794 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11078804
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.117111504 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11868659
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.057639066 ---Validation accuracy:--- 0.9686 Validation Loss: 0.113937326
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.037328776 ---Validation accuracy:--- 0.9676 Validation Loss: 0.114976756
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.046746463 ---Validation accuracy:--- 0.9692 Validation Loss: 0.1077885
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12583093 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10881178
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.012945955 ---Validation accuracy:--- 0.9656 Validation Loss: 0.120447375
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009332205 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12000293
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.018682396 ---Validation accuracy:--- 0.9658 Validation Loss: 0.1197199
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.014208076 ---Validation accuracy:--- 0.9632 Validation Loss: 0.132372
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0047276914 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11443845
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.044277392 ---Validation accuracy:--- 0.967 Validation Loss: 0.11347285
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.031989746 ---Validation accuracy:--- 0.9664 Validation Loss: 0.114995375
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06049493 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12154125
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.06701187 ---Validation accuracy:--- 0.9622 Validation Loss: 0.12874518
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07955792 ---Validation accuracy:--- 0.9652 Validation Loss: 0.1192605
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.030161805 ---Validation accuracy:--- 0.9612 Validation Loss: 0.1322718
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01602584 ---Validation accuracy:--- 0.9592 Validation Loss: 0.13710293
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.036168065 ---Validation accuracy:--- 0.9626 Validation Loss: 0.12473245
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.02346636 ---Validation accuracy:--- 0.963 Validation Loss: 0.122577526
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004180828 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13447742
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11771637 ---Validation accuracy:--- 0.963 Validation Loss: 0.12810847
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.020929538 ---Validation accuracy:--- 0.9656 Validation Loss: 0.11780097
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.052868437 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13051933
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.056412328 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14058512
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04711716 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12171829
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.078662135 ---Validation accuracy:--- 0.9658 Validation Loss: 0.116480455
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.025894761 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12944935
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.055012263 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12979919
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.019989723 ---Validation accuracy:--- 0.9648 Validation Loss: 0.1257548
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.040495947 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12621348
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0484356 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13119814
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01907762 ---Validation accuracy:--- 0.9654 Validation Loss: 0.1261413
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.042758092 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12349722
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.050642356 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13255233
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009687712 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13186534
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.064506024 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12434878
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.048246592 ---Validation accuracy:--- 0.9616 Validation Loss: 0.12980892
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.018739711 ---Validation accuracy:--- 0.9642 Validation Loss: 0.12438133
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.022186866 ---Validation accuracy:--- 0.963 Validation Loss: 0.12049604
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.038562745 ---Validation accuracy:--- 0.9614 Validation Loss: 0.12704773
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.007983433 ---Validation accuracy:--- 0.9646 Validation Loss: 0.121046215
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.060207874 ---Validation accuracy:--- 0.9202 Validation Loss: 0.20809814
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009290177 ---Validation accuracy:--- 0.966 Validation Loss: 0.118061766
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.060107335 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11682192
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.021703482 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12439766
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.060468003 ---Validation accuracy:--- 0.964 Validation Loss: 0.12540263
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.044460822 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13733211
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06823611 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14750881
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.042935934 ---Validation accuracy:--- 0.9646 Validation Loss: 0.121796444
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.028148131 ---Validation accuracy:--- 0.9684 Validation Loss: 0.114804104
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.032491583 ---Validation accuracy:--- 0.9642 Validation Loss: 0.12111903
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.012208696 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11324253
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.026042735 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12242419
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.007937831 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11555846
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06050132 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11874055
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009381464 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11919275
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.016562395 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12239325
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.036080994 ---Validation accuracy:--- 0.9672 Validation Loss: 0.120703615
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.16997568 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13405481
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06229752 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11478292
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.021162204 ---Validation accuracy:--- 0.9684 Validation Loss: 0.10845481
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.044001084 ---Validation accuracy:--- 0.9616 Validation Loss: 0.1341665
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07023291 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12373163
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013939259 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13362685
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.057724897 ---Validation accuracy:--- 0.9582 Validation Loss: 0.1498475
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013514421 ---Validation accuracy:--- 0.9616 Validation Loss: 0.14014038
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009544134 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12511663
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01630715 ---Validation accuracy:--- 0.9658 Validation Loss: 0.11848739
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.09871436 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11413877
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.055719756 ---Validation accuracy:--- 0.9646 Validation Loss: 0.1182764
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.025423743 ---Validation accuracy:--- 0.9646 Validation Loss: 0.117663965
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.017565258 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12218909
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013009232 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12660328
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.041170124 ---Validation accuracy:--- 0.9692 Validation Loss: 0.116350025
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.014876332 ---Validation accuracy:--- 0.967 Validation Loss: 0.11624985
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01741138 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12084263
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.054886255 ---Validation accuracy:--- 0.9654 Validation Loss: 0.124189064
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.027447548 ---Validation accuracy:--- 0.9656 Validation Loss: 0.1251584
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.022814155 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11974067
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.015946914 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11853899
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.022565817 ---Validation accuracy:--- 0.966 Validation Loss: 0.11899685
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009690518 ---Validation accuracy:--- 0.9656 Validation Loss: 0.11953042
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07056877 ---Validation accuracy:--- 0.9668 Validation Loss: 0.119739085
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.028631553 ---Validation accuracy:--- 0.962 Validation Loss: 0.13225235
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.018875929 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12032012
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.011961285 ---Validation accuracy:--- 0.9684 Validation Loss: 0.111043334
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0337589 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12083749
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.041537274 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13464758
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.033345774 ---Validation accuracy:--- 0.9656 Validation Loss: 0.121623755
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.007656361 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11450606
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013982095 ---Validation accuracy:--- 0.968 Validation Loss: 0.116954714
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.081690334 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13868406
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.098505706 ---Validation accuracy:--- 0.9636 Validation Loss: 0.1266948
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07549003 ---Validation accuracy:--- 0.9634 Validation Loss: 0.13134979
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008688728 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12262028
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.063762754 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13613321
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.14737606 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12358872
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.015505216 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11717247
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.029832726 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11648936
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.037435845 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12227849
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.048662413 ---Validation accuracy:--- 0.965 Validation Loss: 0.122695155
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.019730236 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12546827
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0173344 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13149695
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.032908604 ---Validation accuracy:--- 0.953 Validation Loss: 0.16089971
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07394957 ---Validation accuracy:--- 0.9602 Validation Loss: 0.13198918
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.015437016 ---Validation accuracy:--- 0.963 Validation Loss: 0.12757395
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08870879 ---Validation accuracy:--- 0.9646 Validation Loss: 0.1251097
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.034929458 ---Validation accuracy:--- 0.9636 Validation Loss: 0.1288105
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0143492855 ---Validation accuracy:--- 0.965 Validation Loss: 0.123276256
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07095588 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13343295
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.034126975 ---Validation accuracy:--- 0.9642 Validation Loss: 0.12505277
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06038308 ---Validation accuracy:--- 0.9654 Validation Loss: 0.1219408
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009904174 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12708902
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013170693 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12609877
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.012852578 ---Validation accuracy:--- 0.9628 Validation Loss: 0.1430825
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.05880438 ---Validation accuracy:--- 0.959 Validation Loss: 0.15368178
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.028295327 ---Validation accuracy:--- 0.9542 Validation Loss: 0.17177063
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.012095194 ---Validation accuracy:--- 0.9578 Validation Loss: 0.15266147
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0517683 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15472527
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0809486 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16613421
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01984057 ---Validation accuracy:--- 0.9552 Validation Loss: 0.158799
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.02944448 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13131082
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04007412 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13701563
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07935186 ---Validation accuracy:--- 0.9642 Validation Loss: 0.13584782
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03341805 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13412145
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010486688 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13076964
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.019379921 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12901466
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.050046816 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14920536
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.02117508 ---Validation accuracy:--- 0.9604 Validation Loss: 0.13821775
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.022504933 ---Validation accuracy:--- 0.9624 Validation Loss: 0.12820376
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.026969546 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12388341
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013456561 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13155565
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010034954 ---Validation accuracy:--- 0.9662 Validation Loss: 0.122612014
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08418934 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17789017
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.045540106 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16769126
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10286644 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20966838
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06522734 ---Validation accuracy:--- 0.955 Validation Loss: 0.16314888
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.020149745 ---Validation accuracy:--- 0.9612 Validation Loss: 0.14664313
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.022811003 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12717248
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.034003485 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12344524
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.015237462 ---Validation accuracy:--- 0.963 Validation Loss: 0.1359383
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.014142723 ---Validation accuracy:--- 0.9644 Validation Loss: 0.1310026
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0073225712 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12546563
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.016793003 ---Validation accuracy:--- 0.964 Validation Loss: 0.13035877
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.019665316 ---Validation accuracy:--- 0.9642 Validation Loss: 0.13091853
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.014199171 ---Validation accuracy:--- 0.963 Validation Loss: 0.1419332
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.02497007 ---Validation accuracy:--- 0.9612 Validation Loss: 0.14055203
Epoch: 4 ---Training accuracy:--- 0.92 Training Loss: 0.31244922 ---Validation accuracy:--- 0.9328 Validation Loss: 0.2533959
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.069270425 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13792484
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.042478956 ---Validation accuracy:--- 0.9632 Validation Loss: 0.1301485
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008467089 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12883681
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.02918961 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13254924
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0083186375 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13636324
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.032744955 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12854013
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.043328475 ---Validation accuracy:--- 0.9658 Validation Loss: 0.13315049
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07109971 ---Validation accuracy:--- 0.963 Validation Loss: 0.12907325
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.11899336 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13571115
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.019066023 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13710347
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.032159716 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12988278
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.044867273 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13734624
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04193393 ---Validation accuracy:--- 0.9638 Validation Loss: 0.14338948
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.109429725 ---Validation accuracy:--- 0.9612 Validation Loss: 0.14420654
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.022630507 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12810656
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06738288 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12871215
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.047809634 ---Validation accuracy:--- 0.9654 Validation Loss: 0.13197856
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.020234754 ---Validation accuracy:--- 0.9684 Validation Loss: 0.1187312
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.037078723 ---Validation accuracy:--- 0.9642 Validation Loss: 0.1245355
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.02447032 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11753635
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06255623 ---Validation accuracy:--- 0.9624 Validation Loss: 0.14596522
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.058551613 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11812119
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.023414768 ---Validation accuracy:--- 0.9654 Validation Loss: 0.11979829
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.05097517 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13542564
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05535856 ---Validation accuracy:--- 0.963 Validation Loss: 0.1323324
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.017313553 ---Validation accuracy:--- 0.9676 Validation Loss: 0.12094047
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.070607886 ---Validation accuracy:--- 0.9632 Validation Loss: 0.1323337
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.048951138 ---Validation accuracy:--- 0.964 Validation Loss: 0.12267831
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.040801898 ---Validation accuracy:--- 0.9626 Validation Loss: 0.1314595
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.018046709 ---Validation accuracy:--- 0.9604 Validation Loss: 0.14795358
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010896351 ---Validation accuracy:--- 0.9614 Validation Loss: 0.1439663
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013511109 ---Validation accuracy:--- 0.963 Validation Loss: 0.13791777
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.021834617 ---Validation accuracy:--- 0.962 Validation Loss: 0.14146103
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.034027204 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15104131
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.052941635 ---Validation accuracy:--- 0.951 Validation Loss: 0.1738768
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.061204072 ---Validation accuracy:--- 0.951 Validation Loss: 0.18993609
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.05710398 ---Validation accuracy:--- 0.9608 Validation Loss: 0.14967954
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.11421606 ---Validation accuracy:--- 0.954 Validation Loss: 0.162401
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0070758187 ---Validation accuracy:--- 0.9612 Validation Loss: 0.14075133
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01714088 ---Validation accuracy:--- 0.9634 Validation Loss: 0.1361258
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010905025 ---Validation accuracy:--- 0.9634 Validation Loss: 0.13670433
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009669379 ---Validation accuracy:--- 0.9662 Validation Loss: 0.125188
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.10869718 ---Validation accuracy:--- 0.964 Validation Loss: 0.13136227
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.049849294 ---Validation accuracy:--- 0.9626 Validation Loss: 0.1381861
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05122893 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12861165
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0053502894 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11978834
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008149277 ---Validation accuracy:--- 0.966 Validation Loss: 0.1299194
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04946179 ---Validation accuracy:--- 0.9648 Validation Loss: 0.122779675
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05400487 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11642089
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.051053047 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12705436
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.00906295 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12647593
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010984177 ---Validation accuracy:--- 0.9676 Validation Loss: 0.12089766
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05643718 ---Validation accuracy:--- 0.964 Validation Loss: 0.12778375
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.034717258 ---Validation accuracy:--- 0.9652 Validation Loss: 0.129951
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.015569911 ---Validation accuracy:--- 0.9642 Validation Loss: 0.13037056
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.091401815 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12175327
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.12726435 ---Validation accuracy:--- 0.963 Validation Loss: 0.14328209
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07535755 ---Validation accuracy:--- 0.9682 Validation Loss: 0.120827295
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04178688 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12469272
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.03186831 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11784139
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010416224 ---Validation accuracy:--- 0.969 Validation Loss: 0.11514026
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.024666648 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12127444
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013812089 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11622461
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.039649464 ---Validation accuracy:--- 0.962 Validation Loss: 0.14426737
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0063733743 ---Validation accuracy:--- 0.966 Validation Loss: 0.12332854
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013555676 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13890477
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009285875 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12963474
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.049688168 ---Validation accuracy:--- 0.9668 Validation Loss: 0.122454
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013007888 ---Validation accuracy:--- 0.968 Validation Loss: 0.11605414
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.028415214 ---Validation accuracy:--- 0.9634 Validation Loss: 0.1353694
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.07978531 ---Validation accuracy:--- 0.96 Validation Loss: 0.13991946
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0086951945 ---Validation accuracy:--- 0.9654 Validation Loss: 0.1274488
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.02511766 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12599744
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.017175226 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12287013
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.022166923 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12154824
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.015788848 ---Validation accuracy:--- 0.9646 Validation Loss: 0.13674316
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.021750048 ---Validation accuracy:--- 0.9618 Validation Loss: 0.14156924
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.059026994 ---Validation accuracy:--- 0.9612 Validation Loss: 0.14774553
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009200834 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11993865
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010074727 ---Validation accuracy:--- 0.9676 Validation Loss: 0.1161083
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0057386816 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11650996
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.026510792 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11651262
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.043431945 ---Validation accuracy:--- 0.9604 Validation Loss: 0.14601469
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.05839252 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16225311
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.062114015 ---Validation accuracy:--- 0.954 Validation Loss: 0.172554
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.017820066 ---Validation accuracy:--- 0.9628 Validation Loss: 0.1401778
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.16535543 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12844805
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08443239 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12882635
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.047290877 ---Validation accuracy:--- 0.9656 Validation Loss: 0.1322385
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010800301 ---Validation accuracy:--- 0.965 Validation Loss: 0.12797871
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.019045703 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12367807
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.012690652 ---Validation accuracy:--- 0.9672 Validation Loss: 0.124089904
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.108938634 ---Validation accuracy:--- 0.9628 Validation Loss: 0.14031881
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.041023593 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12783404
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.023040848 ---Validation accuracy:--- 0.9636 Validation Loss: 0.13891739
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.032786384 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12868398
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.046486083 ---Validation accuracy:--- 0.9676 Validation Loss: 0.12282088
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.046580855 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11809783
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.11570831 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13998766
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.0412088 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12442041
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.018023748 ---Validation accuracy:--- 0.965 Validation Loss: 0.13088162
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.034509458 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11800182
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.02856 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12067954
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01200413 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13434428
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.035908405 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12572294
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.026220135 ---Validation accuracy:--- 0.9614 Validation Loss: 0.12952872
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.060060576 ---Validation accuracy:--- 0.9516 Validation Loss: 0.15700528
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06556137 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17412928
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.031966995 ---Validation accuracy:--- 0.96 Validation Loss: 0.14484327
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.017705796 ---Validation accuracy:--- 0.968 Validation Loss: 0.11731316
Epoch: 4 ---Training accuracy:--- 0.96 Training Loss: 0.10202064 ---Validation accuracy:--- 0.9662 Validation Loss: 0.120624185
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.015032475 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11932107
Epoch: 4 ---Training accuracy:--- 0.95 Training Loss: 0.13492143 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13719766
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.011479514 ---Validation accuracy:--- 0.9648 Validation Loss: 0.1286177
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.022651142 ---Validation accuracy:--- 0.965 Validation Loss: 0.12262671
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.069946155 ---Validation accuracy:--- 0.9656 Validation Loss: 0.119666025
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01534281 ---Validation accuracy:--- 0.9658 Validation Loss: 0.11698999
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.029767625 ---Validation accuracy:--- 0.964 Validation Loss: 0.122219324
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.07810797 ---Validation accuracy:--- 0.963 Validation Loss: 0.13476484
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.025321996 ---Validation accuracy:--- 0.9636 Validation Loss: 0.13451582
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.061970722 ---Validation accuracy:--- 0.9656 Validation Loss: 0.115607545
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.028056562 ---Validation accuracy:--- 0.9672 Validation Loss: 0.113203384
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.043722913 ---Validation accuracy:--- 0.964 Validation Loss: 0.13067582
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.030865507 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12087554
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.019129219 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13710369
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.061351493 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11008838
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.032263085 ---Validation accuracy:--- 0.9666 Validation Loss: 0.118917674
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010968739 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10925913
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01578071 ---Validation accuracy:--- 0.9694 Validation Loss: 0.106418595
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.12315699 ---Validation accuracy:--- 0.969 Validation Loss: 0.1107154
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.036649376 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11060291
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.026128268 ---Validation accuracy:--- 0.967 Validation Loss: 0.12150151
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.024732916 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12092229
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.014777293 ---Validation accuracy:--- 0.966 Validation Loss: 0.11462285
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.035168346 ---Validation accuracy:--- 0.9672 Validation Loss: 0.114383474
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06034203 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12118379
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04765194 ---Validation accuracy:--- 0.9666 Validation Loss: 0.1158395
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.050520353 ---Validation accuracy:--- 0.969 Validation Loss: 0.11087264
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.019113472 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11207949
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.0772565 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12020849
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03344086 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12438363
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.018786518 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15050045
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.050097603 ---Validation accuracy:--- 0.9666 Validation Loss: 0.112968065
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.03196871 ---Validation accuracy:--- 0.9678 Validation Loss: 0.109891795
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01669586 ---Validation accuracy:--- 0.964 Validation Loss: 0.12233506
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013663935 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12085611
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.050694514 ---Validation accuracy:--- 0.9642 Validation Loss: 0.12105598
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.020412797 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13077669
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.061293546 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12646453
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008376777 ---Validation accuracy:--- 0.9672 Validation Loss: 0.112955734
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.026023712 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11116487
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.014016298 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11501857
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.038909204 ---Validation accuracy:--- 0.9668 Validation Loss: 0.117380895
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013738794 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11769295
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.033661515 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12881367
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009839184 ---Validation accuracy:--- 0.9662 Validation Loss: 0.121956326
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.05265132 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13893461
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.047654457 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12973626
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.033037283 ---Validation accuracy:--- 0.962 Validation Loss: 0.13456933
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.02727276 ---Validation accuracy:--- 0.9644 Validation Loss: 0.13238257
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.043693423 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12823004
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.044712838 ---Validation accuracy:--- 0.9556 Validation Loss: 0.14890875
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.033833165 ---Validation accuracy:--- 0.9672 Validation Loss: 0.113212205
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.014413733 ---Validation accuracy:--- 0.9602 Validation Loss: 0.13629778
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06275288 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12114381
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.040811934 ---Validation accuracy:--- 0.9574 Validation Loss: 0.15569215
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.08362302 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14472081
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03258155 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12618788
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0201084 ---Validation accuracy:--- 0.9642 Validation Loss: 0.12418252
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.07198636 ---Validation accuracy:--- 0.964 Validation Loss: 0.124963015
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.026454039 ---Validation accuracy:--- 0.9666 Validation Loss: 0.1191281
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.023614716 ---Validation accuracy:--- 0.9668 Validation Loss: 0.120351486
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.012613838 ---Validation accuracy:--- 0.9644 Validation Loss: 0.1204717
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.04145966 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13251291
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.037775695 ---Validation accuracy:--- 0.9648 Validation Loss: 0.11880488
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010223245 ---Validation accuracy:--- 0.9668 Validation Loss: 0.115072414
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.033955097 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11959346
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.043334126 ---Validation accuracy:--- 0.9606 Validation Loss: 0.13976225
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.048473228 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13061824
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04627309 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12546802
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.023786724 ---Validation accuracy:--- 0.9666 Validation Loss: 0.11843266
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0095614875 ---Validation accuracy:--- 0.968 Validation Loss: 0.11492272
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.022631621 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10802018
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.021931762 ---Validation accuracy:--- 0.9686 Validation Loss: 0.108724244
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00883512 ---Validation accuracy:--- 0.97 Validation Loss: 0.108020045
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09752705 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11447953
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.084745385 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11205221
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.013737228 ---Validation accuracy:--- 0.9666 Validation Loss: 0.11682394
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01718322 ---Validation accuracy:--- 0.968 Validation Loss: 0.1153444
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0077995216 ---Validation accuracy:--- 0.9704 Validation Loss: 0.1096229
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.04760291 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11372903
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.0599578 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11551394
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02032364 ---Validation accuracy:--- 0.969 Validation Loss: 0.11017063
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.023028893 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11285243
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05338497 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13755299
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.047085695 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12333718
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03560336 ---Validation accuracy:--- 0.9622 Validation Loss: 0.12965295
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00920269 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12746942
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.015995998 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11225194
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0084850965 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11137407
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008970827 ---Validation accuracy:--- 0.97 Validation Loss: 0.10824038
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.024527617 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11528304
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.10816148 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12952903
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01640521 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12483483
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008166994 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11466797
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.018854782 ---Validation accuracy:--- 0.9678 Validation Loss: 0.117743336
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.044120874 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12533619
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.025418926 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12996319
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04232419 ---Validation accuracy:--- 0.964 Validation Loss: 0.12613837
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03346074 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13266903
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.067295656 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12735589
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00790364 ---Validation accuracy:--- 0.9648 Validation Loss: 0.125159
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.028774755 ---Validation accuracy:--- 0.966 Validation Loss: 0.12124441
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0639045 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11553209
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09050141 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11604189
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.012784294 ---Validation accuracy:--- 0.9652 Validation Loss: 0.117601134
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02053412 ---Validation accuracy:--- 0.966 Validation Loss: 0.1186642
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.076889575 ---Validation accuracy:--- 0.9668 Validation Loss: 0.117879026
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.009711582 ---Validation accuracy:--- 0.9668 Validation Loss: 0.120776124
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.041904055 ---Validation accuracy:--- 0.964 Validation Loss: 0.1225611
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.044510555 ---Validation accuracy:--- 0.9666 Validation Loss: 0.1199289
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.013744768 ---Validation accuracy:--- 0.968 Validation Loss: 0.110922195
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.092742026 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12781832
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010874088 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11968331
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.032542128 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10543009
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.020431828 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11935972
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.017619602 ---Validation accuracy:--- 0.9684 Validation Loss: 0.116651125
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.043778602 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12181704
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.03979694 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11631326
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06959991 ---Validation accuracy:--- 0.9676 Validation Loss: 0.114687085
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03480549 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11442227
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.020250106 ---Validation accuracy:--- 0.967 Validation Loss: 0.11809629
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01077184 ---Validation accuracy:--- 0.9666 Validation Loss: 0.11603062
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004547342 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12082373
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0674178 ---Validation accuracy:--- 0.9652 Validation Loss: 0.121637866
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010816242 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11894226
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06423007 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12019751
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.015370467 ---Validation accuracy:--- 0.9596 Validation Loss: 0.1364216
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.023507848 ---Validation accuracy:--- 0.9636 Validation Loss: 0.124074295
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.040816527 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12001995
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.017855357 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10463696
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008067579 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12086471
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.037862062 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12593251
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09753792 ---Validation accuracy:--- 0.961 Validation Loss: 0.14299168
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.061603233 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12112837
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.043747153 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11250775
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.021657549 ---Validation accuracy:--- 0.966 Validation Loss: 0.120610766
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02728922 ---Validation accuracy:--- 0.964 Validation Loss: 0.12755464
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.09166098 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12445489
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.086218804 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12715872
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.070396975 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13162781
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04053629 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12139885
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06956473 ---Validation accuracy:--- 0.9686 Validation Loss: 0.114891626
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.009797141 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12180078
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.018888194 ---Validation accuracy:--- 0.9684 Validation Loss: 0.1142115
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.019820562 ---Validation accuracy:--- 0.9678 Validation Loss: 0.114176586
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.019512244 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10801364
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01631486 ---Validation accuracy:--- 0.968 Validation Loss: 0.11654192
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06820757 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11060608
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.020958876 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10873367
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.033169992 ---Validation accuracy:--- 0.9684 Validation Loss: 0.109013915
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04079119 ---Validation accuracy:--- 0.969 Validation Loss: 0.11056958
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01809929 ---Validation accuracy:--- 0.9668 Validation Loss: 0.10937454
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.007005794 ---Validation accuracy:--- 0.97 Validation Loss: 0.1041821
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.021156566 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10160833
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0054197037 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10166166
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05511096 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10435276
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0200819 ---Validation accuracy:--- 0.97 Validation Loss: 0.10221261
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.018489335 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11033317
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0148441745 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11565998
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0126395365 ---Validation accuracy:--- 0.9666 Validation Loss: 0.112197995
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.024083877 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11387493
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.05453111 ---Validation accuracy:--- 0.965 Validation Loss: 0.13243659
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.027525067 ---Validation accuracy:--- 0.9648 Validation Loss: 0.1266231
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03791328 ---Validation accuracy:--- 0.967 Validation Loss: 0.1222704
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.011224956 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12380586
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.061024856 ---Validation accuracy:--- 0.967 Validation Loss: 0.11967313
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06449937 ---Validation accuracy:--- 0.9684 Validation Loss: 0.116877586
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.040983506 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12088757
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07064197 ---Validation accuracy:--- 0.9564 Validation Loss: 0.1497317
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.009084893 ---Validation accuracy:--- 0.9668 Validation Loss: 0.120438784
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.111160904 ---Validation accuracy:--- 0.9638 Validation Loss: 0.1369062
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.047338534 ---Validation accuracy:--- 0.9656 Validation Loss: 0.13092935
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.029464593 ---Validation accuracy:--- 0.966 Validation Loss: 0.12145805
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.029528249 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12165767
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0067029446 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11682794
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.028516632 ---Validation accuracy:--- 0.9642 Validation Loss: 0.13093802
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.043207847 ---Validation accuracy:--- 0.9642 Validation Loss: 0.12888834
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.027516145 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11953884
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13016137 ---Validation accuracy:--- 0.9688 Validation Loss: 0.113834254
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.017836502 ---Validation accuracy:--- 0.971 Validation Loss: 0.10967304
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.021639455 ---Validation accuracy:--- 0.968 Validation Loss: 0.1150363
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.029919505 ---Validation accuracy:--- 0.9688 Validation Loss: 0.12004871
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06994977 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12911296
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.041835014 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11255104
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.051038686 ---Validation accuracy:--- 0.968 Validation Loss: 0.116366506
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.033979606 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11312355
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.037902854 ---Validation accuracy:--- 0.967 Validation Loss: 0.11414997
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.020777952 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11529996
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.054617677 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11851631
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04747483 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12318767
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.057836037 ---Validation accuracy:--- 0.966 Validation Loss: 0.12416981
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.049866978 ---Validation accuracy:--- 0.9682 Validation Loss: 0.123644754
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.012314769 ---Validation accuracy:--- 0.9712 Validation Loss: 0.110530846
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02175991 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11792579
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.074601606 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12918113
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.043258768 ---Validation accuracy:--- 0.9612 Validation Loss: 0.14017911
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.028612696 ---Validation accuracy:--- 0.9592 Validation Loss: 0.15918696
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.013941057 ---Validation accuracy:--- 0.9622 Validation Loss: 0.1380598
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04182257 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12508905
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.047340523 ---Validation accuracy:--- 0.9628 Validation Loss: 0.1294104
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.060165524 ---Validation accuracy:--- 0.9668 Validation Loss: 0.121217065
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.035389386 ---Validation accuracy:--- 0.965 Validation Loss: 0.12309294
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03886562 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11924497
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010943513 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11909202
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.026647681 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11061345
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.013697781 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11688081
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.011027767 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11890639
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.019150155 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11591351
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.025311025 ---Validation accuracy:--- 0.9652 Validation Loss: 0.117427535
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.027446097 ---Validation accuracy:--- 0.9642 Validation Loss: 0.12820596
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.057300616 ---Validation accuracy:--- 0.966 Validation Loss: 0.13355671
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.024490876 ---Validation accuracy:--- 0.97 Validation Loss: 0.11551783
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.12511046 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11425259
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.030354619 ---Validation accuracy:--- 0.966 Validation Loss: 0.123122655
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0244162 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12524727
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0473157 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11437715
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.02482634 ---Validation accuracy:--- 0.968 Validation Loss: 0.11369563
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.029102536 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10931665
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06320375 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11136002
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.018415283 ---Validation accuracy:--- 0.967 Validation Loss: 0.11741332
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.04289366 ---Validation accuracy:--- 0.9676 Validation Loss: 0.1113048
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.042541817 ---Validation accuracy:--- 0.968 Validation Loss: 0.11566372
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.029892076 ---Validation accuracy:--- 0.97 Validation Loss: 0.10880769
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.017625757 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10625928
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004322795 ---Validation accuracy:--- 0.971 Validation Loss: 0.106033206
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.005576078 ---Validation accuracy:--- 0.971 Validation Loss: 0.1030896
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0071886987 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10329456
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0131060025 ---Validation accuracy:--- 0.9716 Validation Loss: 0.103986986
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04061493 ---Validation accuracy:--- 0.9712 Validation Loss: 0.104681045
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01215997 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10554439
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.026090823 ---Validation accuracy:--- 0.972 Validation Loss: 0.10537651
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.014587773 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10653222
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.026949314 ---Validation accuracy:--- 0.965 Validation Loss: 0.12974407
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.014718659 ---Validation accuracy:--- 0.965 Validation Loss: 0.124240234
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.035441026 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12521392
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.009000062 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12363091
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004302488 ---Validation accuracy:--- 0.97 Validation Loss: 0.10984263
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.025597291 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11231547
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.09278169 ---Validation accuracy:--- 0.9684 Validation Loss: 0.111092776
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01440391 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11198108
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.014581978 ---Validation accuracy:--- 0.9694 Validation Loss: 0.114263736
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.06311726 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11490964
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.022483086 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11473325
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.14138755 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14783151
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05644406 ---Validation accuracy:--- 0.964 Validation Loss: 0.13729626
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.012367426 ---Validation accuracy:--- 0.967 Validation Loss: 0.12929517
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.017873932 ---Validation accuracy:--- 0.971 Validation Loss: 0.111874156
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0320246 ---Validation accuracy:--- 0.9706 Validation Loss: 0.109850876
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.021900902 ---Validation accuracy:--- 0.9612 Validation Loss: 0.13554424
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0109037515 ---Validation accuracy:--- 0.9676 Validation Loss: 0.120325685
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0097790565 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11704891
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.016536456 ---Validation accuracy:--- 0.969 Validation Loss: 0.11273955
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03217139 ---Validation accuracy:--- 0.9706 Validation Loss: 0.115560375
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01654933 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10956831
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0060534272 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11848971
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010056528 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10926603
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0052659158 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10869348
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.019229446 ---Validation accuracy:--- 0.9592 Validation Loss: 0.15239242
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.051777754 ---Validation accuracy:--- 0.9604 Validation Loss: 0.14534263
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.029041331 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12282486
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04828382 ---Validation accuracy:--- 0.965 Validation Loss: 0.12549724
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.040624544 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11810605
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05804293 ---Validation accuracy:--- 0.965 Validation Loss: 0.124535106
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05679958 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12730107
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.017306073 ---Validation accuracy:--- 0.9642 Validation Loss: 0.129124
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01172869 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11748723
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.017436296 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11227199
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.053222276 ---Validation accuracy:--- 0.9718 Validation Loss: 0.101777256
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008792019 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10014819
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.043513212 ---Validation accuracy:--- 0.971 Validation Loss: 0.10240267
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.011353085 ---Validation accuracy:--- 0.971 Validation Loss: 0.1032454
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.039529268 ---Validation accuracy:--- 0.966 Validation Loss: 0.12066931
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0149631845 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10609995
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02641481 ---Validation accuracy:--- 0.9674 Validation Loss: 0.114823855
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.013888044 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10471583
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.027699037 ---Validation accuracy:--- 0.9698 Validation Loss: 0.1098241
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.020108964 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11417119
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.009236631 ---Validation accuracy:--- 0.969 Validation Loss: 0.1103217
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.060225952 ---Validation accuracy:--- 0.9626 Validation Loss: 0.12237149
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17873245 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12317795
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.043185715 ---Validation accuracy:--- 0.9674 Validation Loss: 0.112217225
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.024884846 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10593934
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.014877263 ---Validation accuracy:--- 0.9702 Validation Loss: 0.104859225
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.025502497 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10005803
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.065499894 ---Validation accuracy:--- 0.9664 Validation Loss: 0.124881595
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.030874122 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11096095
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.071676776 ---Validation accuracy:--- 0.97 Validation Loss: 0.11247538
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05413203 ---Validation accuracy:--- 0.9694 Validation Loss: 0.108745046
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.06699917 ---Validation accuracy:--- 0.9698 Validation Loss: 0.106504165
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.046587948 ---Validation accuracy:--- 0.9596 Validation Loss: 0.13121015
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04525138 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14302403
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.020052431 ---Validation accuracy:--- 0.9696 Validation Loss: 0.110781126
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.032779433 ---Validation accuracy:--- 0.968 Validation Loss: 0.110690445
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.028219856 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10767604
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.024263605 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10464718
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.011530889 ---Validation accuracy:--- 0.969 Validation Loss: 0.10831415
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0073203715 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10350945
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.016381629 ---Validation accuracy:--- 0.9712 Validation Loss: 0.103940636
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.011775428 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11045679
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0086648315 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10761841
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.033650666 ---Validation accuracy:--- 0.9694 Validation Loss: 0.106398195
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.051810093 ---Validation accuracy:--- 0.969 Validation Loss: 0.11100337
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01968314 ---Validation accuracy:--- 0.9704 Validation Loss: 0.107930936
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.044782422 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10515441
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.009509329 ---Validation accuracy:--- 0.97 Validation Loss: 0.11315545
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.028012171 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10983324
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02049996 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10898606
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.011029077 ---Validation accuracy:--- 0.9712 Validation Loss: 0.108027294
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01816863 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11160833
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.005912055 ---Validation accuracy:--- 0.9684 Validation Loss: 0.114401646
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.025382347 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11605586
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.089449234 ---Validation accuracy:--- 0.9508 Validation Loss: 0.1638927
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13329192 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13016829
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.049945377 ---Validation accuracy:--- 0.9654 Validation Loss: 0.13082625
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0448256 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12340658
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0053890664 ---Validation accuracy:--- 0.9674 Validation Loss: 0.124326944
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0066535706 ---Validation accuracy:--- 0.97 Validation Loss: 0.11648689
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.046427324 ---Validation accuracy:--- 0.9678 Validation Loss: 0.117083326
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.051275577 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11803132
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.007905413 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11526201
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01685647 ---Validation accuracy:--- 0.9688 Validation Loss: 0.112360306
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.015298257 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10858021
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.13235372 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16260117
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.017259274 ---Validation accuracy:--- 0.9588 Validation Loss: 0.1409188
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.020806536 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13508132
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.059910215 ---Validation accuracy:--- 0.9626 Validation Loss: 0.1301152
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08917375 ---Validation accuracy:--- 0.96 Validation Loss: 0.14018396
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.017940775 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12630825
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.047983665 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11565138
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.0651101 ---Validation accuracy:--- 0.9684 Validation Loss: 0.116193995
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010476918 ---Validation accuracy:--- 0.9702 Validation Loss: 0.112394705
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0385876 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11178325
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.11948387 ---Validation accuracy:--- 0.966 Validation Loss: 0.12791006
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.022804566 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10549282
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.026837068 ---Validation accuracy:--- 0.9648 Validation Loss: 0.13178918
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03233593 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11104433
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.022552729 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11955148
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0075734784 ---Validation accuracy:--- 0.9664 Validation Loss: 0.1236804
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.037840325 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11271819
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06799379 ---Validation accuracy:--- 0.9688 Validation Loss: 0.110543445
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03673067 ---Validation accuracy:--- 0.9686 Validation Loss: 0.1095648
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.017378915 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11482912
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.016821854 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12063492
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02018003 ---Validation accuracy:--- 0.9698 Validation Loss: 0.112036966
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03540425 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11472805
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03162027 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11623186
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.018645063 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11538539
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0061093867 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11517367
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.031857688 ---Validation accuracy:--- 0.9674 Validation Loss: 0.122210495
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.013981705 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11924551
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.0908444 ---Validation accuracy:--- 0.967 Validation Loss: 0.11739238
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.014591277 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11965726
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.012457144 ---Validation accuracy:--- 0.9662 Validation Loss: 0.118384495
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.037570275 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11203888
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.04658493 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11086541
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04715649 ---Validation accuracy:--- 0.969 Validation Loss: 0.106635034
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.042949125 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10741912
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.011799563 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11338913
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010897335 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11258338
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.020800943 ---Validation accuracy:--- 0.9646 Validation Loss: 0.13268648
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.025375215 ---Validation accuracy:--- 0.9642 Validation Loss: 0.13134052
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.024302373 ---Validation accuracy:--- 0.9654 Validation Loss: 0.11973516
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04238599 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11968392
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.026445426 ---Validation accuracy:--- 0.9602 Validation Loss: 0.13603199
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.024349418 ---Validation accuracy:--- 0.966 Validation Loss: 0.11494309
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.052133713 ---Validation accuracy:--- 0.9684 Validation Loss: 0.10757245
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.048189282 ---Validation accuracy:--- 0.9638 Validation Loss: 0.11656327
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.029716698 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12840389
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05913948 ---Validation accuracy:--- 0.9636 Validation Loss: 0.122063905
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.031521264 ---Validation accuracy:--- 0.9642 Validation Loss: 0.123835936
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.025559433 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11873476
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.021117263 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12120658
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.022082916 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12567009
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.022090636 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12240746
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.054102678 ---Validation accuracy:--- 0.9606 Validation Loss: 0.12832847
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.036249872 ---Validation accuracy:--- 0.9638 Validation Loss: 0.11806092
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06539167 ---Validation accuracy:--- 0.966 Validation Loss: 0.113338016
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.083734885 ---Validation accuracy:--- 0.961 Validation Loss: 0.12718047
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.019193763 ---Validation accuracy:--- 0.9616 Validation Loss: 0.12289551
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010140384 ---Validation accuracy:--- 0.9668 Validation Loss: 0.10976982
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01476227 ---Validation accuracy:--- 0.9652 Validation Loss: 0.11415584
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.044867296 ---Validation accuracy:--- 0.9654 Validation Loss: 0.114843406
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04999387 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12041803
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.04030134 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11397164
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.042730413 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12866016
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01088181 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12161314
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.030306604 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11485046
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.013666823 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12736817
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.021481695 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10665515
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.094049454 ---Validation accuracy:--- 0.9554 Validation Loss: 0.15957381
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.030868573 ---Validation accuracy:--- 0.9608 Validation Loss: 0.13960387
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.08267003 ---Validation accuracy:--- 0.965 Validation Loss: 0.12592727
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.016261488 ---Validation accuracy:--- 0.9678 Validation Loss: 0.118114576
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.058127493 ---Validation accuracy:--- 0.9626 Validation Loss: 0.14551015
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0099196555 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12932412
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03592052 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11661035
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0745245 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11831693
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.055003587 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13393196
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07312253 ---Validation accuracy:--- 0.9636 Validation Loss: 0.13114698
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.032694772 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12438152
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.05900178 ---Validation accuracy:--- 0.9626 Validation Loss: 0.12950781
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09036204 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12619822
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.054681096 ---Validation accuracy:--- 0.9614 Validation Loss: 0.123030946
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05160431 ---Validation accuracy:--- 0.9642 Validation Loss: 0.122569285
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05510112 ---Validation accuracy:--- 0.9644 Validation Loss: 0.13078892
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03006465 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12701687
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.018412802 ---Validation accuracy:--- 0.9684 Validation Loss: 0.104981884
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07393095 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11179002
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010848309 ---Validation accuracy:--- 0.968 Validation Loss: 0.11442047
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.06416535 ---Validation accuracy:--- 0.967 Validation Loss: 0.115065284
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.020157391 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10644187
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05136636 ---Validation accuracy:--- 0.9712 Validation Loss: 0.09710827
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.022203207 ---Validation accuracy:--- 0.9692 Validation Loss: 0.105091676
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.011211712 ---Validation accuracy:--- 0.964 Validation Loss: 0.12092212
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03677872 ---Validation accuracy:--- 0.968 Validation Loss: 0.11307145
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.042005833 ---Validation accuracy:--- 0.9684 Validation Loss: 0.10814415
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0066594635 ---Validation accuracy:--- 0.9716 Validation Loss: 0.104313634
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.013905181 ---Validation accuracy:--- 0.9708 Validation Loss: 0.107143015
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.014328718 ---Validation accuracy:--- 0.9706 Validation Loss: 0.108668335
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0034425578 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10656233
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.030413654 ---Validation accuracy:--- 0.972 Validation Loss: 0.10558176
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.014864484 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10568631
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.032978803 ---Validation accuracy:--- 0.9736 Validation Loss: 0.10434104
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09244217 ---Validation accuracy:--- 0.9698 Validation Loss: 0.112102516
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.022359338 ---Validation accuracy:--- 0.9712 Validation Loss: 0.107144296
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.019788044 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10514294
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.017235268 ---Validation accuracy:--- 0.9714 Validation Loss: 0.105519876
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.019784397 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11008207
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.013422394 ---Validation accuracy:--- 0.9694 Validation Loss: 0.108018264
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.078515425 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11780597
Epoch: 5 ---Training accuracy:--- 0.95 Training Loss: 0.117836244 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12349182
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03205532 ---Validation accuracy:--- 0.9658 Validation Loss: 0.11237178
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.054564036 ---Validation accuracy:--- 0.9682 Validation Loss: 0.106342055
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008716468 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10338398
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05706359 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11906326
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0113865975 ---Validation accuracy:--- 0.9668 Validation Loss: 0.1251779
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.021161916 ---Validation accuracy:--- 0.9698 Validation Loss: 0.111992165
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.034797136 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11119884
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.029111138 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11572356
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.037854545 ---Validation accuracy:--- 0.968 Validation Loss: 0.114824906
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01343751 ---Validation accuracy:--- 0.9696 Validation Loss: 0.109596
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.042463552 ---Validation accuracy:--- 0.9718 Validation Loss: 0.11220448
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.03637574 ---Validation accuracy:--- 0.9714 Validation Loss: 0.109521054
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.026429199 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11145913
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0345154 ---Validation accuracy:--- 0.9708 Validation Loss: 0.107868105
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008225743 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10748927
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.025660688 ---Validation accuracy:--- 0.9706 Validation Loss: 0.114086315
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.020183587 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11137518
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.023666799 ---Validation accuracy:--- 0.969 Validation Loss: 0.109951235
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.059399012 ---Validation accuracy:--- 0.9654 Validation Loss: 0.11767425
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.060572606 ---Validation accuracy:--- 0.9642 Validation Loss: 0.1277169
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.08119034 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11679045
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01800981 ---Validation accuracy:--- 0.9634 Validation Loss: 0.13140073
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.030146198 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10917019
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03587748 ---Validation accuracy:--- 0.97 Validation Loss: 0.10780923
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04165898 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10755679
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.015199978 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11217646
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03174747 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10407907
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.110826515 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10143133
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.046121627 ---Validation accuracy:--- 0.97 Validation Loss: 0.105591774
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0525974 ---Validation accuracy:--- 0.9708 Validation Loss: 0.1028317
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0090430705 ---Validation accuracy:--- 0.9698 Validation Loss: 0.1024083
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0076901256 ---Validation accuracy:--- 0.9716 Validation Loss: 0.09881003
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.020823246 ---Validation accuracy:--- 0.9702 Validation Loss: 0.102242805
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0081776455 ---Validation accuracy:--- 0.9718 Validation Loss: 0.101889744
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.017113276 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10558705
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.016276969 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10217765
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.039052486 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11132373
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01815251 ---Validation accuracy:--- 0.9696 Validation Loss: 0.109607615
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.018011417 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11517158
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.026624313 ---Validation accuracy:--- 0.9708 Validation Loss: 0.1127065
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.03408514 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13008411
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010490252 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11254902
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.027570767 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11296787
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.043165356 ---Validation accuracy:--- 0.967 Validation Loss: 0.11219121
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.024858885 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10425533
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.049192134 ---Validation accuracy:--- 0.9666 Validation Loss: 0.11262315
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.028065715 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11163352
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.0842342 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11500254
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0070807366 ---Validation accuracy:--- 0.9694 Validation Loss: 0.113497324
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.037277907 ---Validation accuracy:--- 0.9688 Validation Loss: 0.12035517
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.007898642 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11784502
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.011415405 ---Validation accuracy:--- 0.9712 Validation Loss: 0.103782505
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.016382974 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10352823
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.026428267 ---Validation accuracy:--- 0.967 Validation Loss: 0.1190921
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.007669415 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11417699
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.033653244 ---Validation accuracy:--- 0.971 Validation Loss: 0.108538285
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.018296544 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11614746
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.041884765 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12200274
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.019393323 ---Validation accuracy:--- 0.968 Validation Loss: 0.11564143
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.019085562 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11352766
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.020683542 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11087908
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.095927484 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11906496
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.047134694 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10893802
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.009972961 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10570798
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.031362947 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11540759
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.011376574 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12605336
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03532382 ---Validation accuracy:--- 0.9692 Validation Loss: 0.1091674
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.031861983 ---Validation accuracy:--- 0.97 Validation Loss: 0.10788035
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00873607 ---Validation accuracy:--- 0.969 Validation Loss: 0.11327624
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0074022054 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11311118
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.016349142 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10745861
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.006194013 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10959579
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.021175975 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11661076
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010909606 ---Validation accuracy:--- 0.968 Validation Loss: 0.10922334
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.015574723 ---Validation accuracy:--- 0.9696 Validation Loss: 0.107929334
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.039575763 ---Validation accuracy:--- 0.9612 Validation Loss: 0.15083753
Epoch: 5 ---Training accuracy:--- 0.96 Training Loss: 0.17731845 ---Validation accuracy:--- 0.966 Validation Loss: 0.1234428
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.019623138 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12514614
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04990466 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12299339
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.028538438 ---Validation accuracy:--- 0.9672 Validation Loss: 0.120116666
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.017728806 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11998441
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07756799 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11218899
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.09210648 ---Validation accuracy:--- 0.966 Validation Loss: 0.12063335
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.027764298 ---Validation accuracy:--- 0.9678 Validation Loss: 0.111989915
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12591228 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13767028
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.014106572 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12002235
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.02841137 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11706308
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.021722887 ---Validation accuracy:--- 0.9678 Validation Loss: 0.112400316
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06311539 ---Validation accuracy:--- 0.967 Validation Loss: 0.124004684
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04380727 ---Validation accuracy:--- 0.963 Validation Loss: 0.11888394
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11305795 ---Validation accuracy:--- 0.9656 Validation Loss: 0.117231265
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.025690608 ---Validation accuracy:--- 0.9672 Validation Loss: 0.110941544
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.019146215 ---Validation accuracy:--- 0.9668 Validation Loss: 0.113859594
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.04895951 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10837024
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.012620256 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10725714
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.048950654 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13228086
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06424931 ---Validation accuracy:--- 0.9544 Validation Loss: 0.14318171
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.015877236 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11137669
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.09935128 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12000242
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.014537704 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10858271
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03571807 ---Validation accuracy:--- 0.9652 Validation Loss: 0.11454689
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.018134626 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10505523
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0817179 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11139243
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.026994256 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11058545
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.0854735 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10687944
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.050258912 ---Validation accuracy:--- 0.965 Validation Loss: 0.11427395
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.022647567 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11271006
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.037507735 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11087399
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.024936283 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10463899
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.02226304 ---Validation accuracy:--- 0.967 Validation Loss: 0.1085062
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0063395454 ---Validation accuracy:--- 0.9688 Validation Loss: 0.1051065
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03011856 ---Validation accuracy:--- 0.9696 Validation Loss: 0.1090296
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.035986435 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10550371
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01224748 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10434426
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0150338225 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10981146
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008610512 ---Validation accuracy:--- 0.9698 Validation Loss: 0.114018075
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.023774512 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10835698
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03875153 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15011038
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.07721522 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12597781
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.030307984 ---Validation accuracy:--- 0.9648 Validation Loss: 0.13267744
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.015647579 ---Validation accuracy:--- 0.9612 Validation Loss: 0.14289866
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008955408 ---Validation accuracy:--- 0.9676 Validation Loss: 0.12272554
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.024384165 ---Validation accuracy:--- 0.9634 Validation Loss: 0.1425542
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.015959872 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12933376
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.020588841 ---Validation accuracy:--- 0.9648 Validation Loss: 0.1261148
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.13251036 ---Validation accuracy:--- 0.9656 Validation Loss: 0.1326561
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.027721463 ---Validation accuracy:--- 0.9648 Validation Loss: 0.13356607
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0073135304 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12810831
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0137661025 ---Validation accuracy:--- 0.97 Validation Loss: 0.11365764
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.09624143 ---Validation accuracy:--- 0.9624 Validation Loss: 0.14104478
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00820351 ---Validation accuracy:--- 0.97 Validation Loss: 0.11474912
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.013115814 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10777883
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.032214552 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10892269
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008730637 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10726674
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.020431127 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10788411
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.025035856 ---Validation accuracy:--- 0.9726 Validation Loss: 0.099874124
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.045342036 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10525237
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.03354245 ---Validation accuracy:--- 0.9698 Validation Loss: 0.1063239
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.017871415 ---Validation accuracy:--- 0.9718 Validation Loss: 0.103967674
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.007447143 ---Validation accuracy:--- 0.9726 Validation Loss: 0.10253105
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.04077329 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10349191
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.051942173 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10649111
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.061917838 ---Validation accuracy:--- 0.971 Validation Loss: 0.10643925
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.049224798 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10660771
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.040767767 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10728273
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.028435778 ---Validation accuracy:--- 0.9684 Validation Loss: 0.10810013
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.009950718 ---Validation accuracy:--- 0.972 Validation Loss: 0.09917554
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.04444414 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10673508
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.012677139 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13717295
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.020616395 ---Validation accuracy:--- 0.9702 Validation Loss: 0.1035467
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.06965841 ---Validation accuracy:--- 0.971 Validation Loss: 0.100758985
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.10447397 ---Validation accuracy:--- 0.9654 Validation Loss: 0.11811381
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.056663178 ---Validation accuracy:--- 0.9662 Validation Loss: 0.118893825
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.038524576 ---Validation accuracy:--- 0.9684 Validation Loss: 0.1121259
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010442505 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10833702
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00546387 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10998506
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.0296023 ---Validation accuracy:--- 0.9692 Validation Loss: 0.110774375
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.05160838 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10657415
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.006595905 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10242439
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.034291714 ---Validation accuracy:--- 0.9678 Validation Loss: 0.1106886
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.04071626 ---Validation accuracy:--- 0.965 Validation Loss: 0.11895105
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.02101783 ---Validation accuracy:--- 0.9618 Validation Loss: 0.12565753
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0065971147 ---Validation accuracy:--- 0.9618 Validation Loss: 0.12636328
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.016760545 ---Validation accuracy:--- 0.9602 Validation Loss: 0.12985188
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.016116137 ---Validation accuracy:--- 0.9682 Validation Loss: 0.113092214
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.009014138 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11010104
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0119756665 ---Validation accuracy:--- 0.969 Validation Loss: 0.112323545
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01848863 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12656136
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.011192458 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13971332
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01158231 ---Validation accuracy:--- 0.962 Validation Loss: 0.13632688
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.052941114 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13012207
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.009262574 ---Validation accuracy:--- 0.963 Validation Loss: 0.12625816
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.026519999 ---Validation accuracy:--- 0.9642 Validation Loss: 0.12599087
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.020472307 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12023855
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.01870322 ---Validation accuracy:--- 0.967 Validation Loss: 0.11717434
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.032775357 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11640227
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.032198463 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11854341
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.019550594 ---Validation accuracy:--- 0.9696 Validation Loss: 0.115205884
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.041841816 ---Validation accuracy:--- 0.966 Validation Loss: 0.11967085
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010246408 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11545897
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00991409 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12053572
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.014502215 ---Validation accuracy:--- 0.963 Validation Loss: 0.13289368
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.021573126 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12103906
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.054359335 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12445525
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011438558 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12509888
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004639413 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12769283
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010404007 ---Validation accuracy:--- 0.9672 Validation Loss: 0.117663644
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.02321321 ---Validation accuracy:--- 0.967 Validation Loss: 0.11651279
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.043954443 ---Validation accuracy:--- 0.9602 Validation Loss: 0.1431837
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01075187 ---Validation accuracy:--- 0.9676 Validation Loss: 0.119253576
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.026704576 ---Validation accuracy:--- 0.9712 Validation Loss: 0.107333
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.069816545 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10826929
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.026421718 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11034357
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.022107748 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10967997
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0053241127 ---Validation accuracy:--- 0.97 Validation Loss: 0.109569296
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.029370299 ---Validation accuracy:--- 0.9656 Validation Loss: 0.124323264
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0059937285 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11951432
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.062251937 ---Validation accuracy:--- 0.971 Validation Loss: 0.10637921
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020625914 ---Validation accuracy:--- 0.97 Validation Loss: 0.11068229
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04757038 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11504479
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.025689771 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10429338
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01107273 ---Validation accuracy:--- 0.9704 Validation Loss: 0.105783276
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018354533 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10753727
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007874272 ---Validation accuracy:--- 0.9682 Validation Loss: 0.10790056
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06500041 ---Validation accuracy:--- 0.9708 Validation Loss: 0.106038034
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010134212 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10559853
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.036938876 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10955417
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.015207082 ---Validation accuracy:--- 0.969 Validation Loss: 0.11410572
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010430016 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11281224
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009234276 ---Validation accuracy:--- 0.9666 Validation Loss: 0.118976735
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.036511734 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12112471
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0147095695 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11126564
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.1129899 ---Validation accuracy:--- 0.9666 Validation Loss: 0.11487
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.040147554 ---Validation accuracy:--- 0.968 Validation Loss: 0.11206934
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.015815051 ---Validation accuracy:--- 0.9682 Validation Loss: 0.107259616
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.054061837 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10639934
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.047877073 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11249741
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.023055844 ---Validation accuracy:--- 0.9554 Validation Loss: 0.17097585
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08895361 ---Validation accuracy:--- 0.9642 Validation Loss: 0.122989364
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.061249517 ---Validation accuracy:--- 0.9616 Validation Loss: 0.12986195
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.046801873 ---Validation accuracy:--- 0.967 Validation Loss: 0.11735045
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017232323 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11187439
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.033608362 ---Validation accuracy:--- 0.9674 Validation Loss: 0.110497035
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.046242002 ---Validation accuracy:--- 0.9698 Validation Loss: 0.108385645
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.048756007 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11156338
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06283898 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11814423
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02481072 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10715991
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04143528 ---Validation accuracy:--- 0.9702 Validation Loss: 0.105818674
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06344364 ---Validation accuracy:--- 0.9684 Validation Loss: 0.109704465
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.033722516 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11271278
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.012161699 ---Validation accuracy:--- 0.97 Validation Loss: 0.10950293
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003727029 ---Validation accuracy:--- 0.9704 Validation Loss: 0.107401736
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.047399607 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10850867
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013616533 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11374196
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0112970015 ---Validation accuracy:--- 0.97 Validation Loss: 0.10776311
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.024478463 ---Validation accuracy:--- 0.971 Validation Loss: 0.10720273
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011550772 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10743987
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.042757325 ---Validation accuracy:--- 0.9712 Validation Loss: 0.108398154
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.006608759 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10656381
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0063634883 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11173508
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.044990994 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11408545
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017779697 ---Validation accuracy:--- 0.963 Validation Loss: 0.1433287
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.045854703 ---Validation accuracy:--- 0.9612 Validation Loss: 0.14369851
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.030715093 ---Validation accuracy:--- 0.9616 Validation Loss: 0.14059313
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.051950064 ---Validation accuracy:--- 0.9662 Validation Loss: 0.1236864
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013654326 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12429305
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.022750625 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12813027
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06217459 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12470399
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.015843444 ---Validation accuracy:--- 0.9596 Validation Loss: 0.13648352
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.021941677 ---Validation accuracy:--- 0.9594 Validation Loss: 0.13700432
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04848181 ---Validation accuracy:--- 0.9608 Validation Loss: 0.13057888
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.012596765 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13874881
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.016316786 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12867267
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01811602 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11809504
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07714938 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11655015
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0408448 ---Validation accuracy:--- 0.9734 Validation Loss: 0.10359167
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.040059753 ---Validation accuracy:--- 0.9724 Validation Loss: 0.101989426
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.041331746 ---Validation accuracy:--- 0.958 Validation Loss: 0.1386315
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.019945398 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13502859
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04077838 ---Validation accuracy:--- 0.9676 Validation Loss: 0.116817504
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.0811087 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10895746
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02987609 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11009889
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.054927208 ---Validation accuracy:--- 0.9694 Validation Loss: 0.112091824
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.12099158 ---Validation accuracy:--- 0.9636 Validation Loss: 0.13689724
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.034656063 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14477631
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03925791 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12407853
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.035991266 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11526262
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.014196043 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11249033
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.014956154 ---Validation accuracy:--- 0.9678 Validation Loss: 0.10811133
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.019941252 ---Validation accuracy:--- 0.9684 Validation Loss: 0.10902717
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0065217 ---Validation accuracy:--- 0.969 Validation Loss: 0.10865803
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.017142221 ---Validation accuracy:--- 0.969 Validation Loss: 0.10695879
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.013774283 ---Validation accuracy:--- 0.9658 Validation Loss: 0.11681123
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010305903 ---Validation accuracy:--- 0.967 Validation Loss: 0.11196614
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01087445 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10806722
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04387624 ---Validation accuracy:--- 0.969 Validation Loss: 0.1078448
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.023415389 ---Validation accuracy:--- 0.9674 Validation Loss: 0.117036656
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0077360095 ---Validation accuracy:--- 0.9678 Validation Loss: 0.113583006
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011076713 ---Validation accuracy:--- 0.9702 Validation Loss: 0.107222684
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04248262 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10955028
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.012459078 ---Validation accuracy:--- 0.9688 Validation Loss: 0.1108325
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.025559735 ---Validation accuracy:--- 0.9682 Validation Loss: 0.113894485
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.021019971 ---Validation accuracy:--- 0.97 Validation Loss: 0.10859392
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01139109 ---Validation accuracy:--- 0.969 Validation Loss: 0.10972266
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0070836656 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10683772
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.012486926 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10889452
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017458947 ---Validation accuracy:--- 0.969 Validation Loss: 0.12040128
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00724722 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12737463
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01276249 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11964331
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01005544 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11516036
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.005879445 ---Validation accuracy:--- 0.971 Validation Loss: 0.1144056
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.027372763 ---Validation accuracy:--- 0.967 Validation Loss: 0.12842192
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008018941 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13986321
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.027789107 ---Validation accuracy:--- 0.9626 Validation Loss: 0.1441966
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06649529 ---Validation accuracy:--- 0.9614 Validation Loss: 0.14516675
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.020038988 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12801367
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.040277258 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12761384
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011772018 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12070232
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.053590626 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12352473
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.006319794 ---Validation accuracy:--- 0.9656 Validation Loss: 0.119425595
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0063689286 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10813137
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007679767 ---Validation accuracy:--- 0.9682 Validation Loss: 0.111021265
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.044393282 ---Validation accuracy:--- 0.9688 Validation Loss: 0.108516306
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003943251 ---Validation accuracy:--- 0.9694 Validation Loss: 0.108364016
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0413386 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11311581
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.060505114 ---Validation accuracy:--- 0.969 Validation Loss: 0.11065112
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.040682934 ---Validation accuracy:--- 0.97 Validation Loss: 0.10787834
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04727079 ---Validation accuracy:--- 0.9696 Validation Loss: 0.106742166
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011984587 ---Validation accuracy:--- 0.968 Validation Loss: 0.11215132
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.096516855 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12697682
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.018603552 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14293799
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013666546 ---Validation accuracy:--- 0.9672 Validation Loss: 0.122999795
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01882533 ---Validation accuracy:--- 0.9676 Validation Loss: 0.114651345
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0078407675 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11207143
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08276548 ---Validation accuracy:--- 0.967 Validation Loss: 0.11635926
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0067835436 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11497606
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017280556 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10749226
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.046648167 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10893892
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.015220714 ---Validation accuracy:--- 0.97 Validation Loss: 0.10942261
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009268477 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11136631
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06482335 ---Validation accuracy:--- 0.9662 Validation Loss: 0.122407116
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.092786625 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13966419
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.023288026 ---Validation accuracy:--- 0.9646 Validation Loss: 0.1390899
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010786709 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12408684
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.08300534 ---Validation accuracy:--- 0.967 Validation Loss: 0.11997417
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02301964 ---Validation accuracy:--- 0.962 Validation Loss: 0.13693127
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.012623026 ---Validation accuracy:--- 0.9672 Validation Loss: 0.122660816
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03450173 ---Validation accuracy:--- 0.9462 Validation Loss: 0.19522879
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.043183308 ---Validation accuracy:--- 0.97 Validation Loss: 0.11499658
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01362117 ---Validation accuracy:--- 0.9676 Validation Loss: 0.120832846
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007782613 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11560194
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017341757 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12030177
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.019958053 ---Validation accuracy:--- 0.962 Validation Loss: 0.14262386
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.014945806 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12525144
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.006967375 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11136061
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007034389 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10978898
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.078222014 ---Validation accuracy:--- 0.9696 Validation Loss: 0.111854784
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06996358 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12680054
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.028736202 ---Validation accuracy:--- 0.9686 Validation Loss: 0.1131614
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0077519226 ---Validation accuracy:--- 0.97 Validation Loss: 0.10643071
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.014997916 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12303531
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.023554893 ---Validation accuracy:--- 0.9664 Validation Loss: 0.118801855
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020440478 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11378818
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003326735 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11353987
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011397864 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10392672
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.065332785 ---Validation accuracy:--- 0.97 Validation Loss: 0.10546099
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017350025 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10363225
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0055326754 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10309046
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.019047277 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10593352
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017623601 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10398679
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011430242 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10447097
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007784656 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10638124
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.087095216 ---Validation accuracy:--- 0.971 Validation Loss: 0.1026783
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0047860947 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10593472
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008077495 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10581138
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.031555057 ---Validation accuracy:--- 0.9694 Validation Loss: 0.108944155
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.038880758 ---Validation accuracy:--- 0.9626 Validation Loss: 0.1335829
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011871398 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11605529
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.016541421 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10989569
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.048651077 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10909358
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.019644786 ---Validation accuracy:--- 0.9692 Validation Loss: 0.1072116
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010270788 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10441239
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009729842 ---Validation accuracy:--- 0.9726 Validation Loss: 0.1024145
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0076854234 ---Validation accuracy:--- 0.972 Validation Loss: 0.103148915
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07362706 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10492603
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.055029795 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10918955
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.022220993 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10880987
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008536997 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10687038
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05502408 ---Validation accuracy:--- 0.969 Validation Loss: 0.11073007
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01899635 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11943343
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017262345 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11732495
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07895672 ---Validation accuracy:--- 0.9676 Validation Loss: 0.121741675
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04894781 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12739512
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009045085 ---Validation accuracy:--- 0.9692 Validation Loss: 0.111816674
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0075283754 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11148479
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.042786635 ---Validation accuracy:--- 0.9714 Validation Loss: 0.106367506
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017681623 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11613671
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01322039 ---Validation accuracy:--- 0.97 Validation Loss: 0.10931331
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010840451 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11461056
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.034478243 ---Validation accuracy:--- 0.9716 Validation Loss: 0.104540855
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02493825 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10385623
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.038443077 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12538898
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.014418512 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11231316
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0463459 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10389292
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0071863313 ---Validation accuracy:--- 0.971 Validation Loss: 0.105123974
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.016573733 ---Validation accuracy:--- 0.972 Validation Loss: 0.1000205
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013500663 ---Validation accuracy:--- 0.9722 Validation Loss: 0.100832514
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011193202 ---Validation accuracy:--- 0.9722 Validation Loss: 0.09866456
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.103291474 ---Validation accuracy:--- 0.9688 Validation Loss: 0.1110697
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.02723332 ---Validation accuracy:--- 0.966 Validation Loss: 0.1233426
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02370642 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11169614
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.040614624 ---Validation accuracy:--- 0.971 Validation Loss: 0.103835985
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008065176 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10236107
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0135167 ---Validation accuracy:--- 0.9684 Validation Loss: 0.10722711
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.028439179 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10463844
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01257905 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10305144
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007611219 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10061851
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07531853 ---Validation accuracy:--- 0.967 Validation Loss: 0.10887113
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.032253087 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12427561
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.100587934 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12190151
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.066169456 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12514648
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.07042875 ---Validation accuracy:--- 0.9676 Validation Loss: 0.117836036
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02018442 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10701857
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03997193 ---Validation accuracy:--- 0.9684 Validation Loss: 0.10957323
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04060493 ---Validation accuracy:--- 0.9712 Validation Loss: 0.101993605
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011156973 ---Validation accuracy:--- 0.972 Validation Loss: 0.10370452
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011049403 ---Validation accuracy:--- 0.973 Validation Loss: 0.10039528
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009365942 ---Validation accuracy:--- 0.9724 Validation Loss: 0.09849159
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.012670057 ---Validation accuracy:--- 0.9722 Validation Loss: 0.100042656
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.061960947 ---Validation accuracy:--- 0.97 Validation Loss: 0.10380262
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018113988 ---Validation accuracy:--- 0.9712 Validation Loss: 0.104932874
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.035872225 ---Validation accuracy:--- 0.9722 Validation Loss: 0.103323035
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05667056 ---Validation accuracy:--- 0.9708 Validation Loss: 0.104251914
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009014213 ---Validation accuracy:--- 0.97 Validation Loss: 0.10945156
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07326187 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12454679
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.023137553 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11434209
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018124724 ---Validation accuracy:--- 0.9696 Validation Loss: 0.116036475
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013823979 ---Validation accuracy:--- 0.9694 Validation Loss: 0.115448
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010196284 ---Validation accuracy:--- 0.9714 Validation Loss: 0.112657286
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.015550694 ---Validation accuracy:--- 0.968 Validation Loss: 0.12044105
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018063463 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11022798
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0080797495 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10908516
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.044142462 ---Validation accuracy:--- 0.9696 Validation Loss: 0.108268216
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08166837 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11571416
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.016373947 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11113253
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.031015152 ---Validation accuracy:--- 0.971 Validation Loss: 0.10738335
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.023365047 ---Validation accuracy:--- 0.967 Validation Loss: 0.11769249
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04112194 ---Validation accuracy:--- 0.9702 Validation Loss: 0.1135943
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010838808 ---Validation accuracy:--- 0.9704 Validation Loss: 0.109805174
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009496222 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11455161
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0071204063 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11499586
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010466974 ---Validation accuracy:--- 0.9706 Validation Loss: 0.113295555
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03077501 ---Validation accuracy:--- 0.972 Validation Loss: 0.111301914
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0059565688 ---Validation accuracy:--- 0.9716 Validation Loss: 0.11130409
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07204253 ---Validation accuracy:--- 0.9698 Validation Loss: 0.1148605
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.026093611 ---Validation accuracy:--- 0.9726 Validation Loss: 0.11175863
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00870203 ---Validation accuracy:--- 0.972 Validation Loss: 0.11065064
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0107023725 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11772288
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.051229116 ---Validation accuracy:--- 0.9682 Validation Loss: 0.1193458
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06873967 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12126991
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.021013591 ---Validation accuracy:--- 0.9684 Validation Loss: 0.1155412
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04470505 ---Validation accuracy:--- 0.9736 Validation Loss: 0.113851
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0384905 ---Validation accuracy:--- 0.9718 Validation Loss: 0.11683387
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.055965047 ---Validation accuracy:--- 0.9572 Validation Loss: 0.1525619
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01692281 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12004087
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.029507246 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13967298
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.014140986 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13559435
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.044723857 ---Validation accuracy:--- 0.9634 Validation Loss: 0.1416616
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010085204 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12664555
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0139506105 ---Validation accuracy:--- 0.971 Validation Loss: 0.10955789
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.034394402 ---Validation accuracy:--- 0.9694 Validation Loss: 0.113679126
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01855505 ---Validation accuracy:--- 0.9682 Validation Loss: 0.116672166
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01515498 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10729263
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.027283134 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11012715
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0046729445 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11151228
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003509344 ---Validation accuracy:--- 0.9702 Validation Loss: 0.111351795
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008527183 ---Validation accuracy:--- 0.9698 Validation Loss: 0.1099058
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011410645 ---Validation accuracy:--- 0.971 Validation Loss: 0.10985068
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009091815 ---Validation accuracy:--- 0.9706 Validation Loss: 0.110383615
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06175133 ---Validation accuracy:--- 0.969 Validation Loss: 0.11625964
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008278846 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12433228
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.026428435 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12259001
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01811196 ---Validation accuracy:--- 0.968 Validation Loss: 0.112788014
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.091889784 ---Validation accuracy:--- 0.961 Validation Loss: 0.1390364
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.10357917 ---Validation accuracy:--- 0.9368 Validation Loss: 0.22837734
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.040669803 ---Validation accuracy:--- 0.956 Validation Loss: 0.15575148
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05886139 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12625337
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.023138946 ---Validation accuracy:--- 0.961 Validation Loss: 0.14485566
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013686053 ---Validation accuracy:--- 0.9646 Validation Loss: 0.13387224
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.012070396 ---Validation accuracy:--- 0.966 Validation Loss: 0.12461294
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.019804178 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12658727
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0076848757 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12021797
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03376399 ---Validation accuracy:--- 0.9668 Validation Loss: 0.123390846
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.014125025 ---Validation accuracy:--- 0.9684 Validation Loss: 0.1205055
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011863113 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12199585
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0082860375 ---Validation accuracy:--- 0.969 Validation Loss: 0.11502395
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009462258 ---Validation accuracy:--- 0.9704 Validation Loss: 0.1154427
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.016290097 ---Validation accuracy:--- 0.9674 Validation Loss: 0.123391405
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003460049 ---Validation accuracy:--- 0.9694 Validation Loss: 0.118946716
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0687589 ---Validation accuracy:--- 0.968 Validation Loss: 0.117062256
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01098156 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11825503
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.021596735 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12159413
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.031416554 ---Validation accuracy:--- 0.9702 Validation Loss: 0.1104214
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.01971732 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11796899
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013032211 ---Validation accuracy:--- 0.9696 Validation Loss: 0.1138964
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.043690406 ---Validation accuracy:--- 0.9688 Validation Loss: 0.121452786
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008476752 ---Validation accuracy:--- 0.9684 Validation Loss: 0.12170664
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013866591 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11568686
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.014742465 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12568046
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01284899 ---Validation accuracy:--- 0.97 Validation Loss: 0.110204294
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.07400199 ---Validation accuracy:--- 0.971 Validation Loss: 0.10665415
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.037078228 ---Validation accuracy:--- 0.969 Validation Loss: 0.11434885
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0035293573 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11047715
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06634171 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11636953
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0050284206 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11473481
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011019213 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10866512
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020633414 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11588779
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017336471 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10566845
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007406056 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11325458
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01423182 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10662388
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010409392 ---Validation accuracy:--- 0.972 Validation Loss: 0.10718909
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0062506665 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11840333
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.012596691 ---Validation accuracy:--- 0.969 Validation Loss: 0.10983727
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.02363916 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10803035
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.005807777 ---Validation accuracy:--- 0.9734 Validation Loss: 0.10634183
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0048611574 ---Validation accuracy:--- 0.9732 Validation Loss: 0.106702365
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008266629 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11101584
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.005098847 ---Validation accuracy:--- 0.97 Validation Loss: 0.11597301
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07243477 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11695124
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0048289774 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11368048
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0038589789 ---Validation accuracy:--- 0.9704 Validation Loss: 0.111502506
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011802758 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11140291
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.030927744 ---Validation accuracy:--- 0.9716 Validation Loss: 0.11113312
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007785706 ---Validation accuracy:--- 0.9728 Validation Loss: 0.111506715
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0056096953 ---Validation accuracy:--- 0.9726 Validation Loss: 0.109253556
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010102288 ---Validation accuracy:--- 0.9702 Validation Loss: 0.1123047
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.020544326 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11081521
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013378053 ---Validation accuracy:--- 0.973 Validation Loss: 0.10904883
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011146917 ---Validation accuracy:--- 0.9726 Validation Loss: 0.1126855
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.13537925 ---Validation accuracy:--- 0.9496 Validation Loss: 0.22634834
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.13659947 ---Validation accuracy:--- 0.932 Validation Loss: 0.35749966
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.17218943 ---Validation accuracy:--- 0.947 Validation Loss: 0.21102585
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08244984 ---Validation accuracy:--- 0.965 Validation Loss: 0.12415741
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.053884313 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11949288
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.040710174 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11188589
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010993319 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11076984
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011736201 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11336704
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018041067 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11677626
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008647685 ---Validation accuracy:--- 0.9678 Validation Loss: 0.1155697
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0375905 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11203248
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.019996632 ---Validation accuracy:--- 0.967 Validation Loss: 0.12399399
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.1125226 ---Validation accuracy:--- 0.9678 Validation Loss: 0.1261988
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01247015 ---Validation accuracy:--- 0.9676 Validation Loss: 0.13139762
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.016272988 ---Validation accuracy:--- 0.9692 Validation Loss: 0.12328907
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018525656 ---Validation accuracy:--- 0.9666 Validation Loss: 0.1369472
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01895505 ---Validation accuracy:--- 0.9676 Validation Loss: 0.12964763
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.02517604 ---Validation accuracy:--- 0.967 Validation Loss: 0.12720726
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009855422 ---Validation accuracy:--- 0.9684 Validation Loss: 0.121290244
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03980394 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12458195
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05037725 ---Validation accuracy:--- 0.9672 Validation Loss: 0.13422248
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007858016 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12356594
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0112957815 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11249561
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0500535 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10982007
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0061942665 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10966534
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.021706745 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10961279
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008419968 ---Validation accuracy:--- 0.967 Validation Loss: 0.11860637
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.020139478 ---Validation accuracy:--- 0.969 Validation Loss: 0.11533218
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013977392 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11348367
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.047669552 ---Validation accuracy:--- 0.9696 Validation Loss: 0.116138294
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0055778073 ---Validation accuracy:--- 0.9698 Validation Loss: 0.12523651
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09384945 ---Validation accuracy:--- 0.967 Validation Loss: 0.13164148
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.028641958 ---Validation accuracy:--- 0.9686 Validation Loss: 0.12158457
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.023120956 ---Validation accuracy:--- 0.968 Validation Loss: 0.118333414
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011311219 ---Validation accuracy:--- 0.9622 Validation Loss: 0.15217666
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.026297677 ---Validation accuracy:--- 0.9662 Validation Loss: 0.13078111
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.0968015 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12577434
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07890351 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11791625
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.026965978 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11311482
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009523221 ---Validation accuracy:--- 0.9704 Validation Loss: 0.110950805
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.01853552 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12750031
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04677616 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11669897
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0052036117 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11612896
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01197832 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11394457
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.028946271 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13564521
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017667752 ---Validation accuracy:--- 0.9676 Validation Loss: 0.120218225
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.016950801 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11980117
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017791571 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12596272
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.024751553 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12971358
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010685047 ---Validation accuracy:--- 0.964 Validation Loss: 0.13452914
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011132937 ---Validation accuracy:--- 0.9646 Validation Loss: 0.13200325
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.024275037 ---Validation accuracy:--- 0.9654 Validation Loss: 0.13018398
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0058081346 ---Validation accuracy:--- 0.9644 Validation Loss: 0.13316251
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.053570237 ---Validation accuracy:--- 0.9656 Validation Loss: 0.13243087
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.050468884 ---Validation accuracy:--- 0.9664 Validation Loss: 0.123582676
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.029197326 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12248207
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009451178 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12362859
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007900047 ---Validation accuracy:--- 0.9662 Validation Loss: 0.1203581
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07882025 ---Validation accuracy:--- 0.968 Validation Loss: 0.112251475
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.08628519 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11960325
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.021072917 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11510242
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.031970493 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11121809
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020530669 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11986435
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02934616 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11562931
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.023159089 ---Validation accuracy:--- 0.969 Validation Loss: 0.11626001
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018759724 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14796394
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020490104 ---Validation accuracy:--- 0.9692 Validation Loss: 0.115430444
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.017982746 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11387749
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.023405984 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11360463
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0063769626 ---Validation accuracy:--- 0.97 Validation Loss: 0.109262645
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010311766 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10954623
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.014755104 ---Validation accuracy:--- 0.9694 Validation Loss: 0.12091403
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020339482 ---Validation accuracy:--- 0.9618 Validation Loss: 0.150188
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08828169 ---Validation accuracy:--- 0.9692 Validation Loss: 0.12356046
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004626356 ---Validation accuracy:--- 0.971 Validation Loss: 0.11378191
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.037113298 ---Validation accuracy:--- 0.9684 Validation Loss: 0.12357244
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0423139 ---Validation accuracy:--- 0.969 Validation Loss: 0.118004896
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.026200822 ---Validation accuracy:--- 0.9702 Validation Loss: 0.1107249
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.035636615 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10858728
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.016496962 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11130053
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0072110826 ---Validation accuracy:--- 0.9714 Validation Loss: 0.111142
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.052301265 ---Validation accuracy:--- 0.967 Validation Loss: 0.121390745
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.05399857 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12000313
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007151574 ---Validation accuracy:--- 0.969 Validation Loss: 0.118738234
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.021096893 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12816906
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05353512 ---Validation accuracy:--- 0.9688 Validation Loss: 0.12319124
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.01875264 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11785933
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04906339 ---Validation accuracy:--- 0.9646 Validation Loss: 0.13658732
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.12219885 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13854018
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.056464966 ---Validation accuracy:--- 0.9666 Validation Loss: 0.119905055
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.040615145 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11101892
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008639303 ---Validation accuracy:--- 0.9716 Validation Loss: 0.1040296
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009565129 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10818176
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0066632796 ---Validation accuracy:--- 0.9658 Validation Loss: 0.13184644
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04929377 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11955
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013694797 ---Validation accuracy:--- 0.967 Validation Loss: 0.11834768
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.044446412 ---Validation accuracy:--- 0.9674 Validation Loss: 0.123859875
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.040938802 ---Validation accuracy:--- 0.9688 Validation Loss: 0.121300586
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011874438 ---Validation accuracy:--- 0.9686 Validation Loss: 0.1156136
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.031222252 ---Validation accuracy:--- 0.9698 Validation Loss: 0.109671324
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06343316 ---Validation accuracy:--- 0.9694 Validation Loss: 0.113683805
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.032793473 ---Validation accuracy:--- 0.9724 Validation Loss: 0.106068335
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01428082 ---Validation accuracy:--- 0.9706 Validation Loss: 0.1076292
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03704561 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11300176
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.048902564 ---Validation accuracy:--- 0.971 Validation Loss: 0.114856325
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004517562 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11298749
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0057012476 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11305134
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.031742796 ---Validation accuracy:--- 0.9712 Validation Loss: 0.107979506
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010353387 ---Validation accuracy:--- 0.97 Validation Loss: 0.11482197
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007323793 ---Validation accuracy:--- 0.9702 Validation Loss: 0.113713086
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06800776 ---Validation accuracy:--- 0.964 Validation Loss: 0.14308411
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.021544723 ---Validation accuracy:--- 0.966 Validation Loss: 0.13301338
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01837674 ---Validation accuracy:--- 0.9702 Validation Loss: 0.114683114
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.035537418 ---Validation accuracy:--- 0.97 Validation Loss: 0.114720896
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008543824 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12179888
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04725592 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11162963
Epoch: 6 ---Training accuracy:--- 0.97 Training Loss: 0.08513956 ---Validation accuracy:--- 0.9642 Validation Loss: 0.12989567
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009482869 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12819672
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.016687788 ---Validation accuracy:--- 0.9678 Validation Loss: 0.116649136
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.006280733 ---Validation accuracy:--- 0.971 Validation Loss: 0.11019808
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.052918762 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11361274
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018759975 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11072116
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.037064224 ---Validation accuracy:--- 0.9706 Validation Loss: 0.109980956
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.092980236 ---Validation accuracy:--- 0.9666 Validation Loss: 0.1288737
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.036381144 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11320134
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01614292 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11554519
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.041867048 ---Validation accuracy:--- 0.9708 Validation Loss: 0.1066907
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.031241525 ---Validation accuracy:--- 0.9656 Validation Loss: 0.1208472
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.034541145 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11302239
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.025596417 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13403368
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06686213 ---Validation accuracy:--- 0.9654 Validation Loss: 0.11835481
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.056982283 ---Validation accuracy:--- 0.9692 Validation Loss: 0.112242624
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05975527 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10779635
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.056671906 ---Validation accuracy:--- 0.971 Validation Loss: 0.1112979
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.053013116 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10812189
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.01894474 ---Validation accuracy:--- 0.972 Validation Loss: 0.10498977
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05098076 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11958116
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.089318775 ---Validation accuracy:--- 0.9668 Validation Loss: 0.112813406
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.038062368 ---Validation accuracy:--- 0.9672 Validation Loss: 0.112214625
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.049778584 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11087173
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020224283 ---Validation accuracy:--- 0.9712 Validation Loss: 0.104792126
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.032212254 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10454232
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013660223 ---Validation accuracy:--- 0.972 Validation Loss: 0.103239134
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0070460048 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10634646
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.021550737 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10492991
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.006384326 ---Validation accuracy:--- 0.9732 Validation Loss: 0.10143754
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.026186239 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11684734
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.02405412 ---Validation accuracy:--- 0.9698 Validation Loss: 0.112268336
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.02750678 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10557611
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008926305 ---Validation accuracy:--- 0.97 Validation Loss: 0.110506006
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013490827 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11192739
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.014984433 ---Validation accuracy:--- 0.9692 Validation Loss: 0.116950125
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0137690725 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10710536
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06505266 ---Validation accuracy:--- 0.971 Validation Loss: 0.10794765
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008446162 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10597877
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013293568 ---Validation accuracy:--- 0.9722 Validation Loss: 0.103534095
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01146741 ---Validation accuracy:--- 0.9718 Validation Loss: 0.11014353
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.024017422 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11170596
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.021411102 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11896867
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.011625434 ---Validation accuracy:--- 0.9708 Validation Loss: 0.108595714
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.06505541 ---Validation accuracy:--- 0.9694 Validation Loss: 0.121047825
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.09315242 ---Validation accuracy:--- 0.97 Validation Loss: 0.12345135
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.05083004 ---Validation accuracy:--- 0.9726 Validation Loss: 0.11662977
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05650398 ---Validation accuracy:--- 0.9678 Validation Loss: 0.124161474
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009512972 ---Validation accuracy:--- 0.9722 Validation Loss: 0.11597445
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.006638074 ---Validation accuracy:--- 0.9714 Validation Loss: 0.11555155
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013132136 ---Validation accuracy:--- 0.972 Validation Loss: 0.114525974
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.012292479 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10958678
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03324757 ---Validation accuracy:--- 0.9724 Validation Loss: 0.108397506
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007264731 ---Validation accuracy:--- 0.9724 Validation Loss: 0.109363146
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.012308056 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11864949
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.037117973 ---Validation accuracy:--- 0.97 Validation Loss: 0.12511028
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.005638014 ---Validation accuracy:--- 0.9688 Validation Loss: 0.12565224
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010528874 ---Validation accuracy:--- 0.9692 Validation Loss: 0.12246643
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009988315 ---Validation accuracy:--- 0.9688 Validation Loss: 0.12476769
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.014374838 ---Validation accuracy:--- 0.971 Validation Loss: 0.11703017
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.04820831 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10797198
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0055024917 ---Validation accuracy:--- 0.973 Validation Loss: 0.10732707
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004686842 ---Validation accuracy:--- 0.9688 Validation Loss: 0.124422364
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013764975 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11835503
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0038114586 ---Validation accuracy:--- 0.9646 Validation Loss: 0.13404246
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.024425002 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11529724
Epoch: 6 ---Training accuracy:--- 0.95 Training Loss: 0.15324265 ---Validation accuracy:--- 0.9584 Validation Loss: 0.1650237
Epoch: 6 ---Training accuracy:--- 0.94 Training Loss: 0.13485819 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16640826
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.037331987 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11331282
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.014238272 ---Validation accuracy:--- 0.9716 Validation Loss: 0.107722916
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008989531 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10732325
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0906356 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10395159
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.023982959 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10882555
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.01388368 ---Validation accuracy:--- 0.973 Validation Loss: 0.10258452
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.0561996 ---Validation accuracy:--- 0.9712 Validation Loss: 0.109628856
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.022401543 ---Validation accuracy:--- 0.97 Validation Loss: 0.10995403
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0092330715 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11007338
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008191163 ---Validation accuracy:--- 0.9704 Validation Loss: 0.107170165
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.020367818 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11410046
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007301759 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11219709
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0062359404 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10880897
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.06566592 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10760662
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0120020965 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10833623
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.05282503 ---Validation accuracy:--- 0.9656 Validation Loss: 0.124830626
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.04709198 ---Validation accuracy:--- 0.9674 Validation Loss: 0.117652506
Epoch: 6 ---Training accuracy:--- 0.96 Training Loss: 0.07171215 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11769154
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0059545278 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12872751
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.031395435 ---Validation accuracy:--- 0.971 Validation Loss: 0.11097725
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0066612754 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13914292
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.025075093 ---Validation accuracy:--- 0.9616 Validation Loss: 0.15188777
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0115885995 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11974595
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018403484 ---Validation accuracy:--- 0.9698 Validation Loss: 0.12169416
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.022102635 ---Validation accuracy:--- 0.9646 Validation Loss: 0.14495414
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.009409279 ---Validation accuracy:--- 0.968 Validation Loss: 0.113961965
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.07880655 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10937894
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007828242 ---Validation accuracy:--- 0.9694 Validation Loss: 0.106061645
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.005101608 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10910432
Epoch: 6 ---Training accuracy:--- 0.98 Training Loss: 0.06470941 ---Validation accuracy:--- 0.9716 Validation Loss: 0.1071141
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.005313594 ---Validation accuracy:--- 0.9714 Validation Loss: 0.1067895
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.043884926 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10584718
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07763887 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10905559
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.040290385 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11149029
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.016657686 ---Validation accuracy:--- 0.968 Validation Loss: 0.12018755
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04060727 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11225575
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05704625 ---Validation accuracy:--- 0.968 Validation Loss: 0.11251079
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0111322105 ---Validation accuracy:--- 0.9676 Validation Loss: 0.10971721
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02062839 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13627662
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03748516 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14929818
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.049236063 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10898446
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.10708609 ---Validation accuracy:--- 0.9706 Validation Loss: 0.108008005
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.016392568 ---Validation accuracy:--- 0.9704 Validation Loss: 0.105566666
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07798218 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10917235
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014716869 ---Validation accuracy:--- 0.9726 Validation Loss: 0.10171248
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02570163 ---Validation accuracy:--- 0.973 Validation Loss: 0.099522784
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.044362407 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10163333
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03565449 ---Validation accuracy:--- 0.9742 Validation Loss: 0.09743352
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.029241849 ---Validation accuracy:--- 0.9736 Validation Loss: 0.099343464
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.052683067 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11546383
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.032049228 ---Validation accuracy:--- 0.9704 Validation Loss: 0.120574854
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.023350896 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11182811
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01395916 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11546215
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010384459 ---Validation accuracy:--- 0.973 Validation Loss: 0.10418271
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.032368105 ---Validation accuracy:--- 0.9732 Validation Loss: 0.101549655
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.004408975 ---Validation accuracy:--- 0.9742 Validation Loss: 0.09925186
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.04643634 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11308474
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05271311 ---Validation accuracy:--- 0.9698 Validation Loss: 0.112431444
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0065415134 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10796335
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02977649 ---Validation accuracy:--- 0.973 Validation Loss: 0.102710865
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.11282932 ---Validation accuracy:--- 0.97 Validation Loss: 0.11421665
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04888333 ---Validation accuracy:--- 0.966 Validation Loss: 0.12326218
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.011405029 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11735452
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.019164987 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10140725
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03065387 ---Validation accuracy:--- 0.973 Validation Loss: 0.09985927
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.015839718 ---Validation accuracy:--- 0.9742 Validation Loss: 0.099190384
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.004899144 ---Validation accuracy:--- 0.9738 Validation Loss: 0.09970756
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.033589408 ---Validation accuracy:--- 0.973 Validation Loss: 0.10249141
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010743227 ---Validation accuracy:--- 0.9734 Validation Loss: 0.09987889
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010267606 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10993932
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05322267 ---Validation accuracy:--- 0.9734 Validation Loss: 0.102230325
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0060807406 ---Validation accuracy:--- 0.9726 Validation Loss: 0.10379325
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.033929043 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10290376
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.050205808 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10349353
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.016616695 ---Validation accuracy:--- 0.9654 Validation Loss: 0.1295343
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.038560275 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13273853
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.012850878 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13301764
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00561517 ---Validation accuracy:--- 0.9674 Validation Loss: 0.1182124
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008807183 ---Validation accuracy:--- 0.9702 Validation Loss: 0.1075471
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0076061357 ---Validation accuracy:--- 0.9712 Validation Loss: 0.1090821
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008150066 ---Validation accuracy:--- 0.9724 Validation Loss: 0.105762795
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02930093 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10444813
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.013248045 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10936638
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.011108372 ---Validation accuracy:--- 0.972 Validation Loss: 0.10514319
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009678891 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10499076
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0076961047 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10811478
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.005518118 ---Validation accuracy:--- 0.9702 Validation Loss: 0.108940914
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00612075 ---Validation accuracy:--- 0.97 Validation Loss: 0.11297032
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.021707498 ---Validation accuracy:--- 0.97 Validation Loss: 0.112853244
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.036152255 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11197622
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.046834264 ---Validation accuracy:--- 0.9614 Validation Loss: 0.14482401
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008646754 ---Validation accuracy:--- 0.966 Validation Loss: 0.12593058
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009133188 ---Validation accuracy:--- 0.967 Validation Loss: 0.121871315
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01110116 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11482102
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.007051689 ---Validation accuracy:--- 0.9698 Validation Loss: 0.109133884
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014606738 ---Validation accuracy:--- 0.963 Validation Loss: 0.14231715
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010379143 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11984374
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.1298056 ---Validation accuracy:--- 0.9588 Validation Loss: 0.1513627
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.017702682 ---Validation accuracy:--- 0.9676 Validation Loss: 0.12257634
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.006946294 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11421091
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04291109 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11635023
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.022715425 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11479658
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.022417273 ---Validation accuracy:--- 0.971 Validation Loss: 0.109197445
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.007953716 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10875908
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03115023 ---Validation accuracy:--- 0.9644 Validation Loss: 0.13251014
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.039753143 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12502588
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.014989686 ---Validation accuracy:--- 0.9696 Validation Loss: 0.119946055
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.037993554 ---Validation accuracy:--- 0.969 Validation Loss: 0.109826684
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.016211249 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11772215
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0227648 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12445237
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0071953577 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12219808
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.011367199 ---Validation accuracy:--- 0.968 Validation Loss: 0.12214856
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0733971 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11860613
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010570004 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11222363
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07563711 ---Validation accuracy:--- 0.965 Validation Loss: 0.13105936
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.065609545 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12558927
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.007809224 ---Validation accuracy:--- 0.966 Validation Loss: 0.122467116
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.018424118 ---Validation accuracy:--- 0.967 Validation Loss: 0.12234331
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.02585135 ---Validation accuracy:--- 0.958 Validation Loss: 0.14969863
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009223541 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12280499
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.025157774 ---Validation accuracy:--- 0.9654 Validation Loss: 0.124299586
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.03302624 ---Validation accuracy:--- 0.966 Validation Loss: 0.1266406
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.025929758 ---Validation accuracy:--- 0.9606 Validation Loss: 0.14707342
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.020499896 ---Validation accuracy:--- 0.9686 Validation Loss: 0.116141275
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.007563202 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12343284
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0051278574 ---Validation accuracy:--- 0.9676 Validation Loss: 0.12317976
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0062924414 ---Validation accuracy:--- 0.9688 Validation Loss: 0.12836966
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06741559 ---Validation accuracy:--- 0.9682 Validation Loss: 0.124028526
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00532102 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11538551
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.11639094 ---Validation accuracy:--- 0.9648 Validation Loss: 0.13540849
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.052655827 ---Validation accuracy:--- 0.9484 Validation Loss: 0.18480963
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05853281 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12244104
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.004604475 ---Validation accuracy:--- 0.9686 Validation Loss: 0.12097457
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014501569 ---Validation accuracy:--- 0.9686 Validation Loss: 0.116744205
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.022340931 ---Validation accuracy:--- 0.969 Validation Loss: 0.11353179
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01377033 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12115599
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0077874577 ---Validation accuracy:--- 0.9676 Validation Loss: 0.1217537
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.043768395 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12130773
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014409249 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12054925
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.085555494 ---Validation accuracy:--- 0.9614 Validation Loss: 0.14045464
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.032246403 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12776814
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.035997976 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10687312
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.017743392 ---Validation accuracy:--- 0.9708 Validation Loss: 0.107654005
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.013961912 ---Validation accuracy:--- 0.9718 Validation Loss: 0.1075945
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.052660532 ---Validation accuracy:--- 0.9692 Validation Loss: 0.116786696
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07864464 ---Validation accuracy:--- 0.97 Validation Loss: 0.1149001
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01811535 ---Validation accuracy:--- 0.9698 Validation Loss: 0.116277575
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0116293635 ---Validation accuracy:--- 0.9698 Validation Loss: 0.112929896
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.012531757 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11508408
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07219341 ---Validation accuracy:--- 0.967 Validation Loss: 0.12429872
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.06478697 ---Validation accuracy:--- 0.9634 Validation Loss: 0.1353421
Epoch: 7 ---Training accuracy:--- 0.94 Training Loss: 0.13535294 ---Validation accuracy:--- 0.951 Validation Loss: 0.17572875
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0057249637 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11722527
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.020826643 ---Validation accuracy:--- 0.969 Validation Loss: 0.11496109
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.032459296 ---Validation accuracy:--- 0.966 Validation Loss: 0.1187052
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01026458 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10995138
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.005967067 ---Validation accuracy:--- 0.97 Validation Loss: 0.10963491
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05015882 ---Validation accuracy:--- 0.97 Validation Loss: 0.11438772
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.058329903 ---Validation accuracy:--- 0.9666 Validation Loss: 0.122786105
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.026042633 ---Validation accuracy:--- 0.9656 Validation Loss: 0.123695046
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021999605 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12488024
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04714854 ---Validation accuracy:--- 0.9696 Validation Loss: 0.1137167
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0059695006 ---Validation accuracy:--- 0.969 Validation Loss: 0.11263342
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.013644477 ---Validation accuracy:--- 0.966 Validation Loss: 0.12933445
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.040317774 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12964024
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.013074696 ---Validation accuracy:--- 0.9682 Validation Loss: 0.118181296
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.0864906 ---Validation accuracy:--- 0.9586 Validation Loss: 0.1461577
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021132696 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13024165
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03983484 ---Validation accuracy:--- 0.967 Validation Loss: 0.116398856
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.011047122 ---Validation accuracy:--- 0.9684 Validation Loss: 0.10832715
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.083362855 ---Validation accuracy:--- 0.968 Validation Loss: 0.1153719
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.064312585 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12647016
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.062246546 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11260161
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.036386874 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11203953
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021110827 ---Validation accuracy:--- 0.9674 Validation Loss: 0.117699295
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01025933 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11562113
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.028787581 ---Validation accuracy:--- 0.961 Validation Loss: 0.1382215
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.012719347 ---Validation accuracy:--- 0.9682 Validation Loss: 0.113569774
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.04467395 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10637009
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014937366 ---Validation accuracy:--- 0.967 Validation Loss: 0.11441118
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.019439375 ---Validation accuracy:--- 0.9692 Validation Loss: 0.1046573
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010484301 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10312671
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.050195705 ---Validation accuracy:--- 0.968 Validation Loss: 0.11335155
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.048262715 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11053962
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.07369944 ---Validation accuracy:--- 0.9712 Validation Loss: 0.103238925
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07824568 ---Validation accuracy:--- 0.9666 Validation Loss: 0.11581174
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014544599 ---Validation accuracy:--- 0.9686 Validation Loss: 0.115173526
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.04353772 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10958782
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021828316 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10832035
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.028779743 ---Validation accuracy:--- 0.9686 Validation Loss: 0.105539285
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.030931216 ---Validation accuracy:--- 0.968 Validation Loss: 0.10653067
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05481749 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10666039
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05166628 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10707916
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.046364047 ---Validation accuracy:--- 0.9678 Validation Loss: 0.111489795
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08933501 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11411169
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.022414053 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11385904
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.052510783 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11170118
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.055031676 ---Validation accuracy:--- 0.9634 Validation Loss: 0.11800383
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.059726574 ---Validation accuracy:--- 0.968 Validation Loss: 0.11268201
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015490673 ---Validation accuracy:--- 0.969 Validation Loss: 0.109201394
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010075466 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10280242
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.043658275 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10041716
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010453241 ---Validation accuracy:--- 0.973 Validation Loss: 0.101072006
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021776328 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10725139
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.016572827 ---Validation accuracy:--- 0.9722 Validation Loss: 0.104390115
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.052180663 ---Validation accuracy:--- 0.9734 Validation Loss: 0.10160482
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008062638 ---Validation accuracy:--- 0.974 Validation Loss: 0.100480236
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.026338182 ---Validation accuracy:--- 0.9726 Validation Loss: 0.10317921
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.005165174 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10675435
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.017404102 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10328783
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0053172642 ---Validation accuracy:--- 0.9736 Validation Loss: 0.099743545
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.049875766 ---Validation accuracy:--- 0.9722 Validation Loss: 0.11048157
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04174871 ---Validation accuracy:--- 0.9712 Validation Loss: 0.107024595
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010041334 ---Validation accuracy:--- 0.9672 Validation Loss: 0.120531894
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.019332334 ---Validation accuracy:--- 0.9688 Validation Loss: 0.112606175
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0076137804 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11045808
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.07620356 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11021438
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.013530298 ---Validation accuracy:--- 0.9706 Validation Loss: 0.109745555
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.007194619 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10846854
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01170382 ---Validation accuracy:--- 0.9686 Validation Loss: 0.118234105
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0038066334 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11604506
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.038379543 ---Validation accuracy:--- 0.972 Validation Loss: 0.108018935
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0189894 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11612709
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.054918386 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11075586
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0059027686 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11226714
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.020579778 ---Validation accuracy:--- 0.9674 Validation Loss: 0.1189646
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0050289454 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11481256
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.013438954 ---Validation accuracy:--- 0.9712 Validation Loss: 0.109220095
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01517283 ---Validation accuracy:--- 0.969 Validation Loss: 0.111204274
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021317152 ---Validation accuracy:--- 0.966 Validation Loss: 0.12741977
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0329773 ---Validation accuracy:--- 0.967 Validation Loss: 0.11805442
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.055388913 ---Validation accuracy:--- 0.9674 Validation Loss: 0.120315626
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008477917 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11822022
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08107294 ---Validation accuracy:--- 0.9614 Validation Loss: 0.1387892
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.021653634 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11261749
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.045747634 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11867651
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.039417934 ---Validation accuracy:--- 0.9676 Validation Loss: 0.12129142
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0393155 ---Validation accuracy:--- 0.9704 Validation Loss: 0.1135064
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.089370735 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10980942
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.023622736 ---Validation accuracy:--- 0.9688 Validation Loss: 0.1114105
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08908575 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12404093
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03233532 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11344365
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014934301 ---Validation accuracy:--- 0.9658 Validation Loss: 0.11729418
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.050513286 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11936216
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.011072786 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11117261
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0069393576 ---Validation accuracy:--- 0.969 Validation Loss: 0.10695723
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008865401 ---Validation accuracy:--- 0.97 Validation Loss: 0.10513135
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0072176517 ---Validation accuracy:--- 0.971 Validation Loss: 0.10419097
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05266246 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10502961
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.107058555 ---Validation accuracy:--- 0.961 Validation Loss: 0.14017682
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.044713747 ---Validation accuracy:--- 0.9636 Validation Loss: 0.1323791
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01182369 ---Validation accuracy:--- 0.9668 Validation Loss: 0.123108946
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.029828584 ---Validation accuracy:--- 0.9652 Validation Loss: 0.1274939
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07462342 ---Validation accuracy:--- 0.9702 Validation Loss: 0.110781126
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.043959584 ---Validation accuracy:--- 0.969 Validation Loss: 0.11657076
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.022748604 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10756182
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.052998528 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10767798
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.02805223 ---Validation accuracy:--- 0.9714 Validation Loss: 0.106543824
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.052918863 ---Validation accuracy:--- 0.9682 Validation Loss: 0.117499925
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009910835 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11401188
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.054917693 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12386958
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.017954549 ---Validation accuracy:--- 0.9694 Validation Loss: 0.114667796
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008127743 ---Validation accuracy:--- 0.9696 Validation Loss: 0.106408045
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.013466081 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10990619
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.033825018 ---Validation accuracy:--- 0.9696 Validation Loss: 0.111586936
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.02737116 ---Validation accuracy:--- 0.9698 Validation Loss: 0.110041246
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07829037 ---Validation accuracy:--- 0.9648 Validation Loss: 0.12652478
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.005197556 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11438186
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.016460322 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10830752
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01118718 ---Validation accuracy:--- 0.97 Validation Loss: 0.11325615
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.078792274 ---Validation accuracy:--- 0.9718 Validation Loss: 0.1093244
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.036539704 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11032141
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02626997 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10771579
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.017834358 ---Validation accuracy:--- 0.9734 Validation Loss: 0.10288363
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0501029 ---Validation accuracy:--- 0.973 Validation Loss: 0.1004079
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.045481518 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10397641
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.041913066 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10480031
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0422441 ---Validation accuracy:--- 0.9604 Validation Loss: 0.13596566
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021766098 ---Validation accuracy:--- 0.968 Validation Loss: 0.11505544
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.012288937 ---Validation accuracy:--- 0.9642 Validation Loss: 0.1330716
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.035172697 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12848477
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.006404723 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12490269
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.028930487 ---Validation accuracy:--- 0.9446 Validation Loss: 0.21926562
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.07915758 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12242556
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08360682 ---Validation accuracy:--- 0.967 Validation Loss: 0.11669093
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0077844327 ---Validation accuracy:--- 0.9672 Validation Loss: 0.1168289
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.013343478 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11762197
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.1251289 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12191841
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.043552864 ---Validation accuracy:--- 0.9684 Validation Loss: 0.116685815
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.038578864 ---Validation accuracy:--- 0.9704 Validation Loss: 0.1131034
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.012547079 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11271878
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.023818083 ---Validation accuracy:--- 0.9712 Validation Loss: 0.106603235
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015071921 ---Validation accuracy:--- 0.9718 Validation Loss: 0.106097475
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.011658853 ---Validation accuracy:--- 0.9714 Validation Loss: 0.106494814
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.03695264 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10524359
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0042936574 ---Validation accuracy:--- 0.972 Validation Loss: 0.10446677
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.036703542 ---Validation accuracy:--- 0.971 Validation Loss: 0.11234292
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008804614 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10860487
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.018201489 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10483195
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04230602 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10470792
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0120740235 ---Validation accuracy:--- 0.9694 Validation Loss: 0.1146832
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.034500226 ---Validation accuracy:--- 0.9684 Validation Loss: 0.1124734
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.021411395 ---Validation accuracy:--- 0.9682 Validation Loss: 0.1118041
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.037233636 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11036432
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04700267 ---Validation accuracy:--- 0.9682 Validation Loss: 0.1171175
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0051821475 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11499701
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.005955012 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11798579
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.15058209 ---Validation accuracy:--- 0.9634 Validation Loss: 0.1376077
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008215577 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12073435
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03455107 ---Validation accuracy:--- 0.966 Validation Loss: 0.12134051
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.09632128 ---Validation accuracy:--- 0.9702 Validation Loss: 0.117464356
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0052170586 ---Validation accuracy:--- 0.969 Validation Loss: 0.117412515
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.048092827 ---Validation accuracy:--- 0.9704 Validation Loss: 0.1121507
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.012806079 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10936737
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.022696719 ---Validation accuracy:--- 0.9704 Validation Loss: 0.109274305
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.051267777 ---Validation accuracy:--- 0.969 Validation Loss: 0.10688726
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.020153565 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10877962
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0074398364 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10811085
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015143786 ---Validation accuracy:--- 0.9714 Validation Loss: 0.107560605
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0067176726 ---Validation accuracy:--- 0.9714 Validation Loss: 0.1068756
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.012341647 ---Validation accuracy:--- 0.972 Validation Loss: 0.10248151
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0048009907 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10833475
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.043627225 ---Validation accuracy:--- 0.9684 Validation Loss: 0.112802625
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.004920389 ---Validation accuracy:--- 0.9704 Validation Loss: 0.110828444
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0080138305 ---Validation accuracy:--- 0.9712 Validation Loss: 0.109814405
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.031656407 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14742255
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.11268094 ---Validation accuracy:--- 0.952 Validation Loss: 0.16779654
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.027224695 ---Validation accuracy:--- 0.972 Validation Loss: 0.106681615
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0101648895 ---Validation accuracy:--- 0.9732 Validation Loss: 0.10456135
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.013469851 ---Validation accuracy:--- 0.9636 Validation Loss: 0.13645281
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.030970627 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11778861
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0107400175 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11450188
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.011211466 ---Validation accuracy:--- 0.9678 Validation Loss: 0.117717355
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.024289113 ---Validation accuracy:--- 0.9692 Validation Loss: 0.1144958
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.011793806 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11544825
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.029509192 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10902339
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0099107465 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10498305
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.017205644 ---Validation accuracy:--- 0.9724 Validation Loss: 0.104276925
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.055965852 ---Validation accuracy:--- 0.963 Validation Loss: 0.1368487
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0060988064 ---Validation accuracy:--- 0.964 Validation Loss: 0.13573349
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.012577398 ---Validation accuracy:--- 0.9588 Validation Loss: 0.15740351
Epoch: 7 ---Training accuracy:--- 0.95 Training Loss: 0.11419955 ---Validation accuracy:--- 0.9676 Validation Loss: 0.120604776
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.004882249 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11821691
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.028470624 ---Validation accuracy:--- 0.969 Validation Loss: 0.11794904
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05274816 ---Validation accuracy:--- 0.969 Validation Loss: 0.114301816
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014793898 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11174026
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04328488 ---Validation accuracy:--- 0.974 Validation Loss: 0.10357853
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.024014046 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11124418
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.012728513 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10785796
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.006573786 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11119436
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.012155409 ---Validation accuracy:--- 0.969 Validation Loss: 0.111028016
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008691826 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10707982
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015081265 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10673994
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07686286 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10888981
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0494233 ---Validation accuracy:--- 0.9714 Validation Loss: 0.105516404
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01791435 ---Validation accuracy:--- 0.97 Validation Loss: 0.111670375
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05354338 ---Validation accuracy:--- 0.969 Validation Loss: 0.117727906
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009500103 ---Validation accuracy:--- 0.9692 Validation Loss: 0.113206886
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009104316 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11123233
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0061693285 ---Validation accuracy:--- 0.9698 Validation Loss: 0.111807644
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.013179314 ---Validation accuracy:--- 0.9714 Validation Loss: 0.108255886
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07683693 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11984576
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.048705786 ---Validation accuracy:--- 0.9692 Validation Loss: 0.112906784
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014114808 ---Validation accuracy:--- 0.9686 Validation Loss: 0.118656665
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0148351025 ---Validation accuracy:--- 0.9666 Validation Loss: 0.13017313
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.036606625 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12755804
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01123732 ---Validation accuracy:--- 0.9708 Validation Loss: 0.114939675
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.020737804 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11637019
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.024419475 ---Validation accuracy:--- 0.96 Validation Loss: 0.14936286
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05948863 ---Validation accuracy:--- 0.969 Validation Loss: 0.11377441
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.02851024 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10686313
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03464392 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11689789
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010647271 ---Validation accuracy:--- 0.9692 Validation Loss: 0.112095065
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.058015566 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11626775
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009437726 ---Validation accuracy:--- 0.9664 Validation Loss: 0.120653175
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008447617 ---Validation accuracy:--- 0.9676 Validation Loss: 0.1178999
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0077135577 ---Validation accuracy:--- 0.967 Validation Loss: 0.120572984
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0020978353 ---Validation accuracy:--- 0.9678 Validation Loss: 0.116913244
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.011518199 ---Validation accuracy:--- 0.967 Validation Loss: 0.11773309
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.028346444 ---Validation accuracy:--- 0.9712 Validation Loss: 0.113245934
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.018723115 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11250584
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009923259 ---Validation accuracy:--- 0.9658 Validation Loss: 0.1262401
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0173141 ---Validation accuracy:--- 0.964 Validation Loss: 0.13109715
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.022977524 ---Validation accuracy:--- 0.9652 Validation Loss: 0.122691505
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015861627 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12346057
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.079300314 ---Validation accuracy:--- 0.945 Validation Loss: 0.2051519
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.015777376 ---Validation accuracy:--- 0.968 Validation Loss: 0.12001267
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008126585 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12772584
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0072732056 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12916358
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.012434456 ---Validation accuracy:--- 0.9668 Validation Loss: 0.1255133
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008685436 ---Validation accuracy:--- 0.9642 Validation Loss: 0.13345145
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0130730895 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12525037
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014505825 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12379595
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.011221808 ---Validation accuracy:--- 0.9688 Validation Loss: 0.118552566
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.006115572 ---Validation accuracy:--- 0.97 Validation Loss: 0.11857303
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.004302469 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11654183
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.045085322 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12280851
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0071157883 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12545003
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0053111087 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12701505
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.022754036 ---Validation accuracy:--- 0.9622 Validation Loss: 0.14453101
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009893328 ---Validation accuracy:--- 0.9652 Validation Loss: 0.13143331
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009382204 ---Validation accuracy:--- 0.9666 Validation Loss: 0.123903476
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008088568 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11009744
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.08871178 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11492838
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008853585 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11248747
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.011996131 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11263002
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0038906818 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11210862
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0131308315 ---Validation accuracy:--- 0.967 Validation Loss: 0.12573355
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.027517337 ---Validation accuracy:--- 0.969 Validation Loss: 0.11943024
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.046226587 ---Validation accuracy:--- 0.9688 Validation Loss: 0.116242506
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0058892323 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11590655
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.065463506 ---Validation accuracy:--- 0.969 Validation Loss: 0.11668153
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010577771 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10943479
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008655626 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11342332
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.007693255 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11330886
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0068418477 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10722347
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07333123 ---Validation accuracy:--- 0.972 Validation Loss: 0.1106128
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0040030847 ---Validation accuracy:--- 0.9722 Validation Loss: 0.11063056
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010081711 ---Validation accuracy:--- 0.9686 Validation Loss: 0.12361856
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.039271012 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11649661
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0073355855 ---Validation accuracy:--- 0.9702 Validation Loss: 0.109541796
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.006422605 ---Validation accuracy:--- 0.968 Validation Loss: 0.115056284
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03780122 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10574247
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07050391 ---Validation accuracy:--- 0.962 Validation Loss: 0.13998574
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.050220165 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11744955
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.041630104 ---Validation accuracy:--- 0.9612 Validation Loss: 0.1482123
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.05913704 ---Validation accuracy:--- 0.9566 Validation Loss: 0.17078951
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0066061146 ---Validation accuracy:--- 0.964 Validation Loss: 0.1377177
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.03600275 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12870182
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.046169925 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11583557
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.041456174 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13260101
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.08588017 ---Validation accuracy:--- 0.967 Validation Loss: 0.12026597
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010443782 ---Validation accuracy:--- 0.97 Validation Loss: 0.109648876
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.030034117 ---Validation accuracy:--- 0.971 Validation Loss: 0.10833067
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.022214582 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11391001
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05602051 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10896361
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010769528 ---Validation accuracy:--- 0.9684 Validation Loss: 0.107714675
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.004406384 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10692941
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010277867 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10415929
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.069101 ---Validation accuracy:--- 0.9692 Validation Loss: 0.109019555
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014661846 ---Validation accuracy:--- 0.9696 Validation Loss: 0.106876954
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0138921 ---Validation accuracy:--- 0.969 Validation Loss: 0.11221887
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0069062244 ---Validation accuracy:--- 0.9692 Validation Loss: 0.112115525
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.036058836 ---Validation accuracy:--- 0.9686 Validation Loss: 0.1167871
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03082807 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12829039
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.035054326 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10833547
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014369655 ---Validation accuracy:--- 0.97 Validation Loss: 0.10932557
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010553503 ---Validation accuracy:--- 0.97 Validation Loss: 0.105278805
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.011701337 ---Validation accuracy:--- 0.9708 Validation Loss: 0.1079049
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0073169633 ---Validation accuracy:--- 0.97 Validation Loss: 0.10824291
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02448688 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11182652
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.037024036 ---Validation accuracy:--- 0.9688 Validation Loss: 0.1128635
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0060518505 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13456354
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03555416 ---Validation accuracy:--- 0.9674 Validation Loss: 0.116813794
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0125678945 ---Validation accuracy:--- 0.9668 Validation Loss: 0.119735755
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.02832527 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11709891
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009428552 ---Validation accuracy:--- 0.9682 Validation Loss: 0.113484085
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.0389454 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11144899
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.023011675 ---Validation accuracy:--- 0.9696 Validation Loss: 0.1110416
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0056252466 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10962987
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010766207 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10769475
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014765265 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11088931
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.005202664 ---Validation accuracy:--- 0.9692 Validation Loss: 0.113623805
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.036755938 ---Validation accuracy:--- 0.9642 Validation Loss: 0.1300563
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.020929236 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12054654
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014888828 ---Validation accuracy:--- 0.9702 Validation Loss: 0.112253174
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.044799075 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10957153
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009570801 ---Validation accuracy:--- 0.9686 Validation Loss: 0.111215286
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021530595 ---Validation accuracy:--- 0.9684 Validation Loss: 0.117874414
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015542478 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12386299
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.006639736 ---Validation accuracy:--- 0.9658 Validation Loss: 0.11934683
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.017823415 ---Validation accuracy:--- 0.9656 Validation Loss: 0.119231276
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0147695495 ---Validation accuracy:--- 0.9668 Validation Loss: 0.119682044
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0046723443 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11534995
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.016511505 ---Validation accuracy:--- 0.9684 Validation Loss: 0.111523144
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.027389579 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11701128
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04296514 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11955225
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010950374 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11649749
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.021678686 ---Validation accuracy:--- 0.9704 Validation Loss: 0.111926295
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.016403422 ---Validation accuracy:--- 0.9728 Validation Loss: 0.107918985
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0112515045 ---Validation accuracy:--- 0.9724 Validation Loss: 0.1041776
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.004535021 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10577429
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.025279038 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10441328
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008283746 ---Validation accuracy:--- 0.972 Validation Loss: 0.10469391
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009873444 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10344618
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009534291 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10683623
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0102335345 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10292971
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.06946566 ---Validation accuracy:--- 0.973 Validation Loss: 0.10676897
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014936499 ---Validation accuracy:--- 0.971 Validation Loss: 0.10737669
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03614913 ---Validation accuracy:--- 0.9668 Validation Loss: 0.115398765
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.019802138 ---Validation accuracy:--- 0.9682 Validation Loss: 0.10895668
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010975151 ---Validation accuracy:--- 0.9702 Validation Loss: 0.105980605
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0037399596 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10537745
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.006081112 ---Validation accuracy:--- 0.971 Validation Loss: 0.10642089
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0345997 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10574324
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008070091 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10769127
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.012636009 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11664358
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.024890758 ---Validation accuracy:--- 0.97 Validation Loss: 0.11436309
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01262471 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11298657
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.029974787 ---Validation accuracy:--- 0.971 Validation Loss: 0.10821474
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0055761104 ---Validation accuracy:--- 0.9718 Validation Loss: 0.107032984
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.025610045 ---Validation accuracy:--- 0.9726 Validation Loss: 0.10753027
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.042769074 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10573295
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00423639 ---Validation accuracy:--- 0.9722 Validation Loss: 0.1036689
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.07166194 ---Validation accuracy:--- 0.9712 Validation Loss: 0.109302185
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.013131869 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10718295
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.066842735 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11142572
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02307946 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11309371
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03893422 ---Validation accuracy:--- 0.971 Validation Loss: 0.105262965
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.007004378 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10589831
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.025436413 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10897615
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.038861617 ---Validation accuracy:--- 0.9712 Validation Loss: 0.099932946
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0190576 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12880908
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.026089737 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11019293
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.061075035 ---Validation accuracy:--- 0.9704 Validation Loss: 0.104826406
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0049261623 ---Validation accuracy:--- 0.971 Validation Loss: 0.10501814
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01396691 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10772445
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.028865902 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10943278
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0072570886 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11060869
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009008004 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10873868
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01110179 ---Validation accuracy:--- 0.9704 Validation Loss: 0.106497854
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0051602884 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10698876
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.052083787 ---Validation accuracy:--- 0.9708 Validation Loss: 0.1073952
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008649408 ---Validation accuracy:--- 0.971 Validation Loss: 0.10665315
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.057852637 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10821505
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009062574 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10618748
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.012250323 ---Validation accuracy:--- 0.9688 Validation Loss: 0.114776425
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.023592155 ---Validation accuracy:--- 0.968 Validation Loss: 0.119214974
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01208443 ---Validation accuracy:--- 0.968 Validation Loss: 0.11680714
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0071784947 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12271147
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010849783 ---Validation accuracy:--- 0.965 Validation Loss: 0.12710243
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.05170574 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11531405
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008823726 ---Validation accuracy:--- 0.9698 Validation Loss: 0.1131728
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.019017069 ---Validation accuracy:--- 0.97 Validation Loss: 0.11609196
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0072368383 ---Validation accuracy:--- 0.9662 Validation Loss: 0.1208281
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.022873575 ---Validation accuracy:--- 0.9644 Validation Loss: 0.1293385
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008910995 ---Validation accuracy:--- 0.966 Validation Loss: 0.1264717
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00704622 ---Validation accuracy:--- 0.9674 Validation Loss: 0.122134425
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.006346121 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12029197
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009472871 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12233181
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.015262217 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12556015
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.017779792 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12154623
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.017269546 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11696609
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.039432526 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11560676
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.024359897 ---Validation accuracy:--- 0.97 Validation Loss: 0.110242784
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.039851576 ---Validation accuracy:--- 0.971 Validation Loss: 0.10696311
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0046799923 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10723236
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.011574267 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10732105
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.022220617 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11866468
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0037196076 ---Validation accuracy:--- 0.9698 Validation Loss: 0.115206674
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.028742775 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11193563
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.028659426 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11117135
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.037666295 ---Validation accuracy:--- 0.97 Validation Loss: 0.11624654
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.016616184 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11046975
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0095511805 ---Validation accuracy:--- 0.9716 Validation Loss: 0.108900465
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.05613637 ---Validation accuracy:--- 0.9648 Validation Loss: 0.1340452
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.013232602 ---Validation accuracy:--- 0.968 Validation Loss: 0.11880822
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.013798166 ---Validation accuracy:--- 0.9688 Validation Loss: 0.117612354
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0067496262 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12337638
Epoch: 7 ---Training accuracy:--- 0.97 Training Loss: 0.08222372 ---Validation accuracy:--- 0.9668 Validation Loss: 0.124578625
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.011469471 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12300146
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008260456 ---Validation accuracy:--- 0.966 Validation Loss: 0.133676
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.081237316 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12982559
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.021490471 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12598656
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04362181 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11555244
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008362322 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11094532
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0051707583 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11193568
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.025208093 ---Validation accuracy:--- 0.9704 Validation Loss: 0.1126599
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.010104435 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11623838
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.063779704 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11311499
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009280245 ---Validation accuracy:--- 0.9696 Validation Loss: 0.112180345
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.033590894 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11350282
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.0369661 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12485404
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.027658783 ---Validation accuracy:--- 0.9678 Validation Loss: 0.114492245
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0113535 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11448535
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03345959 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10828169
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.054952975 ---Validation accuracy:--- 0.9688 Validation Loss: 0.120625146
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.02472174 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11357383
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03024854 ---Validation accuracy:--- 0.9676 Validation Loss: 0.120983
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.014488978 ---Validation accuracy:--- 0.968 Validation Loss: 0.12035681
Epoch: 7 ---Training accuracy:--- 0.98 Training Loss: 0.036083784 ---Validation accuracy:--- 0.9676 Validation Loss: 0.119728565
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028081343 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12941827
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011110447 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11766299
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.053623747 ---Validation accuracy:--- 0.9676 Validation Loss: 0.122452736
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007714918 ---Validation accuracy:--- 0.9696 Validation Loss: 0.1149573
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010328765 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11285873
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.043939594 ---Validation accuracy:--- 0.9698 Validation Loss: 0.111642405
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00652097 ---Validation accuracy:--- 0.969 Validation Loss: 0.110578366
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.031812523 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11110797
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.021965535 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11224401
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03356312 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11581509
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.039579235 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11035644
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0068786694 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10721521
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03003076 ---Validation accuracy:--- 0.972 Validation Loss: 0.10783181
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.031724866 ---Validation accuracy:--- 0.972 Validation Loss: 0.10689786
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.017611131 ---Validation accuracy:--- 0.9696 Validation Loss: 0.113895945
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.020366311 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11057341
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.029069196 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11795851
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01351321 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12154658
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008320753 ---Validation accuracy:--- 0.967 Validation Loss: 0.12075381
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.017991012 ---Validation accuracy:--- 0.9696 Validation Loss: 0.1077191
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01055536 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10604246
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0953781 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11624993
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01868901 ---Validation accuracy:--- 0.9716 Validation Loss: 0.1078051
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008513439 ---Validation accuracy:--- 0.97 Validation Loss: 0.11837096
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0194196 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11930923
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0357121 ---Validation accuracy:--- 0.969 Validation Loss: 0.12118687
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.005602449 ---Validation accuracy:--- 0.97 Validation Loss: 0.11700802
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.041088764 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11793447
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0062035476 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11712861
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008194577 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11700606
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0052810167 ---Validation accuracy:--- 0.9698 Validation Loss: 0.118072204
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012622219 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11693948
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.006444872 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11775393
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.015670536 ---Validation accuracy:--- 0.97 Validation Loss: 0.11648066
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0054938286 ---Validation accuracy:--- 0.971 Validation Loss: 0.116391174
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.027945155 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11772843
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011566845 ---Validation accuracy:--- 0.9684 Validation Loss: 0.12155004
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008505956 ---Validation accuracy:--- 0.969 Validation Loss: 0.12117945
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.01967257 ---Validation accuracy:--- 0.9684 Validation Loss: 0.122111805
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.034097772 ---Validation accuracy:--- 0.9624 Validation Loss: 0.14878225
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.046240773 ---Validation accuracy:--- 0.9694 Validation Loss: 0.1227333
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0073233964 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11937776
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016476663 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12729324
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013289542 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12937805
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0063211275 ---Validation accuracy:--- 0.9706 Validation Loss: 0.118868776
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.02671956 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11798845
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008050747 ---Validation accuracy:--- 0.97 Validation Loss: 0.11625916
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0045036455 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12306257
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009778509 ---Validation accuracy:--- 0.9716 Validation Loss: 0.1126864
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009061514 ---Validation accuracy:--- 0.9676 Validation Loss: 0.12249126
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.029954739 ---Validation accuracy:--- 0.9626 Validation Loss: 0.14511795
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.063667834 ---Validation accuracy:--- 0.9674 Validation Loss: 0.115903616
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.031257164 ---Validation accuracy:--- 0.967 Validation Loss: 0.11346694
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.003956156 ---Validation accuracy:--- 0.9706 Validation Loss: 0.109429404
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.015399005 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10775565
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.037783146 ---Validation accuracy:--- 0.9718 Validation Loss: 0.1069938
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0045344494 ---Validation accuracy:--- 0.97 Validation Loss: 0.10809162
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.041853786 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12089527
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11856186 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11675186
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011566098 ---Validation accuracy:--- 0.9684 Validation Loss: 0.114079215
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0125798425 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11684471
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013080632 ---Validation accuracy:--- 0.9722 Validation Loss: 0.104337685
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011691935 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10356716
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012059118 ---Validation accuracy:--- 0.972 Validation Loss: 0.10369927
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011102778 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10245818
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011251412 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10259712
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.097431116 ---Validation accuracy:--- 0.966 Validation Loss: 0.124180496
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010208347 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11425898
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016176099 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10699291
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014981053 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11827653
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.052427243 ---Validation accuracy:--- 0.9512 Validation Loss: 0.19357413
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07845817 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13255326
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.040578414 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12821975
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04566514 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11758644
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012810398 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12625374
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08589176 ---Validation accuracy:--- 0.9606 Validation Loss: 0.13997722
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.059961308 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11145484
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014210408 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10665561
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.033355393 ---Validation accuracy:--- 0.966 Validation Loss: 0.114644095
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0623085 ---Validation accuracy:--- 0.968 Validation Loss: 0.11264286
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011215654 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10907345
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04596713 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10612119
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.019981276 ---Validation accuracy:--- 0.9706 Validation Loss: 0.1073459
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02717424 ---Validation accuracy:--- 0.966 Validation Loss: 0.121865064
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.033973943 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12135215
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016581014 ---Validation accuracy:--- 0.967 Validation Loss: 0.12000923
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.03280941 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12611307
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03478834 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12533471
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.040303115 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11693726
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.077900715 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11227822
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016996378 ---Validation accuracy:--- 0.971 Validation Loss: 0.10596321
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03877301 ---Validation accuracy:--- 0.971 Validation Loss: 0.10241206
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014796939 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10432935
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.034684893 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10465415
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016554112 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11008535
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008808927 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10243009
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.030931598 ---Validation accuracy:--- 0.9726 Validation Loss: 0.10144366
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0050729774 ---Validation accuracy:--- 0.9716 Validation Loss: 0.101909004
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.02359712 ---Validation accuracy:--- 0.971 Validation Loss: 0.09900355
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013683529 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10516694
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.029197473 ---Validation accuracy:--- 0.9712 Validation Loss: 0.100989066
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.031464104 ---Validation accuracy:--- 0.97 Validation Loss: 0.105901636
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.019545207 ---Validation accuracy:--- 0.971 Validation Loss: 0.10229578
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.022226153 ---Validation accuracy:--- 0.9726 Validation Loss: 0.106383875
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01559051 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10908772
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007839311 ---Validation accuracy:--- 0.9714 Validation Loss: 0.106882334
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.003967502 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10553931
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06972155 ---Validation accuracy:--- 0.9704 Validation Loss: 0.107148804
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009637599 ---Validation accuracy:--- 0.972 Validation Loss: 0.10299704
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0022703735 ---Validation accuracy:--- 0.972 Validation Loss: 0.10295447
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.030928679 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10736886
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0056898864 ---Validation accuracy:--- 0.9736 Validation Loss: 0.10401199
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009510311 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10841947
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.061394416 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13288118
Epoch: 8 ---Training accuracy:--- 0.95 Training Loss: 0.14894888 ---Validation accuracy:--- 0.951 Validation Loss: 0.16801652
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016544636 ---Validation accuracy:--- 0.9596 Validation Loss: 0.13831653
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00674623 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12588882
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.027435102 ---Validation accuracy:--- 0.968 Validation Loss: 0.116952285
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.02540349 ---Validation accuracy:--- 0.9642 Validation Loss: 0.13067172
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.020231241 ---Validation accuracy:--- 0.9682 Validation Loss: 0.113486886
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.04628174 ---Validation accuracy:--- 0.9696 Validation Loss: 0.107593715
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07734726 ---Validation accuracy:--- 0.9706 Validation Loss: 0.107371695
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00687757 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10687134
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019373145 ---Validation accuracy:--- 0.9682 Validation Loss: 0.119894296
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.021143744 ---Validation accuracy:--- 0.9678 Validation Loss: 0.1199737
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.041298375 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10820332
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013455426 ---Validation accuracy:--- 0.9652 Validation Loss: 0.13091291
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013714748 ---Validation accuracy:--- 0.9654 Validation Loss: 0.13054697
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.026536547 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12825917
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010326679 ---Validation accuracy:--- 0.9664 Validation Loss: 0.12898801
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.026471507 ---Validation accuracy:--- 0.9572 Validation Loss: 0.15593392
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01350072 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13787566
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.02547677 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12165443
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.017794507 ---Validation accuracy:--- 0.967 Validation Loss: 0.120417446
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.08160745 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12252577
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00464128 ---Validation accuracy:--- 0.9684 Validation Loss: 0.1189759
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013071962 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11046592
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0070031406 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11117617
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008630186 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11306965
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.066208765 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11475843
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.034619827 ---Validation accuracy:--- 0.9634 Validation Loss: 0.13574041
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010740672 ---Validation accuracy:--- 0.9648 Validation Loss: 0.13640514
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.051077396 ---Validation accuracy:--- 0.9592 Validation Loss: 0.15527974
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.018896861 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12992749
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.024951799 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12623563
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.027724618 ---Validation accuracy:--- 0.9688 Validation Loss: 0.1150589
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08363869 ---Validation accuracy:--- 0.9512 Validation Loss: 0.18710764
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.025147043 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11353253
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.043863047 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11778062
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.025973596 ---Validation accuracy:--- 0.9682 Validation Loss: 0.10942072
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01563224 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11037409
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011093508 ---Validation accuracy:--- 0.9676 Validation Loss: 0.10589049
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.015929982 ---Validation accuracy:--- 0.965 Validation Loss: 0.12066771
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.021733928 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11060039
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07103336 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11048777
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.015188989 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10264228
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0138463285 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10091677
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.044219445 ---Validation accuracy:--- 0.9682 Validation Loss: 0.115182005
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0158736 ---Validation accuracy:--- 0.9684 Validation Loss: 0.117329784
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.023404362 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11205509
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.006511409 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10897921
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014945844 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11020454
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008598786 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10702533
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013008454 ---Validation accuracy:--- 0.9716 Validation Loss: 0.104711086
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019607032 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10603546
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012435919 ---Validation accuracy:--- 0.9718 Validation Loss: 0.1017649
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.015248152 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11036958
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01202666 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11239812
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.02544191 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10090947
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0054037864 ---Validation accuracy:--- 0.9742 Validation Loss: 0.099426724
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0037068662 ---Validation accuracy:--- 0.974 Validation Loss: 0.09852666
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.039072588 ---Validation accuracy:--- 0.9728 Validation Loss: 0.098955296
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0057195006 ---Validation accuracy:--- 0.9734 Validation Loss: 0.10143882
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.06527931 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10834761
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014563508 ---Validation accuracy:--- 0.971 Validation Loss: 0.101624645
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.021147694 ---Validation accuracy:--- 0.971 Validation Loss: 0.10639895
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.022103155 ---Validation accuracy:--- 0.9688 Validation Loss: 0.112038806
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.036647458 ---Validation accuracy:--- 0.9716 Validation Loss: 0.104213305
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.054787092 ---Validation accuracy:--- 0.9712 Validation Loss: 0.104279086
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0132866325 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11891565
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.031082137 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10793263
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.11031675 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14733133
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05750884 ---Validation accuracy:--- 0.9658 Validation Loss: 0.11702256
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010845951 ---Validation accuracy:--- 0.967 Validation Loss: 0.11306732
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.036485985 ---Validation accuracy:--- 0.97 Validation Loss: 0.10433367
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.021537459 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10079532
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008638556 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10560181
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.036033876 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10099602
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009095497 ---Validation accuracy:--- 0.972 Validation Loss: 0.099969864
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00956973 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10469239
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01353645 ---Validation accuracy:--- 0.9726 Validation Loss: 0.101033695
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03452745 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10017488
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008698369 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10397756
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.01837582 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10343218
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.004429734 ---Validation accuracy:--- 0.9698 Validation Loss: 0.104329176
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00522932 ---Validation accuracy:--- 0.9706 Validation Loss: 0.103411034
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.01849279 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10437266
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.018751722 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09982901
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.045642637 ---Validation accuracy:--- 0.9664 Validation Loss: 0.122566685
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.036722507 ---Validation accuracy:--- 0.969 Validation Loss: 0.11481073
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.022373712 ---Validation accuracy:--- 0.971 Validation Loss: 0.106011696
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010259498 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10349967
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0557158 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11563764
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019526646 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11678809
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010650034 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11348284
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009681015 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10957742
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.070772104 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11207435
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.05293032 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11822947
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0045833825 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11770645
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012601162 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10912174
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012404875 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11064679
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0065987064 ---Validation accuracy:--- 0.9696 Validation Loss: 0.109146506
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0060849334 ---Validation accuracy:--- 0.969 Validation Loss: 0.11163613
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0073558567 ---Validation accuracy:--- 0.9704 Validation Loss: 0.108489566
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.004109881 ---Validation accuracy:--- 0.9702 Validation Loss: 0.109634586
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.025815904 ---Validation accuracy:--- 0.9714 Validation Loss: 0.11035831
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05476081 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10196215
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0036817675 ---Validation accuracy:--- 0.9726 Validation Loss: 0.10296853
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0036743472 ---Validation accuracy:--- 0.9732 Validation Loss: 0.10169037
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0071108676 ---Validation accuracy:--- 0.9724 Validation Loss: 0.107461266
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009657356 ---Validation accuracy:--- 0.9732 Validation Loss: 0.10047526
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.041483417 ---Validation accuracy:--- 0.974 Validation Loss: 0.103174046
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.004742141 ---Validation accuracy:--- 0.9732 Validation Loss: 0.1012592
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008208895 ---Validation accuracy:--- 0.9692 Validation Loss: 0.112815835
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.032000754 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10604744
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012016347 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11317777
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.046778888 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10811804
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.035390694 ---Validation accuracy:--- 0.971 Validation Loss: 0.10405895
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.035426717 ---Validation accuracy:--- 0.9672 Validation Loss: 0.1155398
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0072326898 ---Validation accuracy:--- 0.968 Validation Loss: 0.11530908
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.005235072 ---Validation accuracy:--- 0.968 Validation Loss: 0.11316082
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00862535 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11321046
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.016579516 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11578547
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0059758555 ---Validation accuracy:--- 0.9714 Validation Loss: 0.111478455
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.004326964 ---Validation accuracy:--- 0.9714 Validation Loss: 0.109748304
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.044080805 ---Validation accuracy:--- 0.968 Validation Loss: 0.12437187
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.056096144 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12322568
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.015644714 ---Validation accuracy:--- 0.9686 Validation Loss: 0.12238098
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03188743 ---Validation accuracy:--- 0.9668 Validation Loss: 0.124183804
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.02218486 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12344752
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0063643707 ---Validation accuracy:--- 0.97 Validation Loss: 0.11007172
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.042355347 ---Validation accuracy:--- 0.9676 Validation Loss: 0.119009875
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.026213568 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12075502
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.027768238 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11691404
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.006002449 ---Validation accuracy:--- 0.9704 Validation Loss: 0.116601646
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010002284 ---Validation accuracy:--- 0.972 Validation Loss: 0.111652955
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007811178 ---Validation accuracy:--- 0.9728 Validation Loss: 0.106801964
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04375492 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11465846
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.030064797 ---Validation accuracy:--- 0.9654 Validation Loss: 0.13284832
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0045513255 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11707711
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.030766763 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11184802
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.019424431 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11381936
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.020733653 ---Validation accuracy:--- 0.9646 Validation Loss: 0.13385338
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0082722865 ---Validation accuracy:--- 0.968 Validation Loss: 0.1141306
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.037335236 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10975475
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.053317286 ---Validation accuracy:--- 0.9684 Validation Loss: 0.10930289
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.020060366 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10799459
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.040143408 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10667433
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013441019 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10594185
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0041480367 ---Validation accuracy:--- 0.9722 Validation Loss: 0.104742676
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.019596072 ---Validation accuracy:--- 0.9718 Validation Loss: 0.105001844
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013611095 ---Validation accuracy:--- 0.9726 Validation Loss: 0.100306936
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012374155 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11278886
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0055013173 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10785327
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0150334025 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11214929
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0028987331 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11134522
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0033440704 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11567041
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.004950646 ---Validation accuracy:--- 0.9698 Validation Loss: 0.114378855
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.02250626 ---Validation accuracy:--- 0.9718 Validation Loss: 0.1092271
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009791153 ---Validation accuracy:--- 0.9726 Validation Loss: 0.10700593
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0033681064 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10804961
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.006174662 ---Validation accuracy:--- 0.9732 Validation Loss: 0.106503196
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.015674701 ---Validation accuracy:--- 0.971 Validation Loss: 0.11404038
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011384767 ---Validation accuracy:--- 0.9716 Validation Loss: 0.11025454
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.028603485 ---Validation accuracy:--- 0.9694 Validation Loss: 0.12022534
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.015599686 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10905527
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.013204591 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10483296
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.028860519 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10990577
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.02717061 ---Validation accuracy:--- 0.9698 Validation Loss: 0.113121375
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03525059 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10792085
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.023199286 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10545087
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0033361197 ---Validation accuracy:--- 0.973 Validation Loss: 0.105575964
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0132704545 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10735231
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008456129 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11725838
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05703551 ---Validation accuracy:--- 0.9686 Validation Loss: 0.12637384
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02021162 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11216903
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.065369375 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10973176
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0068348856 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10621553
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007283194 ---Validation accuracy:--- 0.9712 Validation Loss: 0.105390586
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008122364 ---Validation accuracy:--- 0.971 Validation Loss: 0.107010305
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.080452025 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10747562
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0111176325 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10955049
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0074596517 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10883783
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0038445026 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10726198
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010026655 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10455617
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04256711 ---Validation accuracy:--- 0.97 Validation Loss: 0.107185096
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.024861172 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10822101
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0035419243 ---Validation accuracy:--- 0.969 Validation Loss: 0.11589861
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0023893104 ---Validation accuracy:--- 0.9682 Validation Loss: 0.122821145
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0028220443 ---Validation accuracy:--- 0.9684 Validation Loss: 0.1211332
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.037869535 ---Validation accuracy:--- 0.9542 Validation Loss: 0.18521428
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.050953444 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12586829
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.030395145 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12871706
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008374411 ---Validation accuracy:--- 0.9672 Validation Loss: 0.12201731
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010383117 ---Validation accuracy:--- 0.9654 Validation Loss: 0.1244012
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007336557 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12025765
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.005684881 ---Validation accuracy:--- 0.9682 Validation Loss: 0.116820924
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.039356943 ---Validation accuracy:--- 0.9654 Validation Loss: 0.13235863
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0070272894 ---Validation accuracy:--- 0.967 Validation Loss: 0.1275527
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011653111 ---Validation accuracy:--- 0.9684 Validation Loss: 0.12042573
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03466965 ---Validation accuracy:--- 0.9628 Validation Loss: 0.1383825
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02202921 ---Validation accuracy:--- 0.9496 Validation Loss: 0.19209321
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05610331 ---Validation accuracy:--- 0.9574 Validation Loss: 0.16363804
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.059696417 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12653354
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010086026 ---Validation accuracy:--- 0.968 Validation Loss: 0.12725046
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.004100933 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12696399
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0050048344 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11705059
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03389807 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11016156
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010834081 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11144033
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.040381927 ---Validation accuracy:--- 0.968 Validation Loss: 0.12307229
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011635513 ---Validation accuracy:--- 0.9692 Validation Loss: 0.1157166
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.044352934 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11459956
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01416373 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11199907
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013210514 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11245469
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0067322687 ---Validation accuracy:--- 0.971 Validation Loss: 0.10751018
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.017477196 ---Validation accuracy:--- 0.967 Validation Loss: 0.117853016
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.046232205 ---Validation accuracy:--- 0.97 Validation Loss: 0.11661134
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.075113066 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12107147
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014571914 ---Validation accuracy:--- 0.9698 Validation Loss: 0.114220165
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02455514 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12031695
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012363615 ---Validation accuracy:--- 0.97 Validation Loss: 0.11212007
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.018101064 ---Validation accuracy:--- 0.9726 Validation Loss: 0.10935915
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.057484854 ---Validation accuracy:--- 0.97 Validation Loss: 0.11247733
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04007956 ---Validation accuracy:--- 0.9674 Validation Loss: 0.117957376
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.020433282 ---Validation accuracy:--- 0.9682 Validation Loss: 0.112680666
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0330596 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10900862
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.055481605 ---Validation accuracy:--- 0.9702 Validation Loss: 0.109717965
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.022217434 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10260714
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.017574934 ---Validation accuracy:--- 0.97 Validation Loss: 0.105974965
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009663586 ---Validation accuracy:--- 0.968 Validation Loss: 0.11540085
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014040839 ---Validation accuracy:--- 0.969 Validation Loss: 0.107951395
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0067268927 ---Validation accuracy:--- 0.9712 Validation Loss: 0.106159836
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.019648157 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10591638
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.042396374 ---Validation accuracy:--- 0.9662 Validation Loss: 0.118059374
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007542348 ---Validation accuracy:--- 0.9668 Validation Loss: 0.117056005
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.034510206 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11572774
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.015489689 ---Validation accuracy:--- 0.969 Validation Loss: 0.1168133
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.037287477 ---Validation accuracy:--- 0.967 Validation Loss: 0.12790845
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0052717533 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11229646
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008208327 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11326216
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012655183 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11349043
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.08415419 ---Validation accuracy:--- 0.961 Validation Loss: 0.1406485
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03032542 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11217151
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008650216 ---Validation accuracy:--- 0.97 Validation Loss: 0.1109784
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.050219603 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11455393
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.023059174 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11411276
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008645287 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11046178
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0105549935 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10929828
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007671307 ---Validation accuracy:--- 0.9718 Validation Loss: 0.105941966
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.033844747 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10870562
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012515809 ---Validation accuracy:--- 0.9708 Validation Loss: 0.1075884
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010009918 ---Validation accuracy:--- 0.97 Validation Loss: 0.11069223
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012351984 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10960984
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.038632765 ---Validation accuracy:--- 0.9674 Validation Loss: 0.1112438
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008007696 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10891184
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010229886 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11129374
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.029801996 ---Validation accuracy:--- 0.97 Validation Loss: 0.1092563
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.01490782 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11350768
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05356222 ---Validation accuracy:--- 0.968 Validation Loss: 0.11346717
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.004864424 ---Validation accuracy:--- 0.9674 Validation Loss: 0.1170826
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0073766727 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10361902
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.02169229 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10312936
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014072857 ---Validation accuracy:--- 0.9702 Validation Loss: 0.107030064
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010586986 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10594213
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013924885 ---Validation accuracy:--- 0.9692 Validation Loss: 0.1095991
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0451723 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10992588
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0035658693 ---Validation accuracy:--- 0.9706 Validation Loss: 0.107775755
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0037410015 ---Validation accuracy:--- 0.9708 Validation Loss: 0.1077255
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011207495 ---Validation accuracy:--- 0.9708 Validation Loss: 0.1077709
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007791362 ---Validation accuracy:--- 0.97 Validation Loss: 0.11335946
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0062271464 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11130329
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0073434673 ---Validation accuracy:--- 0.9692 Validation Loss: 0.112675734
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.032013763 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11260415
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.033821393 ---Validation accuracy:--- 0.9698 Validation Loss: 0.108569674
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0068321754 ---Validation accuracy:--- 0.9686 Validation Loss: 0.1096828
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.034147155 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11243154
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.034552384 ---Validation accuracy:--- 0.9638 Validation Loss: 0.13245389
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.048452713 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10762615
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014423742 ---Validation accuracy:--- 0.9742 Validation Loss: 0.10147992
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.026206808 ---Validation accuracy:--- 0.9714 Validation Loss: 0.103357434
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.004565748 ---Validation accuracy:--- 0.971 Validation Loss: 0.10531574
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.003780963 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10431455
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007856664 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10468087
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.027757596 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10762907
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.02742596 ---Validation accuracy:--- 0.973 Validation Loss: 0.10370094
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.018934553 ---Validation accuracy:--- 0.9732 Validation Loss: 0.102345444
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.0900746 ---Validation accuracy:--- 0.9716 Validation Loss: 0.107929565
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0131066535 ---Validation accuracy:--- 0.971 Validation Loss: 0.10610981
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012124414 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10404004
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.004640137 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10210177
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0050274716 ---Validation accuracy:--- 0.972 Validation Loss: 0.10251451
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013768234 ---Validation accuracy:--- 0.9722 Validation Loss: 0.1045047
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.032832816 ---Validation accuracy:--- 0.9716 Validation Loss: 0.111167505
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011917464 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11365381
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008928661 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11142018
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0054176114 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11672723
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.023693627 ---Validation accuracy:--- 0.968 Validation Loss: 0.11851826
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011956552 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11096331
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011088427 ---Validation accuracy:--- 0.9698 Validation Loss: 0.115722254
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0076393527 ---Validation accuracy:--- 0.9656 Validation Loss: 0.124415345
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.046894982 ---Validation accuracy:--- 0.9672 Validation Loss: 0.119965956
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007831776 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11501186
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014280593 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11992232
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.005891792 ---Validation accuracy:--- 0.9702 Validation Loss: 0.1149741
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0078803925 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11756828
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04009203 ---Validation accuracy:--- 0.9714 Validation Loss: 0.110619485
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07611369 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10628458
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.027187323 ---Validation accuracy:--- 0.9726 Validation Loss: 0.11006356
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.012974219 ---Validation accuracy:--- 0.9732 Validation Loss: 0.10936808
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009271073 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11133844
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0074527995 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11488201
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.025668593 ---Validation accuracy:--- 0.97 Validation Loss: 0.11423296
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03659662 ---Validation accuracy:--- 0.9698 Validation Loss: 0.115222216
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.019654531 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11146754
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016589304 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10741805
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0042592986 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10569868
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0058208536 ---Validation accuracy:--- 0.971 Validation Loss: 0.107100345
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.022157647 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10436115
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.036297534 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10413538
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.063806474 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11501578
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008590669 ---Validation accuracy:--- 0.9682 Validation Loss: 0.120018125
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0065017175 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11928928
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0073141926 ---Validation accuracy:--- 0.9678 Validation Loss: 0.117464736
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008672304 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10483664
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0332886 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10729426
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0082117915 ---Validation accuracy:--- 0.9732 Validation Loss: 0.10111229
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.071566105 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09963102
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.003823492 ---Validation accuracy:--- 0.9736 Validation Loss: 0.0989138
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02258461 ---Validation accuracy:--- 0.9744 Validation Loss: 0.099982515
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010568651 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10822742
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0073912223 ---Validation accuracy:--- 0.973 Validation Loss: 0.104649805
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0028819514 ---Validation accuracy:--- 0.9738 Validation Loss: 0.10419746
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0087861 ---Validation accuracy:--- 0.974 Validation Loss: 0.103074856
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00500989 ---Validation accuracy:--- 0.9742 Validation Loss: 0.10631269
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0077143307 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10730736
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07673786 ---Validation accuracy:--- 0.9718 Validation Loss: 0.11141516
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.016972817 ---Validation accuracy:--- 0.9664 Validation Loss: 0.13638785
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009863134 ---Validation accuracy:--- 0.968 Validation Loss: 0.12608728
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.067846 ---Validation accuracy:--- 0.9698 Validation Loss: 0.1170521
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0842966 ---Validation accuracy:--- 0.9688 Validation Loss: 0.120485105
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009750452 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12609443
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00858555 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11210675
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01356497 ---Validation accuracy:--- 0.972 Validation Loss: 0.100019336
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.015942313 ---Validation accuracy:--- 0.9734 Validation Loss: 0.100688726
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0385915 ---Validation accuracy:--- 0.9718 Validation Loss: 0.107406676
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03877122 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12623306
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007401154 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12250865
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.039113544 ---Validation accuracy:--- 0.971 Validation Loss: 0.11596374
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.006861361 ---Validation accuracy:--- 0.9726 Validation Loss: 0.103780836
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0073948205 ---Validation accuracy:--- 0.9698 Validation Loss: 0.108965054
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007823809 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10305027
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.1017645 ---Validation accuracy:--- 0.9694 Validation Loss: 0.114848875
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.04049776 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13826953
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.005027205 ---Validation accuracy:--- 0.965 Validation Loss: 0.12092527
Epoch: 8 ---Training accuracy:--- 0.96 Training Loss: 0.072521865 ---Validation accuracy:--- 0.9492 Validation Loss: 0.19696106
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.018249977 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11673526
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012488463 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10852599
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.032677993 ---Validation accuracy:--- 0.97 Validation Loss: 0.102812596
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03268124 ---Validation accuracy:--- 0.97 Validation Loss: 0.10220167
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009174709 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10104062
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.015204448 ---Validation accuracy:--- 0.9726 Validation Loss: 0.102004096
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0212401 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10167565
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.028273864 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10186403
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008331135 ---Validation accuracy:--- 0.97 Validation Loss: 0.106069505
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.013748999 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10892691
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.028860895 ---Validation accuracy:--- 0.9654 Validation Loss: 0.118557975
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.085458644 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11284083
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.055802938 ---Validation accuracy:--- 0.9734 Validation Loss: 0.101041175
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.008183274 ---Validation accuracy:--- 0.9714 Validation Loss: 0.107034005
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.033980537 ---Validation accuracy:--- 0.9708 Validation Loss: 0.107112475
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.025673883 ---Validation accuracy:--- 0.973 Validation Loss: 0.10008769
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.023332959 ---Validation accuracy:--- 0.9732 Validation Loss: 0.10082266
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012374374 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09974243
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0059284144 ---Validation accuracy:--- 0.9728 Validation Loss: 0.09873098
Epoch: 8 ---Training accuracy:--- 0.97 Training Loss: 0.06246081 ---Validation accuracy:--- 0.9726 Validation Loss: 0.10246583
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0066142427 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10515488
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0075349277 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10593174
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04069965 ---Validation accuracy:--- 0.975 Validation Loss: 0.09957115
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009291441 ---Validation accuracy:--- 0.973 Validation Loss: 0.101021335
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.017167881 ---Validation accuracy:--- 0.9734 Validation Loss: 0.099708304
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.024157053 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11020962
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01751392 ---Validation accuracy:--- 0.9704 Validation Loss: 0.112636045
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.07971409 ---Validation accuracy:--- 0.971 Validation Loss: 0.109634474
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.017211253 ---Validation accuracy:--- 0.9708 Validation Loss: 0.105572045
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007479337 ---Validation accuracy:--- 0.971 Validation Loss: 0.10527273
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0071195513 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10316702
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.02149375 ---Validation accuracy:--- 0.971 Validation Loss: 0.1089974
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.006274519 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10193426
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.042677283 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10698664
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.03513129 ---Validation accuracy:--- 0.9734 Validation Loss: 0.09811001
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.036461614 ---Validation accuracy:--- 0.972 Validation Loss: 0.10185464
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.059590712 ---Validation accuracy:--- 0.9744 Validation Loss: 0.093217224
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.046380747 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10204824
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0074662454 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10344482
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.034378063 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10626355
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0062251184 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10214635
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016298523 ---Validation accuracy:--- 0.9712 Validation Loss: 0.09954153
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.011520195 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10282322
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0454111 ---Validation accuracy:--- 0.965 Validation Loss: 0.12498118
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02015149 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12459367
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010597074 ---Validation accuracy:--- 0.9682 Validation Loss: 0.111067355
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.049025785 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10566941
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.006578937 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10228384
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.019076724 ---Validation accuracy:--- 0.9732 Validation Loss: 0.10569819
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.018541861 ---Validation accuracy:--- 0.9734 Validation Loss: 0.101465024
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.050796844 ---Validation accuracy:--- 0.973 Validation Loss: 0.10013294
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.016326476 ---Validation accuracy:--- 0.9726 Validation Loss: 0.094629295
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0132732345 ---Validation accuracy:--- 0.9732 Validation Loss: 0.101251446
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014290402 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10054424
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.012592444 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10291864
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010064687 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10088197
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.01658832 ---Validation accuracy:--- 0.9722 Validation Loss: 0.100292966
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01814079 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09336851
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00963733 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10547009
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.005911773 ---Validation accuracy:--- 0.973 Validation Loss: 0.1048897
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0099697355 ---Validation accuracy:--- 0.9706 Validation Loss: 0.103525124
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.030663952 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10521752
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010055296 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10165271
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01531865 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10910033
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0060154516 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10566528
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0076902537 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11039007
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.051342297 ---Validation accuracy:--- 0.9744 Validation Loss: 0.09688635
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0033095789 ---Validation accuracy:--- 0.9746 Validation Loss: 0.09640434
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.015401788 ---Validation accuracy:--- 0.9756 Validation Loss: 0.094682865
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.01681795 ---Validation accuracy:--- 0.9732 Validation Loss: 0.10022602
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.02099043 ---Validation accuracy:--- 0.974 Validation Loss: 0.1007035
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.037227802 ---Validation accuracy:--- 0.9748 Validation Loss: 0.10343507
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.004528975 ---Validation accuracy:--- 0.9742 Validation Loss: 0.104262404
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.04409599 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10865772
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010006058 ---Validation accuracy:--- 0.974 Validation Loss: 0.0996047
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0107416585 ---Validation accuracy:--- 0.9744 Validation Loss: 0.10000859
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.007956905 ---Validation accuracy:--- 0.9736 Validation Loss: 0.10021641
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.01691569 ---Validation accuracy:--- 0.9736 Validation Loss: 0.10132384
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.014457513 ---Validation accuracy:--- 0.9724 Validation Loss: 0.101274475
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.0650011 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10421397
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00860327 ---Validation accuracy:--- 0.9726 Validation Loss: 0.10514644
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.059532285 ---Validation accuracy:--- 0.9726 Validation Loss: 0.10380021
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.054466657 ---Validation accuracy:--- 0.9714 Validation Loss: 0.107128024
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009612 ---Validation accuracy:--- 0.9728 Validation Loss: 0.106651664
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.010413731 ---Validation accuracy:--- 0.972 Validation Loss: 0.111461364
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0034714458 ---Validation accuracy:--- 0.9722 Validation Loss: 0.107202515
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008413925 ---Validation accuracy:--- 0.9734 Validation Loss: 0.1084658
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.043876484 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10838945
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.02300065 ---Validation accuracy:--- 0.9712 Validation Loss: 0.109332725
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.014309721 ---Validation accuracy:--- 0.9734 Validation Loss: 0.10605957
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005874896 ---Validation accuracy:--- 0.9728 Validation Loss: 0.103963956
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.10191864 ---Validation accuracy:--- 0.9662 Validation Loss: 0.13648517
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.021935642 ---Validation accuracy:--- 0.969 Validation Loss: 0.11622544
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.014865829 ---Validation accuracy:--- 0.9698 Validation Loss: 0.12054812
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.023477836 ---Validation accuracy:--- 0.97 Validation Loss: 0.11639757
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0050695757 ---Validation accuracy:--- 0.9696 Validation Loss: 0.115997925
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.014356043 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11002029
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.030615319 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12906802
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009221547 ---Validation accuracy:--- 0.968 Validation Loss: 0.122007445
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0055548656 ---Validation accuracy:--- 0.971 Validation Loss: 0.11057675
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.02554666 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10611528
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.029018164 ---Validation accuracy:--- 0.968 Validation Loss: 0.119539976
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0089040315 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11699579
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.025030563 ---Validation accuracy:--- 0.9696 Validation Loss: 0.1140527
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0031704586 ---Validation accuracy:--- 0.97 Validation Loss: 0.11273901
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.016046418 ---Validation accuracy:--- 0.969 Validation Loss: 0.11550041
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.041282415 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11120449
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009139696 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11295875
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.061608285 ---Validation accuracy:--- 0.9704 Validation Loss: 0.109777465
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0065108063 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10788268
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.047501635 ---Validation accuracy:--- 0.9682 Validation Loss: 0.1090313
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0040977686 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10909158
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.046124525 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10797283
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0100863995 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10709674
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.007908122 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10460913
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.012095897 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10447816
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008675127 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10900709
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009389315 ---Validation accuracy:--- 0.9724 Validation Loss: 0.103360794
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008321569 ---Validation accuracy:--- 0.9716 Validation Loss: 0.101829186
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.017026192 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10161147
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.012085187 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10161825
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.017807625 ---Validation accuracy:--- 0.972 Validation Loss: 0.101376235
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.012462281 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10042589
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004322901 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10179375
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.056865644 ---Validation accuracy:--- 0.973 Validation Loss: 0.107168674
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008491812 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10721959
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03240051 ---Validation accuracy:--- 0.9722 Validation Loss: 0.109654345
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004838744 ---Validation accuracy:--- 0.9708 Validation Loss: 0.109106265
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.011505475 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11211194
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0033917872 ---Validation accuracy:--- 0.9704 Validation Loss: 0.1107364
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0022938796 ---Validation accuracy:--- 0.972 Validation Loss: 0.11018574
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0307811 ---Validation accuracy:--- 0.9686 Validation Loss: 0.116708755
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0047299783 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12536174
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.012134404 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12259416
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.045474336 ---Validation accuracy:--- 0.9684 Validation Loss: 0.12454663
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.021130271 ---Validation accuracy:--- 0.971 Validation Loss: 0.11475409
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0090331165 ---Validation accuracy:--- 0.9706 Validation Loss: 0.110408776
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.003062525 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11083677
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009241776 ---Validation accuracy:--- 0.971 Validation Loss: 0.10830427
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0045805294 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10588629
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010457881 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10700207
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0117112305 ---Validation accuracy:--- 0.972 Validation Loss: 0.10439436
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.022274502 ---Validation accuracy:--- 0.972 Validation Loss: 0.1064908
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05027895 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10786892
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0033299467 ---Validation accuracy:--- 0.9698 Validation Loss: 0.116851464
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01023638 ---Validation accuracy:--- 0.9702 Validation Loss: 0.115566
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.003969406 ---Validation accuracy:--- 0.971 Validation Loss: 0.11480613
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0038673421 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11436283
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0135383 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11416377
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0048620165 ---Validation accuracy:--- 0.97 Validation Loss: 0.11036134
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.044478316 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10916191
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005881113 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12134648
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.030125251 ---Validation accuracy:--- 0.969 Validation Loss: 0.11672687
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.012238107 ---Validation accuracy:--- 0.969 Validation Loss: 0.11916432
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0215298 ---Validation accuracy:--- 0.965 Validation Loss: 0.124198586
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0052915877 ---Validation accuracy:--- 0.9684 Validation Loss: 0.118905276
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.092323504 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13940169
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008485648 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13191712
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.017221818 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13510993
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015495435 ---Validation accuracy:--- 0.9674 Validation Loss: 0.115053624
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.030193808 ---Validation accuracy:--- 0.9686 Validation Loss: 0.113416284
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010434184 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11143807
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.017525723 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10903651
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010994258 ---Validation accuracy:--- 0.97 Validation Loss: 0.10287084
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004228447 ---Validation accuracy:--- 0.9666 Validation Loss: 0.11554294
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.075761765 ---Validation accuracy:--- 0.9654 Validation Loss: 0.11669897
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07973073 ---Validation accuracy:--- 0.97 Validation Loss: 0.10228341
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05641339 ---Validation accuracy:--- 0.9712 Validation Loss: 0.09813541
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01047601 ---Validation accuracy:--- 0.971 Validation Loss: 0.0981608
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0065781907 ---Validation accuracy:--- 0.9724 Validation Loss: 0.096223906
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01310735 ---Validation accuracy:--- 0.9714 Validation Loss: 0.09831451
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.024061251 ---Validation accuracy:--- 0.97 Validation Loss: 0.10374846
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.014378718 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10460202
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01934944 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10692871
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.011751703 ---Validation accuracy:--- 0.969 Validation Loss: 0.1055294
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010734533 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10765576
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.020831237 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10318596
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.055427503 ---Validation accuracy:--- 0.97 Validation Loss: 0.10402232
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.035910163 ---Validation accuracy:--- 0.9694 Validation Loss: 0.1132713
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.046098586 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10107898
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.006840186 ---Validation accuracy:--- 0.9722 Validation Loss: 0.101112805
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0068400945 ---Validation accuracy:--- 0.9726 Validation Loss: 0.10322014
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004872292 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10279257
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.007160368 ---Validation accuracy:--- 0.971 Validation Loss: 0.103801295
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.024490152 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10941248
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0045134933 ---Validation accuracy:--- 0.9708 Validation Loss: 0.108587466
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0069774543 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10609635
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04536127 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10890064
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.022350585 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10520147
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.08090786 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11387279
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01878455 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10410797
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.006214314 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10223058
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.033469714 ---Validation accuracy:--- 0.9712 Validation Loss: 0.103568785
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.043523535 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10796726
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.025423035 ---Validation accuracy:--- 0.97 Validation Loss: 0.11470718
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009901845 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10881826
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.02739222 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10166291
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0042024856 ---Validation accuracy:--- 0.9726 Validation Loss: 0.099553466
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.016099263 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09913002
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.006650135 ---Validation accuracy:--- 0.9714 Validation Loss: 0.100893356
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.030762417 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11472307
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03219077 ---Validation accuracy:--- 0.966 Validation Loss: 0.12809236
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.020622468 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11014536
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.12027736 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11260375
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.037232175 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11431934
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.024943745 ---Validation accuracy:--- 0.97 Validation Loss: 0.11342068
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01993065 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10653341
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005325781 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10514482
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03198009 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10423677
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0077008214 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10380359
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008805821 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11011975
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010562139 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11376127
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03355241 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10627549
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013362047 ---Validation accuracy:--- 0.9682 Validation Loss: 0.1124209
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.018299803 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10664817
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10186417 ---Validation accuracy:--- 0.9682 Validation Loss: 0.116703965
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.026693078 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13044617
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.054007243 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12295549
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03273409 ---Validation accuracy:--- 0.9656 Validation Loss: 0.11613122
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.017012067 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11327106
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.012514012 ---Validation accuracy:--- 0.9684 Validation Loss: 0.1152487
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.011579644 ---Validation accuracy:--- 0.969 Validation Loss: 0.11528855
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.016851615 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11921052
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.007557062 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11638812
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.057306737 ---Validation accuracy:--- 0.967 Validation Loss: 0.11466791
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.026537562 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11443937
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.028210558 ---Validation accuracy:--- 0.969 Validation Loss: 0.105997585
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.022680258 ---Validation accuracy:--- 0.9684 Validation Loss: 0.10598224
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0105543425 ---Validation accuracy:--- 0.969 Validation Loss: 0.10508015
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0033870006 ---Validation accuracy:--- 0.9678 Validation Loss: 0.1099617
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0020435092 ---Validation accuracy:--- 0.9686 Validation Loss: 0.108575
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.058546104 ---Validation accuracy:--- 0.972 Validation Loss: 0.1059957
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0117566725 ---Validation accuracy:--- 0.9708 Validation Loss: 0.1079519
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013347546 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11331377
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009741309 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11602353
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.023428617 ---Validation accuracy:--- 0.9652 Validation Loss: 0.11980829
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.014680433 ---Validation accuracy:--- 0.969 Validation Loss: 0.11142874
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.056981754 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11082315
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.037511256 ---Validation accuracy:--- 0.9664 Validation Loss: 0.118427224
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0058693355 ---Validation accuracy:--- 0.968 Validation Loss: 0.1144495
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0056910915 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11450459
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.012676673 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11594565
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01169225 ---Validation accuracy:--- 0.966 Validation Loss: 0.11606519
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.025382152 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11238655
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005240377 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14339425
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0061313375 ---Validation accuracy:--- 0.961 Validation Loss: 0.13508968
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0031699333 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11400382
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.018603893 ---Validation accuracy:--- 0.9684 Validation Loss: 0.1147021
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.021671176 ---Validation accuracy:--- 0.9686 Validation Loss: 0.1148104
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.023234148 ---Validation accuracy:--- 0.9624 Validation Loss: 0.12497571
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015441746 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11486885
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0076877736 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11153501
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.018451808 ---Validation accuracy:--- 0.969 Validation Loss: 0.11085813
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009523887 ---Validation accuracy:--- 0.9686 Validation Loss: 0.112387426
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008020396 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10918606
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0045887525 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10906606
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.025749555 ---Validation accuracy:--- 0.969 Validation Loss: 0.110118665
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009685349 ---Validation accuracy:--- 0.969 Validation Loss: 0.11002644
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.007958607 ---Validation accuracy:--- 0.9682 Validation Loss: 0.10796863
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0034159583 ---Validation accuracy:--- 0.9684 Validation Loss: 0.10700913
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009105189 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11040349
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.057921637 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10615626
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0038769292 ---Validation accuracy:--- 0.9702 Validation Loss: 0.108668625
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05303008 ---Validation accuracy:--- 0.9682 Validation Loss: 0.111922316
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01039662 ---Validation accuracy:--- 0.9706 Validation Loss: 0.107499205
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0034124833 ---Validation accuracy:--- 0.971 Validation Loss: 0.10610492
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.011963945 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10660166
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.042406693 ---Validation accuracy:--- 0.97 Validation Loss: 0.11650747
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004717176 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11557336
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00699736 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11800658
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008581776 ---Validation accuracy:--- 0.97 Validation Loss: 0.1119694
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004659058 ---Validation accuracy:--- 0.9698 Validation Loss: 0.114699475
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0034057542 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11000344
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005718581 ---Validation accuracy:--- 0.9708 Validation Loss: 0.1090521
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0071651717 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11550427
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013726968 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11471072
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.003785438 ---Validation accuracy:--- 0.9698 Validation Loss: 0.1153043
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.006886161 ---Validation accuracy:--- 0.9708 Validation Loss: 0.115402035
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.016151125 ---Validation accuracy:--- 0.97 Validation Loss: 0.11790242
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.028084455 ---Validation accuracy:--- 0.967 Validation Loss: 0.13448718
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.0659761 ---Validation accuracy:--- 0.968 Validation Loss: 0.119624086
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.025617074 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11267767
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.042688556 ---Validation accuracy:--- 0.9694 Validation Loss: 0.1158384
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.018903807 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11185863
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008538464 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11420567
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.011959469 ---Validation accuracy:--- 0.9688 Validation Loss: 0.117988564
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0059368135 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11016432
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.046106853 ---Validation accuracy:--- 0.965 Validation Loss: 0.121653125
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.028432123 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10825524
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.002574987 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10840155
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008856864 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11103678
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0019322769 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10933119
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04463016 ---Validation accuracy:--- 0.969 Validation Loss: 0.11312661
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.032490946 ---Validation accuracy:--- 0.9688 Validation Loss: 0.1126333
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.054584008 ---Validation accuracy:--- 0.9656 Validation Loss: 0.119676635
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03151352 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11774097
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005572306 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11457566
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0080993725 ---Validation accuracy:--- 0.97 Validation Loss: 0.11361256
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.002794083 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11073562
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0035696754 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10784098
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0039986316 ---Validation accuracy:--- 0.9704 Validation Loss: 0.108058654
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0032843691 ---Validation accuracy:--- 0.968 Validation Loss: 0.119979076
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.056614485 ---Validation accuracy:--- 0.9686 Validation Loss: 0.117855765
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.020005986 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12714645
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009978127 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11885464
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015904658 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11728416
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0049728025 ---Validation accuracy:--- 0.9692 Validation Loss: 0.111734286
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004660425 ---Validation accuracy:--- 0.97 Validation Loss: 0.10789535
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009572445 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11581997
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.028475335 ---Validation accuracy:--- 0.9702 Validation Loss: 0.112214364
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.027835336 ---Validation accuracy:--- 0.9716 Validation Loss: 0.111215286
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0027791068 ---Validation accuracy:--- 0.9706 Validation Loss: 0.11579601
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0035158254 ---Validation accuracy:--- 0.971 Validation Loss: 0.11555066
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009274673 ---Validation accuracy:--- 0.971 Validation Loss: 0.10954309
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.10974076 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12706067
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.006434598 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11848316
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.015125163 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11506389
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.034794815 ---Validation accuracy:--- 0.9682 Validation Loss: 0.10973525
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009795453 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11541222
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.03257418 ---Validation accuracy:--- 0.963 Validation Loss: 0.13244082
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004873854 ---Validation accuracy:--- 0.9648 Validation Loss: 0.1267812
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.018096272 ---Validation accuracy:--- 0.968 Validation Loss: 0.11402844
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004346643 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11785313
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03760201 ---Validation accuracy:--- 0.9676 Validation Loss: 0.116845876
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.023744253 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11715549
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0070615425 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11909345
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.14478433 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11720253
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07966406 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11209175
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.018137913 ---Validation accuracy:--- 0.967 Validation Loss: 0.120288365
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.02588063 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12096836
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01520478 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11063933
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.036057863 ---Validation accuracy:--- 0.9642 Validation Loss: 0.12255454
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.11043647 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12671338
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.017435804 ---Validation accuracy:--- 0.9626 Validation Loss: 0.15549688
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.051543746 ---Validation accuracy:--- 0.967 Validation Loss: 0.120543234
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03708774 ---Validation accuracy:--- 0.9678 Validation Loss: 0.12166272
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013609781 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11916582
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0105972625 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11391675
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.016850557 ---Validation accuracy:--- 0.9694 Validation Loss: 0.1059533
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010116062 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11192762
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.012288506 ---Validation accuracy:--- 0.9702 Validation Loss: 0.103430785
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.007801201 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09882417
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015696168 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10777191
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023230113 ---Validation accuracy:--- 0.967 Validation Loss: 0.1235755
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.007852213 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12704216
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0060696914 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11967058
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.023105001 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10780902
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.037172228 ---Validation accuracy:--- 0.971 Validation Loss: 0.107400075
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0058201565 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10263882
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008034096 ---Validation accuracy:--- 0.971 Validation Loss: 0.10505047
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0057226717 ---Validation accuracy:--- 0.969 Validation Loss: 0.10575112
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015671637 ---Validation accuracy:--- 0.9702 Validation Loss: 0.1030104
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.011718307 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10660344
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0102016805 ---Validation accuracy:--- 0.969 Validation Loss: 0.108390175
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0077250195 ---Validation accuracy:--- 0.9708 Validation Loss: 0.1021201
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01396257 ---Validation accuracy:--- 0.9716 Validation Loss: 0.1023361
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0027279854 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10597449
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0050053466 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10508017
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0025118035 ---Validation accuracy:--- 0.971 Validation Loss: 0.10321852
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008591397 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10724835
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0066144206 ---Validation accuracy:--- 0.9688 Validation Loss: 0.109423205
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0023725475 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11249523
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.037413817 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10946703
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004367933 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10937273
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0054503037 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10735908
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0026765934 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10650254
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013576673 ---Validation accuracy:--- 0.9716 Validation Loss: 0.104227
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0061235945 ---Validation accuracy:--- 0.9716 Validation Loss: 0.1032157
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03845335 ---Validation accuracy:--- 0.9732 Validation Loss: 0.098273695
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004220071 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09767621
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005955219 ---Validation accuracy:--- 0.972 Validation Loss: 0.09969945
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008500038 ---Validation accuracy:--- 0.9738 Validation Loss: 0.097423635
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010487215 ---Validation accuracy:--- 0.973 Validation Loss: 0.10039924
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01365705 ---Validation accuracy:--- 0.9712 Validation Loss: 0.102759935
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.015239481 ---Validation accuracy:--- 0.9682 Validation Loss: 0.117978334
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0020864692 ---Validation accuracy:--- 0.969 Validation Loss: 0.10875127
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005934696 ---Validation accuracy:--- 0.9706 Validation Loss: 0.1064452
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.040584102 ---Validation accuracy:--- 0.972 Validation Loss: 0.10917361
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0068685603 ---Validation accuracy:--- 0.971 Validation Loss: 0.10763075
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005137488 ---Validation accuracy:--- 0.972 Validation Loss: 0.10235691
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009949785 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11180369
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.002160023 ---Validation accuracy:--- 0.9706 Validation Loss: 0.1086895
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.003999574 ---Validation accuracy:--- 0.9696 Validation Loss: 0.1140326
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005608823 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10837948
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0030573902 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10431918
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.024114037 ---Validation accuracy:--- 0.9738 Validation Loss: 0.10126244
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004870479 ---Validation accuracy:--- 0.9742 Validation Loss: 0.10089392
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0020370474 ---Validation accuracy:--- 0.9744 Validation Loss: 0.10076946
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.029160662 ---Validation accuracy:--- 0.9698 Validation Loss: 0.120238736
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023474012 ---Validation accuracy:--- 0.97 Validation Loss: 0.11832909
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.110136725 ---Validation accuracy:--- 0.962 Validation Loss: 0.15414341
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04488596 ---Validation accuracy:--- 0.966 Validation Loss: 0.13192974
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.054470703 ---Validation accuracy:--- 0.9676 Validation Loss: 0.12747675
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0047768187 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11481642
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008141749 ---Validation accuracy:--- 0.9694 Validation Loss: 0.12095336
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009522946 ---Validation accuracy:--- 0.9698 Validation Loss: 0.12095527
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.011568986 ---Validation accuracy:--- 0.9686 Validation Loss: 0.12091731
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.05946508 ---Validation accuracy:--- 0.962 Validation Loss: 0.15290064
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05247983 ---Validation accuracy:--- 0.9652 Validation Loss: 0.14282824
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0028764 ---Validation accuracy:--- 0.967 Validation Loss: 0.12927678
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0055070883 ---Validation accuracy:--- 0.966 Validation Loss: 0.13253424
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.012150353 ---Validation accuracy:--- 0.967 Validation Loss: 0.12793726
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00317038 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12684844
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.006271175 ---Validation accuracy:--- 0.9682 Validation Loss: 0.12866607
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.028923 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11703338
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.012865768 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11417326
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00913985 ---Validation accuracy:--- 0.9694 Validation Loss: 0.110711865
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05779816 ---Validation accuracy:--- 0.97 Validation Loss: 0.11203011
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.012415547 ---Validation accuracy:--- 0.968 Validation Loss: 0.118189804
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.02993348 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11575255
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.011123656 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11386647
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.01237575 ---Validation accuracy:--- 0.9714 Validation Loss: 0.11532146
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01030803 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11449208
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010923348 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11920942
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03027537 ---Validation accuracy:--- 0.9684 Validation Loss: 0.12016074
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06982064 ---Validation accuracy:--- 0.9688 Validation Loss: 0.1115499
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.039795343 ---Validation accuracy:--- 0.9696 Validation Loss: 0.118929245
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.046303958 ---Validation accuracy:--- 0.9708 Validation Loss: 0.112102084
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.023500552 ---Validation accuracy:--- 0.9704 Validation Loss: 0.112469934
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.02038889 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11439111
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0051910747 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11103234
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.007256634 ---Validation accuracy:--- 0.97 Validation Loss: 0.11009862
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.002785655 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10890871
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01673335 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10379799
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0055500623 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11899413
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005161098 ---Validation accuracy:--- 0.968 Validation Loss: 0.111835025
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.016460113 ---Validation accuracy:--- 0.9702 Validation Loss: 0.107392624
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.022653053 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11231792
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.023874562 ---Validation accuracy:--- 0.97 Validation Loss: 0.1090012
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015348328 ---Validation accuracy:--- 0.971 Validation Loss: 0.10671471
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.052842297 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11103385
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015869025 ---Validation accuracy:--- 0.971 Validation Loss: 0.11015885
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.003383522 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11440195
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004105391 ---Validation accuracy:--- 0.9714 Validation Loss: 0.11002947
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004112512 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10745105
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.025771022 ---Validation accuracy:--- 0.972 Validation Loss: 0.103229076
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0332268 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10412892
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0065253037 ---Validation accuracy:--- 0.9722 Validation Loss: 0.102255374
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.006542859 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10243103
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.007492902 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10602715
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010295686 ---Validation accuracy:--- 0.9722 Validation Loss: 0.104270324
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0052193445 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10431025
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.003342461 ---Validation accuracy:--- 0.9714 Validation Loss: 0.1051965
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.012367789 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10703379
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008814627 ---Validation accuracy:--- 0.9718 Validation Loss: 0.109554514
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008755573 ---Validation accuracy:--- 0.97 Validation Loss: 0.11289231
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.006581934 ---Validation accuracy:--- 0.9674 Validation Loss: 0.13007317
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013606081 ---Validation accuracy:--- 0.9674 Validation Loss: 0.123276904
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0054138913 ---Validation accuracy:--- 0.9686 Validation Loss: 0.12131753
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.03296351 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12069282
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0073748035 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11623103
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.026795603 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11960176
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07645055 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11465609
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.059920445 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11951441
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.007105576 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11440559
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.017586958 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11227964
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03487934 ---Validation accuracy:--- 0.9702 Validation Loss: 0.108847134
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01520601 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11338047
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.011404803 ---Validation accuracy:--- 0.9678 Validation Loss: 0.109451
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01608684 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10727468
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005876044 ---Validation accuracy:--- 0.9702 Validation Loss: 0.106655225
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008408271 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10557088
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005031494 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11266926
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0057903402 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11054746
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0420489 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11984624
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008009786 ---Validation accuracy:--- 0.9684 Validation Loss: 0.114866
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.037411585 ---Validation accuracy:--- 0.9692 Validation Loss: 0.111586034
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0072467118 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11420896
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0051934086 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11266797
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.057080075 ---Validation accuracy:--- 0.9696 Validation Loss: 0.118781686
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0053485273 ---Validation accuracy:--- 0.9702 Validation Loss: 0.1133225
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013750469 ---Validation accuracy:--- 0.9702 Validation Loss: 0.1173932
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005897404 ---Validation accuracy:--- 0.9716 Validation Loss: 0.116012976
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.039433535 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11800349
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.019958312 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11734424
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06862333 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11457371
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.031502068 ---Validation accuracy:--- 0.9682 Validation Loss: 0.116321824
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.011789391 ---Validation accuracy:--- 0.968 Validation Loss: 0.116529554
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004437034 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11447199
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.020019993 ---Validation accuracy:--- 0.965 Validation Loss: 0.11854585
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005222054 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11563998
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004422807 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11163733
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.05752589 ---Validation accuracy:--- 0.9648 Validation Loss: 0.13774486
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.046262365 ---Validation accuracy:--- 0.9694 Validation Loss: 0.1204637
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009389931 ---Validation accuracy:--- 0.9696 Validation Loss: 0.1166591
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0033948645 ---Validation accuracy:--- 0.9692 Validation Loss: 0.1148434
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.046196617 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11157988
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008654506 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11494707
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.012562329 ---Validation accuracy:--- 0.9694 Validation Loss: 0.110303394
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0071046934 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10698169
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009750152 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11174774
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.13083136 ---Validation accuracy:--- 0.9666 Validation Loss: 0.12439214
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.011543615 ---Validation accuracy:--- 0.9676 Validation Loss: 0.12201557
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.017097436 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12975591
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.011159097 ---Validation accuracy:--- 0.9636 Validation Loss: 0.13319272
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01214618 ---Validation accuracy:--- 0.9678 Validation Loss: 0.1231107
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0046535297 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11502218
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0096960375 ---Validation accuracy:--- 0.97 Validation Loss: 0.11287069
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03892452 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10717993
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0036338556 ---Validation accuracy:--- 0.97 Validation Loss: 0.10776266
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0076014246 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10487634
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010050164 ---Validation accuracy:--- 0.963 Validation Loss: 0.13558498
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0045539504 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12595847
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04033183 ---Validation accuracy:--- 0.9654 Validation Loss: 0.13165012
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.07522879 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11085156
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.024567297 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11363171
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06783511 ---Validation accuracy:--- 0.9656 Validation Loss: 0.122741275
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.061307535 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11376938
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.025253298 ---Validation accuracy:--- 0.968 Validation Loss: 0.12533978
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013919106 ---Validation accuracy:--- 0.967 Validation Loss: 0.12450157
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.024603633 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11478501
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.024857529 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11092213
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.085378334 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11361526
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.028592825 ---Validation accuracy:--- 0.9704 Validation Loss: 0.109161496
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.057848796 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10390623
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015716096 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10350515
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.021589784 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10475038
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.01818404 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10768047
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.011158581 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10701685
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.043004833 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10571045
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03194233 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10345113
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.024777403 ---Validation accuracy:--- 0.972 Validation Loss: 0.10624697
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.007608435 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10519954
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0077603846 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10759473
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008571007 ---Validation accuracy:--- 0.972 Validation Loss: 0.10621335
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.012308189 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10266662
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0044147805 ---Validation accuracy:--- 0.9724 Validation Loss: 0.10339793
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06737301 ---Validation accuracy:--- 0.9706 Validation Loss: 0.1111349
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010950356 ---Validation accuracy:--- 0.971 Validation Loss: 0.11109454
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.043893527 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11607693
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00786135 ---Validation accuracy:--- 0.971 Validation Loss: 0.11465925
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07481122 ---Validation accuracy:--- 0.9736 Validation Loss: 0.104906715
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03814794 ---Validation accuracy:--- 0.9766 Validation Loss: 0.09833292
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0074975453 ---Validation accuracy:--- 0.9754 Validation Loss: 0.10103813
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009545221 ---Validation accuracy:--- 0.976 Validation Loss: 0.102112
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009573113 ---Validation accuracy:--- 0.9752 Validation Loss: 0.1038916
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.011936934 ---Validation accuracy:--- 0.9732 Validation Loss: 0.10937578
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009619897 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10878178
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0030332026 ---Validation accuracy:--- 0.9732 Validation Loss: 0.104826294
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0056327377 ---Validation accuracy:--- 0.9734 Validation Loss: 0.104553744
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0047547347 ---Validation accuracy:--- 0.9734 Validation Loss: 0.10422839
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010286564 ---Validation accuracy:--- 0.9734 Validation Loss: 0.10910377
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0088516995 ---Validation accuracy:--- 0.9722 Validation Loss: 0.10942598
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0039412705 ---Validation accuracy:--- 0.9728 Validation Loss: 0.10317377
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03281422 ---Validation accuracy:--- 0.9728 Validation Loss: 0.1060505
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0025090019 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10776009
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.042730965 ---Validation accuracy:--- 0.9732 Validation Loss: 0.10610295
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.025941687 ---Validation accuracy:--- 0.9714 Validation Loss: 0.1114095
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.021939522 ---Validation accuracy:--- 0.9734 Validation Loss: 0.1091135
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.012178424 ---Validation accuracy:--- 0.9736 Validation Loss: 0.106505625
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.007730445 ---Validation accuracy:--- 0.9748 Validation Loss: 0.10325095
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013149509 ---Validation accuracy:--- 0.9728 Validation Loss: 0.105237305
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0032979066 ---Validation accuracy:--- 0.973 Validation Loss: 0.10576974
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.01436383 ---Validation accuracy:--- 0.9714 Validation Loss: 0.11127527
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013790531 ---Validation accuracy:--- 0.973 Validation Loss: 0.104800954
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004464861 ---Validation accuracy:--- 0.9738 Validation Loss: 0.10323081
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008997166 ---Validation accuracy:--- 0.973 Validation Loss: 0.1045412
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0066241585 ---Validation accuracy:--- 0.9752 Validation Loss: 0.101687476
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0069719036 ---Validation accuracy:--- 0.9756 Validation Loss: 0.100629814
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.022170424 ---Validation accuracy:--- 0.9712 Validation Loss: 0.116777785
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.006639532 ---Validation accuracy:--- 0.9688 Validation Loss: 0.12618242
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004961813 ---Validation accuracy:--- 0.9686 Validation Loss: 0.13139683
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.06282299 ---Validation accuracy:--- 0.9702 Validation Loss: 0.124573246
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.040911388 ---Validation accuracy:--- 0.9738 Validation Loss: 0.111734286
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004565096 ---Validation accuracy:--- 0.9738 Validation Loss: 0.11101544
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03587457 ---Validation accuracy:--- 0.972 Validation Loss: 0.11748982
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.025063965 ---Validation accuracy:--- 0.9724 Validation Loss: 0.11072559
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0048165107 ---Validation accuracy:--- 0.971 Validation Loss: 0.11678731
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010283991 ---Validation accuracy:--- 0.966 Validation Loss: 0.13333154
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0052701845 ---Validation accuracy:--- 0.9696 Validation Loss: 0.118678175
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03485403 ---Validation accuracy:--- 0.9712 Validation Loss: 0.11031443
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.15389843 ---Validation accuracy:--- 0.9514 Validation Loss: 0.20124322
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.1118569 ---Validation accuracy:--- 0.95 Validation Loss: 0.18638845
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.027910857 ---Validation accuracy:--- 0.9576 Validation Loss: 0.15358411
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.054090314 ---Validation accuracy:--- 0.965 Validation Loss: 0.12595394
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03262412 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12250888
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.021379668 ---Validation accuracy:--- 0.9648 Validation Loss: 0.13083597
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015058962 ---Validation accuracy:--- 0.9686 Validation Loss: 0.1091172
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0062323874 ---Validation accuracy:--- 0.9694 Validation Loss: 0.108227745
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.007904795 ---Validation accuracy:--- 0.972 Validation Loss: 0.10432881
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0054001044 ---Validation accuracy:--- 0.9706 Validation Loss: 0.103094555
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.006602871 ---Validation accuracy:--- 0.9694 Validation Loss: 0.108111925
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.039967246 ---Validation accuracy:--- 0.9674 Validation Loss: 0.10919755
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03848492 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10700852
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0058693425 ---Validation accuracy:--- 0.9696 Validation Loss: 0.105843216
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0060939775 ---Validation accuracy:--- 0.97 Validation Loss: 0.10848832
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0045368928 ---Validation accuracy:--- 0.9694 Validation Loss: 0.11191244
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0066575957 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11384869
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.07084815 ---Validation accuracy:--- 0.968 Validation Loss: 0.11042493
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.016363496 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11844857
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.007792766 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10462854
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0059744 ---Validation accuracy:--- 0.9706 Validation Loss: 0.1045015
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.023954112 ---Validation accuracy:--- 0.9676 Validation Loss: 0.117436595
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.03819731 ---Validation accuracy:--- 0.969 Validation Loss: 0.11719977
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.083628066 ---Validation accuracy:--- 0.97 Validation Loss: 0.116245165
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.014884226 ---Validation accuracy:--- 0.97 Validation Loss: 0.11469896
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.015112886 ---Validation accuracy:--- 0.9704 Validation Loss: 0.11230987
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0124114 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11366871
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005731485 ---Validation accuracy:--- 0.9704 Validation Loss: 0.112083815
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0124149965 ---Validation accuracy:--- 0.9724 Validation Loss: 0.11486731
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0054492294 ---Validation accuracy:--- 0.9718 Validation Loss: 0.109470144
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0064307167 ---Validation accuracy:--- 0.9716 Validation Loss: 0.1112699
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013322204 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11084414
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.020437941 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11012924
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0032962891 ---Validation accuracy:--- 0.9702 Validation Loss: 0.11136543
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.016759388 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10815286
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008545484 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11174097
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013219284 ---Validation accuracy:--- 0.9698 Validation Loss: 0.108981274
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04100396 ---Validation accuracy:--- 0.9706 Validation Loss: 0.105676085
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.023036141 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10666729
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.085972354 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11841643
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.021385685 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11097081
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.06295091 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11487283
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00972971 ---Validation accuracy:--- 0.97 Validation Loss: 0.108306676
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004263871 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10494664
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.030927205 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10357483
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.0320107 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10862424
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0051145675 ---Validation accuracy:--- 0.9678 Validation Loss: 0.117890194
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0072471825 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11263866
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010893946 ---Validation accuracy:--- 0.9728 Validation Loss: 0.104069345
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.05062571 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11658938
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.028230164 ---Validation accuracy:--- 0.9696 Validation Loss: 0.11398163
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.035769448 ---Validation accuracy:--- 0.9674 Validation Loss: 0.12694147
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.014129701 ---Validation accuracy:--- 0.9682 Validation Loss: 0.117318325
Epoch: 9 ---Training accuracy:--- 0.97 Training Loss: 0.069839366 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11877217
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.010031508 ---Validation accuracy:--- 0.968 Validation Loss: 0.11385789
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.013444892 ---Validation accuracy:--- 0.967 Validation Loss: 0.12057357
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.041082967 ---Validation accuracy:--- 0.9698 Validation Loss: 0.1151877
Epoch: 9 ---Training accuracy:--- 0.96 Training Loss: 0.063813835 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11013794
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.009190273 ---Validation accuracy:--- 0.9724 Validation Loss: 0.109491505
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0090417825 ---Validation accuracy:--- 0.972 Validation Loss: 0.108095676
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.007396661 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10924232
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.04839243 ---Validation accuracy:--- 0.9708 Validation Loss: 0.111135885
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.050487503 ---Validation accuracy:--- 0.9708 Validation Loss: 0.11319763
Epoch: 9 ---Training accuracy:--- 0.98 Training Loss: 0.078473985 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10947518
Wall time: 2min 43s

#Calculate averages
print("Average Training Accuracy:", np.mean(acc_train))
print("Average Training Loss:", np.mean(loss_train))
print("Average Validation Accuracy:", np.mean(acc_val))
print("Average Validation Loss:", np.mean(loss_val)) 

Average Training Accuracy: 0.98
Average Training Loss: 0.078473985
Average Validation Accuracy: 0.9714
Average Validation Loss: 0.10947518

Note:

It appears that adding more layers does not necessarily improve accuracy or time for this data set. In fact, the 5 layer 10 node model was the worst performer (avg training accuracy: 82%, avg validation accuracy: 75.6%) compared to all 2 layer and 5 layer models. In both 2 and 5 layer models, increasing the number of nodes generally increased performance. The best performing model, however, was Model 2 (2 layer 20 node) which averaged 100% training accuracy and 95.6% validation accuracy.

In the next model, I will build off of Model 2 and adjust other hyperparameters including number of epochs, batch size and learning rate.

Model 7 (2 layers, 20 nodes, 20 epochs, batch size = 200, learning rate = .01)

tf.reset_default_graph()

# Set hyperparameters
learning_rate = 0.01
n_epochs = 20
batch_size = 200

image_size = 784
num_classes = 10

n_inputs = image_size
n_hidden1 = 10
n_hidden2 = 10
n_outputs = num_classes

#Create placeholder variables
X = tf.placeholder(tf.float32, shape = (None, n_inputs), name = 'X')
y = tf.placeholder(tf.float32, shape = (None), name = 'Y')

#Specify classifying method
with tf.name_scope("dnn"): 
    hidden1 = tf.layers.dense(X, n_hidden1, name = "hidden1", activation = tf.nn.relu) 
    hidden2 = tf.layers.dense(hidden1, n_hidden2, name = "hidden2", activation = tf.nn.relu) 
    logits = tf.layers.dense(hidden2, n_outputs, name = "outputs")

#Specify method to compute loss
with tf.name_scope("loss"): 
    xentropy = tf.nn.softmax_cross_entropy_with_logits(labels = y, logits = logits) 
    loss = tf.reduce_mean(xentropy, name = "loss")

#Specify training method
with tf.name_scope("train"):
    optimizer = tf.train.GradientDescentOptimizer(learning_rate = learning_rate) 
    training_op = optimizer.minimize(loss)

#Specify evaluation method
labels = tf.argmax(y, -1)

with tf.name_scope("eval"):
    correct = tf.nn.in_top_k(logits, labels, 1) 
    accuracy = tf.reduce_mean(tf.cast(correct, tf.float32)) 

init = tf.global_variables_initializer() 

%%time
with tf.Session() as sess:
    init.run()
    for epoch in range(n_epochs): 
        for iteration in range( mnist.train.num_examples // batch_size): 
            X_batch, y_batch = mnist.train.next_batch(batch_size) 
            sess.run(training_op, feed_dict ={ X: X_batch, y : y_batch}) 
            acc_train = accuracy.eval(feed_dict ={ X: X_batch, y : y_batch}) 
            acc_val = accuracy.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels}) 
            loss_train = loss.eval(feed_dict = { X: X_batch, y : y_batch})
            loss_val = loss.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels}) 
            print("Epoch:", epoch, "---Training accuracy:---", acc_train, "Training Loss:",loss_train,"---Validation accuracy:---", acc_val, "Validation Loss:", loss_val) 

Epoch: 0 ---Training accuracy:--- 0.11 Training Loss: 2.3163033 ---Validation accuracy:--- 0.0822 Validation Loss: 2.3313577
Epoch: 0 ---Training accuracy:--- 0.065 Training Loss: 2.3221838 ---Validation accuracy:--- 0.085 Validation Loss: 2.3293192
Epoch: 0 ---Training accuracy:--- 0.08 Training Loss: 2.344547 ---Validation accuracy:--- 0.0862 Validation Loss: 2.326922
Epoch: 0 ---Training accuracy:--- 0.115 Training Loss: 2.3015022 ---Validation accuracy:--- 0.0888 Validation Loss: 2.3251207
Epoch: 0 ---Training accuracy:--- 0.08 Training Loss: 2.3274288 ---Validation accuracy:--- 0.0914 Validation Loss: 2.3230243
Epoch: 0 ---Training accuracy:--- 0.06 Training Loss: 2.3316236 ---Validation accuracy:--- 0.093 Validation Loss: 2.320863
Epoch: 0 ---Training accuracy:--- 0.09 Training Loss: 2.2992556 ---Validation accuracy:--- 0.0944 Validation Loss: 2.3192058
Epoch: 0 ---Training accuracy:--- 0.09 Training Loss: 2.3066673 ---Validation accuracy:--- 0.097 Validation Loss: 2.3172815
Epoch: 0 ---Training accuracy:--- 0.11 Training Loss: 2.306973 ---Validation accuracy:--- 0.1004 Validation Loss: 2.3155034
Epoch: 0 ---Training accuracy:--- 0.11 Training Loss: 2.3220034 ---Validation accuracy:--- 0.1026 Validation Loss: 2.3135004
Epoch: 0 ---Training accuracy:--- 0.095 Training Loss: 2.291728 ---Validation accuracy:--- 0.1048 Validation Loss: 2.3116803
Epoch: 0 ---Training accuracy:--- 0.085 Training Loss: 2.3068242 ---Validation accuracy:--- 0.1068 Validation Loss: 2.3101442
Epoch: 0 ---Training accuracy:--- 0.09 Training Loss: 2.3155375 ---Validation accuracy:--- 0.1094 Validation Loss: 2.3085089
Epoch: 0 ---Training accuracy:--- 0.105 Training Loss: 2.2919886 ---Validation accuracy:--- 0.1126 Validation Loss: 2.3066716
Epoch: 0 ---Training accuracy:--- 0.1 Training Loss: 2.2988856 ---Validation accuracy:--- 0.117 Validation Loss: 2.3047068
Epoch: 0 ---Training accuracy:--- 0.105 Training Loss: 2.2929392 ---Validation accuracy:--- 0.1188 Validation Loss: 2.3028965
Epoch: 0 ---Training accuracy:--- 0.1 Training Loss: 2.2945132 ---Validation accuracy:--- 0.1214 Validation Loss: 2.3012824
Epoch: 0 ---Training accuracy:--- 0.165 Training Loss: 2.292629 ---Validation accuracy:--- 0.1236 Validation Loss: 2.2998433
Epoch: 0 ---Training accuracy:--- 0.13 Training Loss: 2.2890105 ---Validation accuracy:--- 0.1246 Validation Loss: 2.298204
Epoch: 0 ---Training accuracy:--- 0.12 Training Loss: 2.2880616 ---Validation accuracy:--- 0.126 Validation Loss: 2.2964137
Epoch: 0 ---Training accuracy:--- 0.18 Training Loss: 2.2870126 ---Validation accuracy:--- 0.1288 Validation Loss: 2.2946117
Epoch: 0 ---Training accuracy:--- 0.125 Training Loss: 2.2875075 ---Validation accuracy:--- 0.1304 Validation Loss: 2.2930176
Epoch: 0 ---Training accuracy:--- 0.105 Training Loss: 2.303022 ---Validation accuracy:--- 0.1322 Validation Loss: 2.2912645
Epoch: 0 ---Training accuracy:--- 0.125 Training Loss: 2.279351 ---Validation accuracy:--- 0.1348 Validation Loss: 2.2894008
Epoch: 0 ---Training accuracy:--- 0.175 Training Loss: 2.277865 ---Validation accuracy:--- 0.138 Validation Loss: 2.287609
Epoch: 0 ---Training accuracy:--- 0.12 Training Loss: 2.289002 ---Validation accuracy:--- 0.1404 Validation Loss: 2.285945
Epoch: 0 ---Training accuracy:--- 0.145 Training Loss: 2.275906 ---Validation accuracy:--- 0.1416 Validation Loss: 2.28415
Epoch: 0 ---Training accuracy:--- 0.17 Training Loss: 2.252618 ---Validation accuracy:--- 0.1412 Validation Loss: 2.2823985
Epoch: 0 ---Training accuracy:--- 0.165 Training Loss: 2.269273 ---Validation accuracy:--- 0.1422 Validation Loss: 2.2809916
Epoch: 0 ---Training accuracy:--- 0.13 Training Loss: 2.2887883 ---Validation accuracy:--- 0.1452 Validation Loss: 2.2794142
Epoch: 0 ---Training accuracy:--- 0.105 Training Loss: 2.2893827 ---Validation accuracy:--- 0.1462 Validation Loss: 2.278
Epoch: 0 ---Training accuracy:--- 0.13 Training Loss: 2.300219 ---Validation accuracy:--- 0.15 Validation Loss: 2.276508
Epoch: 0 ---Training accuracy:--- 0.125 Training Loss: 2.2791033 ---Validation accuracy:--- 0.1526 Validation Loss: 2.2749758
Epoch: 0 ---Training accuracy:--- 0.135 Training Loss: 2.2664013 ---Validation accuracy:--- 0.154 Validation Loss: 2.2732544
Epoch: 0 ---Training accuracy:--- 0.14 Training Loss: 2.2729297 ---Validation accuracy:--- 0.155 Validation Loss: 2.2719285
Epoch: 0 ---Training accuracy:--- 0.14 Training Loss: 2.2585502 ---Validation accuracy:--- 0.1572 Validation Loss: 2.2703261
Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.2400897 ---Validation accuracy:--- 0.1594 Validation Loss: 2.2685988
Epoch: 0 ---Training accuracy:--- 0.215 Training Loss: 2.2426279 ---Validation accuracy:--- 0.1598 Validation Loss: 2.266689
Epoch: 0 ---Training accuracy:--- 0.165 Training Loss: 2.2561975 ---Validation accuracy:--- 0.162 Validation Loss: 2.2649465
Epoch: 0 ---Training accuracy:--- 0.145 Training Loss: 2.257369 ---Validation accuracy:--- 0.163 Validation Loss: 2.2633111
Epoch: 0 ---Training accuracy:--- 0.17 Training Loss: 2.2571795 ---Validation accuracy:--- 0.1626 Validation Loss: 2.2617157
Epoch: 0 ---Training accuracy:--- 0.145 Training Loss: 2.2530854 ---Validation accuracy:--- 0.1636 Validation Loss: 2.2601378
Epoch: 0 ---Training accuracy:--- 0.175 Training Loss: 2.2569168 ---Validation accuracy:--- 0.1656 Validation Loss: 2.2586508
Epoch: 0 ---Training accuracy:--- 0.175 Training Loss: 2.2464592 ---Validation accuracy:--- 0.1674 Validation Loss: 2.2568917
Epoch: 0 ---Training accuracy:--- 0.19 Training Loss: 2.26651 ---Validation accuracy:--- 0.171 Validation Loss: 2.25528
Epoch: 0 ---Training accuracy:--- 0.16 Training Loss: 2.2571692 ---Validation accuracy:--- 0.172 Validation Loss: 2.2538414
Epoch: 0 ---Training accuracy:--- 0.205 Training Loss: 2.228846 ---Validation accuracy:--- 0.1732 Validation Loss: 2.2521183
Epoch: 0 ---Training accuracy:--- 0.16 Training Loss: 2.2288694 ---Validation accuracy:--- 0.1744 Validation Loss: 2.250718
Epoch: 0 ---Training accuracy:--- 0.185 Training Loss: 2.2429202 ---Validation accuracy:--- 0.1762 Validation Loss: 2.2491262
Epoch: 0 ---Training accuracy:--- 0.185 Training Loss: 2.2296755 ---Validation accuracy:--- 0.1764 Validation Loss: 2.2473733
Epoch: 0 ---Training accuracy:--- 0.18 Training Loss: 2.2527535 ---Validation accuracy:--- 0.1782 Validation Loss: 2.2458675
Epoch: 0 ---Training accuracy:--- 0.16 Training Loss: 2.2394667 ---Validation accuracy:--- 0.1816 Validation Loss: 2.2442784
Epoch: 0 ---Training accuracy:--- 0.195 Training Loss: 2.2371764 ---Validation accuracy:--- 0.1858 Validation Loss: 2.2426858
Epoch: 0 ---Training accuracy:--- 0.16 Training Loss: 2.2668781 ---Validation accuracy:--- 0.186 Validation Loss: 2.2413478
Epoch: 0 ---Training accuracy:--- 0.2 Training Loss: 2.2434597 ---Validation accuracy:--- 0.1898 Validation Loss: 2.2395294
Epoch: 0 ---Training accuracy:--- 0.205 Training Loss: 2.2107892 ---Validation accuracy:--- 0.1926 Validation Loss: 2.2378983
Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.22761 ---Validation accuracy:--- 0.194 Validation Loss: 2.236261
Epoch: 0 ---Training accuracy:--- 0.205 Training Loss: 2.223111 ---Validation accuracy:--- 0.195 Validation Loss: 2.2344484
Epoch: 0 ---Training accuracy:--- 0.165 Training Loss: 2.2535963 ---Validation accuracy:--- 0.1966 Validation Loss: 2.232943
Epoch: 0 ---Training accuracy:--- 0.21 Training Loss: 2.2122555 ---Validation accuracy:--- 0.1982 Validation Loss: 2.2310588
Epoch: 0 ---Training accuracy:--- 0.22 Training Loss: 2.2072866 ---Validation accuracy:--- 0.2006 Validation Loss: 2.229141
Epoch: 0 ---Training accuracy:--- 0.21 Training Loss: 2.2116833 ---Validation accuracy:--- 0.2036 Validation Loss: 2.2272718
Epoch: 0 ---Training accuracy:--- 0.19 Training Loss: 2.2274618 ---Validation accuracy:--- 0.2062 Validation Loss: 2.2255259
Epoch: 0 ---Training accuracy:--- 0.2 Training Loss: 2.2303147 ---Validation accuracy:--- 0.2086 Validation Loss: 2.2237165
Epoch: 0 ---Training accuracy:--- 0.215 Training Loss: 2.2175732 ---Validation accuracy:--- 0.209 Validation Loss: 2.2219381
Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.2092862 ---Validation accuracy:--- 0.2108 Validation Loss: 2.220158
Epoch: 0 ---Training accuracy:--- 0.185 Training Loss: 2.2232714 ---Validation accuracy:--- 0.2126 Validation Loss: 2.2184684
Epoch: 0 ---Training accuracy:--- 0.21 Training Loss: 2.2123358 ---Validation accuracy:--- 0.2152 Validation Loss: 2.2165143
Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 2.2055826 ---Validation accuracy:--- 0.2166 Validation Loss: 2.214552
Epoch: 0 ---Training accuracy:--- 0.205 Training Loss: 2.2060032 ---Validation accuracy:--- 0.219 Validation Loss: 2.212832
Epoch: 0 ---Training accuracy:--- 0.265 Training Loss: 2.1964278 ---Validation accuracy:--- 0.2212 Validation Loss: 2.210971
Epoch: 0 ---Training accuracy:--- 0.215 Training Loss: 2.2128217 ---Validation accuracy:--- 0.2226 Validation Loss: 2.209077
Epoch: 0 ---Training accuracy:--- 0.235 Training Loss: 2.1986728 ---Validation accuracy:--- 0.2238 Validation Loss: 2.2070227
Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.1938467 ---Validation accuracy:--- 0.225 Validation Loss: 2.2048628
Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.1948838 ---Validation accuracy:--- 0.2278 Validation Loss: 2.2028058
Epoch: 0 ---Training accuracy:--- 0.255 Training Loss: 2.200186 ---Validation accuracy:--- 0.2306 Validation Loss: 2.2007055
Epoch: 0 ---Training accuracy:--- 0.205 Training Loss: 2.200795 ---Validation accuracy:--- 0.2308 Validation Loss: 2.198768
Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 2.1946592 ---Validation accuracy:--- 0.2332 Validation Loss: 2.196781
Epoch: 0 ---Training accuracy:--- 0.245 Training Loss: 2.1953514 ---Validation accuracy:--- 0.2342 Validation Loss: 2.1951425
Epoch: 0 ---Training accuracy:--- 0.22 Training Loss: 2.1983747 ---Validation accuracy:--- 0.2352 Validation Loss: 2.19323
Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.212707 ---Validation accuracy:--- 0.2352 Validation Loss: 2.1915426
Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.1732185 ---Validation accuracy:--- 0.2364 Validation Loss: 2.1894886
Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 2.18729 ---Validation accuracy:--- 0.2402 Validation Loss: 2.187328
Epoch: 0 ---Training accuracy:--- 0.22 Training Loss: 2.2045798 ---Validation accuracy:--- 0.2426 Validation Loss: 2.1852722
Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 2.1608515 ---Validation accuracy:--- 0.242 Validation Loss: 2.1829753
Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.136226 ---Validation accuracy:--- 0.2428 Validation Loss: 2.1805322
Epoch: 0 ---Training accuracy:--- 0.285 Training Loss: 2.173709 ---Validation accuracy:--- 0.244 Validation Loss: 2.1786094
Epoch: 0 ---Training accuracy:--- 0.265 Training Loss: 2.1682556 ---Validation accuracy:--- 0.245 Validation Loss: 2.1764505
Epoch: 0 ---Training accuracy:--- 0.275 Training Loss: 2.1514754 ---Validation accuracy:--- 0.244 Validation Loss: 2.1743116
Epoch: 0 ---Training accuracy:--- 0.275 Training Loss: 2.155473 ---Validation accuracy:--- 0.2442 Validation Loss: 2.1723344
Epoch: 0 ---Training accuracy:--- 0.305 Training Loss: 2.1476426 ---Validation accuracy:--- 0.2446 Validation Loss: 2.170242
Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.1708076 ---Validation accuracy:--- 0.2444 Validation Loss: 2.1682973
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 2.1698174 ---Validation accuracy:--- 0.2432 Validation Loss: 2.1661825
Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 2.1448507 ---Validation accuracy:--- 0.2436 Validation Loss: 2.1640284
Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.1643157 ---Validation accuracy:--- 0.2462 Validation Loss: 2.1618593
Epoch: 0 ---Training accuracy:--- 0.285 Training Loss: 2.1104398 ---Validation accuracy:--- 0.246 Validation Loss: 2.1593852
Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.1415603 ---Validation accuracy:--- 0.2474 Validation Loss: 2.1574085
Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 2.164542 ---Validation accuracy:--- 0.2484 Validation Loss: 2.1554754
Epoch: 0 ---Training accuracy:--- 0.215 Training Loss: 2.1805832 ---Validation accuracy:--- 0.2512 Validation Loss: 2.1535735
Epoch: 0 ---Training accuracy:--- 0.235 Training Loss: 2.165591 ---Validation accuracy:--- 0.2516 Validation Loss: 2.151776
Epoch: 0 ---Training accuracy:--- 0.255 Training Loss: 2.158166 ---Validation accuracy:--- 0.2536 Validation Loss: 2.1498923
Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 2.1595612 ---Validation accuracy:--- 0.2534 Validation Loss: 2.1480265
Epoch: 0 ---Training accuracy:--- 0.285 Training Loss: 2.1443677 ---Validation accuracy:--- 0.2556 Validation Loss: 2.1459458
Epoch: 0 ---Training accuracy:--- 0.245 Training Loss: 2.141345 ---Validation accuracy:--- 0.2552 Validation Loss: 2.1436079
Epoch: 0 ---Training accuracy:--- 0.265 Training Loss: 2.1486967 ---Validation accuracy:--- 0.2558 Validation Loss: 2.141694
Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.1409109 ---Validation accuracy:--- 0.2572 Validation Loss: 2.1395001
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 2.1308486 ---Validation accuracy:--- 0.2578 Validation Loss: 2.1374319
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 2.1415398 ---Validation accuracy:--- 0.2584 Validation Loss: 2.1354918
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 2.1236901 ---Validation accuracy:--- 0.2584 Validation Loss: 2.1334908
Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.1201046 ---Validation accuracy:--- 0.258 Validation Loss: 2.1313417
Epoch: 0 ---Training accuracy:--- 0.315 Training Loss: 2.1034937 ---Validation accuracy:--- 0.2598 Validation Loss: 2.1289694
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 2.0928228 ---Validation accuracy:--- 0.2606 Validation Loss: 2.1268973
Epoch: 0 ---Training accuracy:--- 0.25 Training Loss: 2.145639 ---Validation accuracy:--- 0.2608 Validation Loss: 2.125044
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 2.1148689 ---Validation accuracy:--- 0.2608 Validation Loss: 2.1229632
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 2.0833225 ---Validation accuracy:--- 0.262 Validation Loss: 2.1205006
Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 2.1306136 ---Validation accuracy:--- 0.2628 Validation Loss: 2.1182685
Epoch: 0 ---Training accuracy:--- 0.295 Training Loss: 2.1300962 ---Validation accuracy:--- 0.2616 Validation Loss: 2.1162815
Epoch: 0 ---Training accuracy:--- 0.345 Training Loss: 2.0925314 ---Validation accuracy:--- 0.2612 Validation Loss: 2.1141007
Epoch: 0 ---Training accuracy:--- 0.295 Training Loss: 2.110125 ---Validation accuracy:--- 0.2596 Validation Loss: 2.1118937
Epoch: 0 ---Training accuracy:--- 0.275 Training Loss: 2.0843492 ---Validation accuracy:--- 0.2604 Validation Loss: 2.1097295
Epoch: 0 ---Training accuracy:--- 0.365 Training Loss: 2.0475845 ---Validation accuracy:--- 0.2608 Validation Loss: 2.1072848
Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 2.1238666 ---Validation accuracy:--- 0.2602 Validation Loss: 2.105209
Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 2.123321 ---Validation accuracy:--- 0.2604 Validation Loss: 2.1033971
Epoch: 0 ---Training accuracy:--- 0.19 Training Loss: 2.1471064 ---Validation accuracy:--- 0.262 Validation Loss: 2.1017327
Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 2.077594 ---Validation accuracy:--- 0.2616 Validation Loss: 2.0995426
Epoch: 0 ---Training accuracy:--- 0.315 Training Loss: 2.0466459 ---Validation accuracy:--- 0.2606 Validation Loss: 2.0972672
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 2.052025 ---Validation accuracy:--- 0.2598 Validation Loss: 2.095011
Epoch: 0 ---Training accuracy:--- 0.325 Training Loss: 2.0660791 ---Validation accuracy:--- 0.2596 Validation Loss: 2.0926585
Epoch: 0 ---Training accuracy:--- 0.305 Training Loss: 2.090394 ---Validation accuracy:--- 0.2614 Validation Loss: 2.0903802
Epoch: 0 ---Training accuracy:--- 0.325 Training Loss: 2.0439715 ---Validation accuracy:--- 0.2624 Validation Loss: 2.08821
Epoch: 0 ---Training accuracy:--- 0.23 Training Loss: 2.1247442 ---Validation accuracy:--- 0.2644 Validation Loss: 2.0863867
Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 2.095128 ---Validation accuracy:--- 0.2644 Validation Loss: 2.0845525
Epoch: 0 ---Training accuracy:--- 0.265 Training Loss: 2.0956726 ---Validation accuracy:--- 0.2644 Validation Loss: 2.0824919
Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 2.0670366 ---Validation accuracy:--- 0.2652 Validation Loss: 2.0802138
Epoch: 0 ---Training accuracy:--- 0.255 Training Loss: 2.1139078 ---Validation accuracy:--- 0.2676 Validation Loss: 2.0785036
Epoch: 0 ---Training accuracy:--- 0.31 Training Loss: 2.0579276 ---Validation accuracy:--- 0.2666 Validation Loss: 2.0762794
Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 2.057395 ---Validation accuracy:--- 0.2652 Validation Loss: 2.0743287
Epoch: 0 ---Training accuracy:--- 0.325 Training Loss: 2.0659595 ---Validation accuracy:--- 0.2654 Validation Loss: 2.072402
Epoch: 0 ---Training accuracy:--- 0.255 Training Loss: 2.1026962 ---Validation accuracy:--- 0.2682 Validation Loss: 2.0702505
Epoch: 0 ---Training accuracy:--- 0.265 Training Loss: 2.041806 ---Validation accuracy:--- 0.2688 Validation Loss: 2.0678627
Epoch: 0 ---Training accuracy:--- 0.325 Training Loss: 2.046762 ---Validation accuracy:--- 0.2698 Validation Loss: 2.065559
Epoch: 0 ---Training accuracy:--- 0.355 Training Loss: 2.0451224 ---Validation accuracy:--- 0.2694 Validation Loss: 2.0633006
Epoch: 0 ---Training accuracy:--- 0.285 Training Loss: 2.0545094 ---Validation accuracy:--- 0.2684 Validation Loss: 2.0613813
Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 2.0700543 ---Validation accuracy:--- 0.2684 Validation Loss: 2.059203
Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 2.060975 ---Validation accuracy:--- 0.2708 Validation Loss: 2.0571852
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 2.059037 ---Validation accuracy:--- 0.272 Validation Loss: 2.0551524
Epoch: 0 ---Training accuracy:--- 0.275 Training Loss: 2.049337 ---Validation accuracy:--- 0.2718 Validation Loss: 2.0532296
Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.083167 ---Validation accuracy:--- 0.272 Validation Loss: 2.0513155
Epoch: 0 ---Training accuracy:--- 0.255 Training Loss: 2.061503 ---Validation accuracy:--- 0.2726 Validation Loss: 2.0492053
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 2.0224013 ---Validation accuracy:--- 0.273 Validation Loss: 2.0466313
Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 2.037919 ---Validation accuracy:--- 0.2742 Validation Loss: 2.0445192
Epoch: 0 ---Training accuracy:--- 0.31 Training Loss: 2.0012558 ---Validation accuracy:--- 0.2746 Validation Loss: 2.0423515
Epoch: 0 ---Training accuracy:--- 0.305 Training Loss: 2.0335925 ---Validation accuracy:--- 0.275 Validation Loss: 2.0401256
Epoch: 0 ---Training accuracy:--- 0.265 Training Loss: 2.0672169 ---Validation accuracy:--- 0.2766 Validation Loss: 2.0381567
Epoch: 0 ---Training accuracy:--- 0.355 Training Loss: 2.005813 ---Validation accuracy:--- 0.2766 Validation Loss: 2.0360472
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 2.0435648 ---Validation accuracy:--- 0.2772 Validation Loss: 2.0340939
Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 2.00064 ---Validation accuracy:--- 0.2784 Validation Loss: 2.0320473
Epoch: 0 ---Training accuracy:--- 0.265 Training Loss: 1.9919562 ---Validation accuracy:--- 0.2786 Validation Loss: 2.0296972
Epoch: 0 ---Training accuracy:--- 0.31 Training Loss: 2.0299933 ---Validation accuracy:--- 0.278 Validation Loss: 2.0274556
Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.0052142 ---Validation accuracy:--- 0.2786 Validation Loss: 2.0253246
Epoch: 0 ---Training accuracy:--- 0.315 Training Loss: 1.98854 ---Validation accuracy:--- 0.2788 Validation Loss: 2.0230815
Epoch: 0 ---Training accuracy:--- 0.31 Training Loss: 1.9981053 ---Validation accuracy:--- 0.2804 Validation Loss: 2.0206816
Epoch: 0 ---Training accuracy:--- 0.285 Training Loss: 2.033173 ---Validation accuracy:--- 0.2818 Validation Loss: 2.0185196
Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.0749094 ---Validation accuracy:--- 0.2824 Validation Loss: 2.0169013
Epoch: 0 ---Training accuracy:--- 0.295 Training Loss: 1.9526641 ---Validation accuracy:--- 0.2828 Validation Loss: 2.0145268
Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.9973211 ---Validation accuracy:--- 0.284 Validation Loss: 2.0124557
Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.9503156 ---Validation accuracy:--- 0.284 Validation Loss: 2.0102737
Epoch: 0 ---Training accuracy:--- 0.27 Training Loss: 2.0371664 ---Validation accuracy:--- 0.2834 Validation Loss: 2.0086539
Epoch: 0 ---Training accuracy:--- 0.275 Training Loss: 1.9737576 ---Validation accuracy:--- 0.2848 Validation Loss: 2.0066485
Epoch: 0 ---Training accuracy:--- 0.345 Training Loss: 1.9539047 ---Validation accuracy:--- 0.2862 Validation Loss: 2.0043278
Epoch: 0 ---Training accuracy:--- 0.315 Training Loss: 2.0175717 ---Validation accuracy:--- 0.2862 Validation Loss: 2.0021067
Epoch: 0 ---Training accuracy:--- 0.275 Training Loss: 1.9767712 ---Validation accuracy:--- 0.2872 Validation Loss: 1.999847
Epoch: 0 ---Training accuracy:--- 0.44 Training Loss: 1.8677301 ---Validation accuracy:--- 0.2876 Validation Loss: 1.997435
Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.9772185 ---Validation accuracy:--- 0.288 Validation Loss: 1.9954535
Epoch: 0 ---Training accuracy:--- 0.28 Training Loss: 1.9963444 ---Validation accuracy:--- 0.2894 Validation Loss: 1.9932625
Epoch: 0 ---Training accuracy:--- 0.275 Training Loss: 1.9378184 ---Validation accuracy:--- 0.2896 Validation Loss: 1.9912605
Epoch: 0 ---Training accuracy:--- 0.31 Training Loss: 1.9714532 ---Validation accuracy:--- 0.2912 Validation Loss: 1.989043
Epoch: 0 ---Training accuracy:--- 0.305 Training Loss: 2.030108 ---Validation accuracy:--- 0.2934 Validation Loss: 1.9869471
Epoch: 0 ---Training accuracy:--- 0.315 Training Loss: 2.0061045 ---Validation accuracy:--- 0.2952 Validation Loss: 1.9847904
Epoch: 0 ---Training accuracy:--- 0.335 Training Loss: 1.9572204 ---Validation accuracy:--- 0.2948 Validation Loss: 1.9822482
Epoch: 0 ---Training accuracy:--- 0.355 Training Loss: 1.9183884 ---Validation accuracy:--- 0.2974 Validation Loss: 1.9800683
Epoch: 0 ---Training accuracy:--- 0.31 Training Loss: 2.0142572 ---Validation accuracy:--- 0.299 Validation Loss: 1.9779898
Epoch: 0 ---Training accuracy:--- 0.335 Training Loss: 1.9509666 ---Validation accuracy:--- 0.2988 Validation Loss: 1.9760108
Epoch: 0 ---Training accuracy:--- 0.285 Training Loss: 1.9796863 ---Validation accuracy:--- 0.3002 Validation Loss: 1.9737338
Epoch: 0 ---Training accuracy:--- 0.375 Training Loss: 1.9093152 ---Validation accuracy:--- 0.3004 Validation Loss: 1.9715126
Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.9717695 ---Validation accuracy:--- 0.3012 Validation Loss: 1.9694504
Epoch: 0 ---Training accuracy:--- 0.375 Training Loss: 1.917691 ---Validation accuracy:--- 0.3018 Validation Loss: 1.9674039
Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.8413922 ---Validation accuracy:--- 0.3002 Validation Loss: 1.965294
Epoch: 0 ---Training accuracy:--- 0.315 Training Loss: 1.9520867 ---Validation accuracy:--- 0.301 Validation Loss: 1.9633019
Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.9570371 ---Validation accuracy:--- 0.3016 Validation Loss: 1.9609228
Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.9659889 ---Validation accuracy:--- 0.3024 Validation Loss: 1.9591705
Epoch: 0 ---Training accuracy:--- 0.295 Training Loss: 1.9598905 ---Validation accuracy:--- 0.3036 Validation Loss: 1.9572662
Epoch: 0 ---Training accuracy:--- 0.325 Training Loss: 1.9113213 ---Validation accuracy:--- 0.3042 Validation Loss: 1.955166
Epoch: 0 ---Training accuracy:--- 0.315 Training Loss: 1.9945377 ---Validation accuracy:--- 0.306 Validation Loss: 1.9534352
Epoch: 0 ---Training accuracy:--- 0.355 Training Loss: 1.9102821 ---Validation accuracy:--- 0.3086 Validation Loss: 1.9508399
Epoch: 0 ---Training accuracy:--- 0.26 Training Loss: 2.0253887 ---Validation accuracy:--- 0.3088 Validation Loss: 1.9488629
Epoch: 0 ---Training accuracy:--- 0.355 Training Loss: 1.9633396 ---Validation accuracy:--- 0.3098 Validation Loss: 1.9468511
Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 1.9882504 ---Validation accuracy:--- 0.3106 Validation Loss: 1.944552
Epoch: 0 ---Training accuracy:--- 0.345 Training Loss: 1.9588447 ---Validation accuracy:--- 0.3112 Validation Loss: 1.9426352
Epoch: 0 ---Training accuracy:--- 0.3 Training Loss: 1.9458045 ---Validation accuracy:--- 0.3114 Validation Loss: 1.9405671
Epoch: 0 ---Training accuracy:--- 0.325 Training Loss: 1.9258865 ---Validation accuracy:--- 0.3136 Validation Loss: 1.9381771
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.9687896 ---Validation accuracy:--- 0.3146 Validation Loss: 1.9362731
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 1.9553638 ---Validation accuracy:--- 0.3152 Validation Loss: 1.9343822
Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.9094124 ---Validation accuracy:--- 0.3168 Validation Loss: 1.9322734
Epoch: 0 ---Training accuracy:--- 0.355 Training Loss: 1.9184058 ---Validation accuracy:--- 0.3172 Validation Loss: 1.9301625
Epoch: 0 ---Training accuracy:--- 0.365 Training Loss: 1.9135962 ---Validation accuracy:--- 0.318 Validation Loss: 1.9284016
Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.9501677 ---Validation accuracy:--- 0.3204 Validation Loss: 1.9261965
Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.914866 ---Validation accuracy:--- 0.321 Validation Loss: 1.9238615
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.8971573 ---Validation accuracy:--- 0.3222 Validation Loss: 1.9220607
Epoch: 0 ---Training accuracy:--- 0.385 Training Loss: 1.8324748 ---Validation accuracy:--- 0.3226 Validation Loss: 1.9198692
Epoch: 0 ---Training accuracy:--- 0.33 Training Loss: 1.9657162 ---Validation accuracy:--- 0.324 Validation Loss: 1.9178219
Epoch: 0 ---Training accuracy:--- 0.325 Training Loss: 1.9253443 ---Validation accuracy:--- 0.3252 Validation Loss: 1.915937
Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.8714137 ---Validation accuracy:--- 0.325 Validation Loss: 1.9136754
Epoch: 0 ---Training accuracy:--- 0.405 Training Loss: 1.8388005 ---Validation accuracy:--- 0.3252 Validation Loss: 1.9114944
Epoch: 0 ---Training accuracy:--- 0.395 Training Loss: 1.8888642 ---Validation accuracy:--- 0.3256 Validation Loss: 1.9097365
Epoch: 0 ---Training accuracy:--- 0.365 Training Loss: 1.8953643 ---Validation accuracy:--- 0.3262 Validation Loss: 1.9076142
Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.8901052 ---Validation accuracy:--- 0.3268 Validation Loss: 1.9052321
Epoch: 0 ---Training accuracy:--- 0.325 Training Loss: 1.8782266 ---Validation accuracy:--- 0.3264 Validation Loss: 1.9032385
Epoch: 0 ---Training accuracy:--- 0.315 Training Loss: 1.9118149 ---Validation accuracy:--- 0.3274 Validation Loss: 1.901406
Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.8574691 ---Validation accuracy:--- 0.3278 Validation Loss: 1.8992281
Epoch: 0 ---Training accuracy:--- 0.375 Training Loss: 1.895542 ---Validation accuracy:--- 0.3286 Validation Loss: 1.8969109
Epoch: 0 ---Training accuracy:--- 0.24 Training Loss: 1.9118826 ---Validation accuracy:--- 0.3328 Validation Loss: 1.8950762
Epoch: 0 ---Training accuracy:--- 0.34 Training Loss: 1.892141 ---Validation accuracy:--- 0.3324 Validation Loss: 1.8927244
Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.8762546 ---Validation accuracy:--- 0.3352 Validation Loss: 1.8907355
Epoch: 0 ---Training accuracy:--- 0.36 Training Loss: 1.8754871 ---Validation accuracy:--- 0.336 Validation Loss: 1.8884836
Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.8971633 ---Validation accuracy:--- 0.339 Validation Loss: 1.8861097
Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.8773876 ---Validation accuracy:--- 0.3392 Validation Loss: 1.8843902
Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.7884539 ---Validation accuracy:--- 0.339 Validation Loss: 1.8825008
Epoch: 0 ---Training accuracy:--- 0.355 Training Loss: 1.8731503 ---Validation accuracy:--- 0.3402 Validation Loss: 1.8803313
Epoch: 0 ---Training accuracy:--- 0.32 Training Loss: 1.8912724 ---Validation accuracy:--- 0.3424 Validation Loss: 1.8783718
Epoch: 0 ---Training accuracy:--- 0.375 Training Loss: 1.835325 ---Validation accuracy:--- 0.3438 Validation Loss: 1.8764575
Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.8648242 ---Validation accuracy:--- 0.3434 Validation Loss: 1.8743365
Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.8492649 ---Validation accuracy:--- 0.3454 Validation Loss: 1.8722465
Epoch: 0 ---Training accuracy:--- 0.335 Training Loss: 1.8722082 ---Validation accuracy:--- 0.3462 Validation Loss: 1.870194
Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.8032144 ---Validation accuracy:--- 0.3488 Validation Loss: 1.8681026
Epoch: 0 ---Training accuracy:--- 0.385 Training Loss: 1.8686794 ---Validation accuracy:--- 0.35 Validation Loss: 1.8661613
Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.8405987 ---Validation accuracy:--- 0.3516 Validation Loss: 1.8639445
Epoch: 0 ---Training accuracy:--- 0.35 Training Loss: 1.8532512 ---Validation accuracy:--- 0.353 Validation Loss: 1.8617843
Epoch: 0 ---Training accuracy:--- 0.365 Training Loss: 1.8183018 ---Validation accuracy:--- 0.3534 Validation Loss: 1.859245
Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.8367952 ---Validation accuracy:--- 0.3548 Validation Loss: 1.8572893
Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.8415959 ---Validation accuracy:--- 0.355 Validation Loss: 1.8551114
Epoch: 0 ---Training accuracy:--- 0.355 Training Loss: 1.8645957 ---Validation accuracy:--- 0.3592 Validation Loss: 1.8530402
Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.8096429 ---Validation accuracy:--- 0.359 Validation Loss: 1.8505511
Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.8531904 ---Validation accuracy:--- 0.3594 Validation Loss: 1.8486365
Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.8537875 ---Validation accuracy:--- 0.3628 Validation Loss: 1.846661
Epoch: 0 ---Training accuracy:--- 0.335 Training Loss: 1.8690621 ---Validation accuracy:--- 0.3638 Validation Loss: 1.8447336
Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.8270137 ---Validation accuracy:--- 0.364 Validation Loss: 1.8426543
Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.8587058 ---Validation accuracy:--- 0.3638 Validation Loss: 1.8409791
Epoch: 0 ---Training accuracy:--- 0.39 Training Loss: 1.844693 ---Validation accuracy:--- 0.365 Validation Loss: 1.8390722
Epoch: 0 ---Training accuracy:--- 0.41 Training Loss: 1.807626 ---Validation accuracy:--- 0.366 Validation Loss: 1.837009
Epoch: 0 ---Training accuracy:--- 0.415 Training Loss: 1.8008869 ---Validation accuracy:--- 0.3666 Validation Loss: 1.8349309
Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.8380955 ---Validation accuracy:--- 0.3686 Validation Loss: 1.8328531
Epoch: 0 ---Training accuracy:--- 0.415 Training Loss: 1.7877908 ---Validation accuracy:--- 0.3712 Validation Loss: 1.8308535
Epoch: 0 ---Training accuracy:--- 0.385 Training Loss: 1.8377864 ---Validation accuracy:--- 0.3716 Validation Loss: 1.8286723
Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.7930157 ---Validation accuracy:--- 0.372 Validation Loss: 1.826575
Epoch: 0 ---Training accuracy:--- 0.385 Training Loss: 1.8174001 ---Validation accuracy:--- 0.372 Validation Loss: 1.8243335
Epoch: 0 ---Training accuracy:--- 0.4 Training Loss: 1.7885866 ---Validation accuracy:--- 0.3748 Validation Loss: 1.8223188
Epoch: 0 ---Training accuracy:--- 0.385 Training Loss: 1.8023775 ---Validation accuracy:--- 0.3766 Validation Loss: 1.820234
Epoch: 0 ---Training accuracy:--- 0.375 Training Loss: 1.8070002 ---Validation accuracy:--- 0.3772 Validation Loss: 1.8181716
Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.7879746 ---Validation accuracy:--- 0.3788 Validation Loss: 1.8162254
Epoch: 0 ---Training accuracy:--- 0.335 Training Loss: 1.8491255 ---Validation accuracy:--- 0.3812 Validation Loss: 1.8139964
Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.7893871 ---Validation accuracy:--- 0.3828 Validation Loss: 1.8119731
Epoch: 0 ---Training accuracy:--- 0.395 Training Loss: 1.8060563 ---Validation accuracy:--- 0.3846 Validation Loss: 1.8101317
Epoch: 0 ---Training accuracy:--- 0.475 Training Loss: 1.685757 ---Validation accuracy:--- 0.3848 Validation Loss: 1.8077133
Epoch: 0 ---Training accuracy:--- 0.42 Training Loss: 1.7710469 ---Validation accuracy:--- 0.3858 Validation Loss: 1.8054373
Epoch: 0 ---Training accuracy:--- 0.37 Training Loss: 1.8554004 ---Validation accuracy:--- 0.388 Validation Loss: 1.8033723
Epoch: 0 ---Training accuracy:--- 0.42 Training Loss: 1.8420235 ---Validation accuracy:--- 0.39 Validation Loss: 1.8011912
Epoch: 0 ---Training accuracy:--- 0.415 Training Loss: 1.8065364 ---Validation accuracy:--- 0.391 Validation Loss: 1.7991043
Epoch: 0 ---Training accuracy:--- 0.405 Training Loss: 1.8045764 ---Validation accuracy:--- 0.3926 Validation Loss: 1.7970666
Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.7865597 ---Validation accuracy:--- 0.393 Validation Loss: 1.7950281
Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 1.8316251 ---Validation accuracy:--- 0.3966 Validation Loss: 1.7929146
Epoch: 0 ---Training accuracy:--- 0.425 Training Loss: 1.782971 ---Validation accuracy:--- 0.3984 Validation Loss: 1.7909911
Epoch: 0 ---Training accuracy:--- 0.43 Training Loss: 1.6673073 ---Validation accuracy:--- 0.3994 Validation Loss: 1.7889299
Epoch: 0 ---Training accuracy:--- 0.395 Training Loss: 1.7856491 ---Validation accuracy:--- 0.4004 Validation Loss: 1.7866728
Epoch: 0 ---Training accuracy:--- 0.425 Training Loss: 1.723474 ---Validation accuracy:--- 0.4018 Validation Loss: 1.7845664
Epoch: 1 ---Training accuracy:--- 0.38 Training Loss: 1.7988293 ---Validation accuracy:--- 0.4024 Validation Loss: 1.7825309
Epoch: 1 ---Training accuracy:--- 0.465 Training Loss: 1.7240747 ---Validation accuracy:--- 0.4034 Validation Loss: 1.7809912
Epoch: 1 ---Training accuracy:--- 0.385 Training Loss: 1.820227 ---Validation accuracy:--- 0.4032 Validation Loss: 1.7786492
Epoch: 1 ---Training accuracy:--- 0.485 Training Loss: 1.7129657 ---Validation accuracy:--- 0.4048 Validation Loss: 1.7764523
Epoch: 1 ---Training accuracy:--- 0.38 Training Loss: 1.7877253 ---Validation accuracy:--- 0.4056 Validation Loss: 1.7744851
Epoch: 1 ---Training accuracy:--- 0.415 Training Loss: 1.811379 ---Validation accuracy:--- 0.4074 Validation Loss: 1.7726732
Epoch: 1 ---Training accuracy:--- 0.37 Training Loss: 1.7957122 ---Validation accuracy:--- 0.409 Validation Loss: 1.7706295
Epoch: 1 ---Training accuracy:--- 0.395 Training Loss: 1.80866 ---Validation accuracy:--- 0.4096 Validation Loss: 1.7685694
Epoch: 1 ---Training accuracy:--- 0.355 Training Loss: 1.8038968 ---Validation accuracy:--- 0.409 Validation Loss: 1.7669957
Epoch: 1 ---Training accuracy:--- 0.425 Training Loss: 1.7444284 ---Validation accuracy:--- 0.411 Validation Loss: 1.7644508
Epoch: 1 ---Training accuracy:--- 0.385 Training Loss: 1.7691779 ---Validation accuracy:--- 0.4128 Validation Loss: 1.7622414
Epoch: 1 ---Training accuracy:--- 0.55 Training Loss: 1.6222268 ---Validation accuracy:--- 0.4124 Validation Loss: 1.7602863
Epoch: 1 ---Training accuracy:--- 0.42 Training Loss: 1.7343652 ---Validation accuracy:--- 0.4138 Validation Loss: 1.7581766
Epoch: 1 ---Training accuracy:--- 0.34 Training Loss: 1.8083686 ---Validation accuracy:--- 0.4136 Validation Loss: 1.7562644
Epoch: 1 ---Training accuracy:--- 0.435 Training Loss: 1.7479669 ---Validation accuracy:--- 0.4154 Validation Loss: 1.7548195
Epoch: 1 ---Training accuracy:--- 0.415 Training Loss: 1.6887671 ---Validation accuracy:--- 0.4156 Validation Loss: 1.7523998
Epoch: 1 ---Training accuracy:--- 0.44 Training Loss: 1.6981066 ---Validation accuracy:--- 0.4174 Validation Loss: 1.7501127
Epoch: 1 ---Training accuracy:--- 0.51 Training Loss: 1.6508713 ---Validation accuracy:--- 0.4176 Validation Loss: 1.7482051
Epoch: 1 ---Training accuracy:--- 0.38 Training Loss: 1.8146718 ---Validation accuracy:--- 0.4188 Validation Loss: 1.7462561
Epoch: 1 ---Training accuracy:--- 0.4 Training Loss: 1.7822183 ---Validation accuracy:--- 0.421 Validation Loss: 1.7440932
Epoch: 1 ---Training accuracy:--- 0.425 Training Loss: 1.7115622 ---Validation accuracy:--- 0.4192 Validation Loss: 1.741489
Epoch: 1 ---Training accuracy:--- 0.45 Training Loss: 1.7334168 ---Validation accuracy:--- 0.4212 Validation Loss: 1.7393223
Epoch: 1 ---Training accuracy:--- 0.44 Training Loss: 1.7019947 ---Validation accuracy:--- 0.4224 Validation Loss: 1.7373563
Epoch: 1 ---Training accuracy:--- 0.465 Training Loss: 1.6663687 ---Validation accuracy:--- 0.4258 Validation Loss: 1.735334
Epoch: 1 ---Training accuracy:--- 0.41 Training Loss: 1.7599924 ---Validation accuracy:--- 0.4272 Validation Loss: 1.7330714
Epoch: 1 ---Training accuracy:--- 0.41 Training Loss: 1.728679 ---Validation accuracy:--- 0.4284 Validation Loss: 1.7307336
Epoch: 1 ---Training accuracy:--- 0.4 Training Loss: 1.7522069 ---Validation accuracy:--- 0.4288 Validation Loss: 1.7284817
Epoch: 1 ---Training accuracy:--- 0.395 Training Loss: 1.7586871 ---Validation accuracy:--- 0.4298 Validation Loss: 1.7264596
Epoch: 1 ---Training accuracy:--- 0.45 Training Loss: 1.6448338 ---Validation accuracy:--- 0.4302 Validation Loss: 1.7243634
Epoch: 1 ---Training accuracy:--- 0.48 Training Loss: 1.6354104 ---Validation accuracy:--- 0.4318 Validation Loss: 1.7227654
Epoch: 1 ---Training accuracy:--- 0.445 Training Loss: 1.7164246 ---Validation accuracy:--- 0.4342 Validation Loss: 1.7204485
Epoch: 1 ---Training accuracy:--- 0.46 Training Loss: 1.7323334 ---Validation accuracy:--- 0.4348 Validation Loss: 1.7184824
Epoch: 1 ---Training accuracy:--- 0.485 Training Loss: 1.7003938 ---Validation accuracy:--- 0.434 Validation Loss: 1.7159895
Epoch: 1 ---Training accuracy:--- 0.455 Training Loss: 1.7169211 ---Validation accuracy:--- 0.436 Validation Loss: 1.7142732
Epoch: 1 ---Training accuracy:--- 0.46 Training Loss: 1.6814499 ---Validation accuracy:--- 0.4356 Validation Loss: 1.7125996
Epoch: 1 ---Training accuracy:--- 0.46 Training Loss: 1.6940454 ---Validation accuracy:--- 0.4362 Validation Loss: 1.7105762
Epoch: 1 ---Training accuracy:--- 0.45 Training Loss: 1.6430554 ---Validation accuracy:--- 0.4384 Validation Loss: 1.7088519
Epoch: 1 ---Training accuracy:--- 0.455 Training Loss: 1.6255505 ---Validation accuracy:--- 0.4384 Validation Loss: 1.706567
Epoch: 1 ---Training accuracy:--- 0.44 Training Loss: 1.7329383 ---Validation accuracy:--- 0.4394 Validation Loss: 1.704159
Epoch: 1 ---Training accuracy:--- 0.47 Training Loss: 1.7112979 ---Validation accuracy:--- 0.4394 Validation Loss: 1.7021894
Epoch: 1 ---Training accuracy:--- 0.41 Training Loss: 1.7700508 ---Validation accuracy:--- 0.4412 Validation Loss: 1.7000625
Epoch: 1 ---Training accuracy:--- 0.44 Training Loss: 1.7013125 ---Validation accuracy:--- 0.4408 Validation Loss: 1.6976861
Epoch: 1 ---Training accuracy:--- 0.535 Training Loss: 1.6183361 ---Validation accuracy:--- 0.4428 Validation Loss: 1.6955633
Epoch: 1 ---Training accuracy:--- 0.515 Training Loss: 1.6052718 ---Validation accuracy:--- 0.4446 Validation Loss: 1.6935996
Epoch: 1 ---Training accuracy:--- 0.425 Training Loss: 1.6939365 ---Validation accuracy:--- 0.4446 Validation Loss: 1.6911786
Epoch: 1 ---Training accuracy:--- 0.475 Training Loss: 1.6511621 ---Validation accuracy:--- 0.4456 Validation Loss: 1.6890756
Epoch: 1 ---Training accuracy:--- 0.42 Training Loss: 1.7071418 ---Validation accuracy:--- 0.4452 Validation Loss: 1.6866617
Epoch: 1 ---Training accuracy:--- 0.405 Training Loss: 1.7697428 ---Validation accuracy:--- 0.4452 Validation Loss: 1.6846602
Epoch: 1 ---Training accuracy:--- 0.5 Training Loss: 1.6314235 ---Validation accuracy:--- 0.4468 Validation Loss: 1.6822017
Epoch: 1 ---Training accuracy:--- 0.445 Training Loss: 1.6881454 ---Validation accuracy:--- 0.448 Validation Loss: 1.6802174
Epoch: 1 ---Training accuracy:--- 0.53 Training Loss: 1.6416858 ---Validation accuracy:--- 0.4488 Validation Loss: 1.6781355
Epoch: 1 ---Training accuracy:--- 0.495 Training Loss: 1.6161569 ---Validation accuracy:--- 0.4498 Validation Loss: 1.6760559
Epoch: 1 ---Training accuracy:--- 0.46 Training Loss: 1.6718309 ---Validation accuracy:--- 0.449 Validation Loss: 1.6739726
Epoch: 1 ---Training accuracy:--- 0.46 Training Loss: 1.6502283 ---Validation accuracy:--- 0.4514 Validation Loss: 1.6717517
Epoch: 1 ---Training accuracy:--- 0.455 Training Loss: 1.6687245 ---Validation accuracy:--- 0.4522 Validation Loss: 1.670184
Epoch: 1 ---Training accuracy:--- 0.51 Training Loss: 1.64831 ---Validation accuracy:--- 0.4528 Validation Loss: 1.6679782
Epoch: 1 ---Training accuracy:--- 0.44 Training Loss: 1.6826144 ---Validation accuracy:--- 0.4536 Validation Loss: 1.6660281
Epoch: 1 ---Training accuracy:--- 0.47 Training Loss: 1.6084893 ---Validation accuracy:--- 0.455 Validation Loss: 1.6642139
Epoch: 1 ---Training accuracy:--- 0.525 Training Loss: 1.602128 ---Validation accuracy:--- 0.4562 Validation Loss: 1.6620831
Epoch: 1 ---Training accuracy:--- 0.41 Training Loss: 1.7013693 ---Validation accuracy:--- 0.457 Validation Loss: 1.6598347
Epoch: 1 ---Training accuracy:--- 0.475 Training Loss: 1.6167207 ---Validation accuracy:--- 0.459 Validation Loss: 1.6577498
Epoch: 1 ---Training accuracy:--- 0.45 Training Loss: 1.6485349 ---Validation accuracy:--- 0.4586 Validation Loss: 1.6551557
Epoch: 1 ---Training accuracy:--- 0.455 Training Loss: 1.6890007 ---Validation accuracy:--- 0.4584 Validation Loss: 1.6528176
Epoch: 1 ---Training accuracy:--- 0.43 Training Loss: 1.6885355 ---Validation accuracy:--- 0.4588 Validation Loss: 1.6503488
Epoch: 1 ---Training accuracy:--- 0.44 Training Loss: 1.6447122 ---Validation accuracy:--- 0.4594 Validation Loss: 1.6483543
Epoch: 1 ---Training accuracy:--- 0.46 Training Loss: 1.6033072 ---Validation accuracy:--- 0.4604 Validation Loss: 1.6462231
Epoch: 1 ---Training accuracy:--- 0.46 Training Loss: 1.632638 ---Validation accuracy:--- 0.4592 Validation Loss: 1.6443186
Epoch: 1 ---Training accuracy:--- 0.515 Training Loss: 1.6157532 ---Validation accuracy:--- 0.4616 Validation Loss: 1.6423997
Epoch: 1 ---Training accuracy:--- 0.43 Training Loss: 1.6844727 ---Validation accuracy:--- 0.4622 Validation Loss: 1.6401625
Epoch: 1 ---Training accuracy:--- 0.485 Training Loss: 1.6335303 ---Validation accuracy:--- 0.4642 Validation Loss: 1.6379926
Epoch: 1 ---Training accuracy:--- 0.405 Training Loss: 1.7173812 ---Validation accuracy:--- 0.4646 Validation Loss: 1.6354592
Epoch: 1 ---Training accuracy:--- 0.48 Training Loss: 1.5745456 ---Validation accuracy:--- 0.4672 Validation Loss: 1.6329845
Epoch: 1 ---Training accuracy:--- 0.425 Training Loss: 1.7116516 ---Validation accuracy:--- 0.4682 Validation Loss: 1.6306576
Epoch: 1 ---Training accuracy:--- 0.445 Training Loss: 1.6620349 ---Validation accuracy:--- 0.4684 Validation Loss: 1.6287209
Epoch: 1 ---Training accuracy:--- 0.465 Training Loss: 1.6595085 ---Validation accuracy:--- 0.4702 Validation Loss: 1.6266369
Epoch: 1 ---Training accuracy:--- 0.47 Training Loss: 1.5981803 ---Validation accuracy:--- 0.4716 Validation Loss: 1.6247202
Epoch: 1 ---Training accuracy:--- 0.495 Training Loss: 1.6267699 ---Validation accuracy:--- 0.4686 Validation Loss: 1.622441
Epoch: 1 ---Training accuracy:--- 0.54 Training Loss: 1.5661615 ---Validation accuracy:--- 0.4708 Validation Loss: 1.6200873
Epoch: 1 ---Training accuracy:--- 0.475 Training Loss: 1.6466653 ---Validation accuracy:--- 0.4712 Validation Loss: 1.618075
Epoch: 1 ---Training accuracy:--- 0.505 Training Loss: 1.6325493 ---Validation accuracy:--- 0.4728 Validation Loss: 1.6157879
Epoch: 1 ---Training accuracy:--- 0.455 Training Loss: 1.618703 ---Validation accuracy:--- 0.4722 Validation Loss: 1.613834
Epoch: 1 ---Training accuracy:--- 0.505 Training Loss: 1.5646307 ---Validation accuracy:--- 0.4722 Validation Loss: 1.6116335
Epoch: 1 ---Training accuracy:--- 0.505 Training Loss: 1.5622771 ---Validation accuracy:--- 0.4744 Validation Loss: 1.6095641
Epoch: 1 ---Training accuracy:--- 0.42 Training Loss: 1.6407318 ---Validation accuracy:--- 0.4756 Validation Loss: 1.6073862
Epoch: 1 ---Training accuracy:--- 0.51 Training Loss: 1.588222 ---Validation accuracy:--- 0.4772 Validation Loss: 1.6050092
Epoch: 1 ---Training accuracy:--- 0.465 Training Loss: 1.551625 ---Validation accuracy:--- 0.4794 Validation Loss: 1.6030111
Epoch: 1 ---Training accuracy:--- 0.435 Training Loss: 1.6674414 ---Validation accuracy:--- 0.4804 Validation Loss: 1.6005005
Epoch: 1 ---Training accuracy:--- 0.545 Training Loss: 1.5724181 ---Validation accuracy:--- 0.4806 Validation Loss: 1.5986421
Epoch: 1 ---Training accuracy:--- 0.42 Training Loss: 1.6896156 ---Validation accuracy:--- 0.4818 Validation Loss: 1.5962125
Epoch: 1 ---Training accuracy:--- 0.48 Training Loss: 1.5481482 ---Validation accuracy:--- 0.4828 Validation Loss: 1.593928
Epoch: 1 ---Training accuracy:--- 0.505 Training Loss: 1.545354 ---Validation accuracy:--- 0.4836 Validation Loss: 1.5916173
Epoch: 1 ---Training accuracy:--- 0.495 Training Loss: 1.5525062 ---Validation accuracy:--- 0.4858 Validation Loss: 1.5892227
Epoch: 1 ---Training accuracy:--- 0.5 Training Loss: 1.582341 ---Validation accuracy:--- 0.4876 Validation Loss: 1.5870503
Epoch: 1 ---Training accuracy:--- 0.56 Training Loss: 1.5477923 ---Validation accuracy:--- 0.487 Validation Loss: 1.5847915
Epoch: 1 ---Training accuracy:--- 0.535 Training Loss: 1.5243236 ---Validation accuracy:--- 0.4898 Validation Loss: 1.5825291
Epoch: 1 ---Training accuracy:--- 0.515 Training Loss: 1.518843 ---Validation accuracy:--- 0.4914 Validation Loss: 1.5801892
Epoch: 1 ---Training accuracy:--- 0.555 Training Loss: 1.5283507 ---Validation accuracy:--- 0.4928 Validation Loss: 1.5781971
Epoch: 1 ---Training accuracy:--- 0.425 Training Loss: 1.6282783 ---Validation accuracy:--- 0.4934 Validation Loss: 1.5762532
Epoch: 1 ---Training accuracy:--- 0.52 Training Loss: 1.5321411 ---Validation accuracy:--- 0.497 Validation Loss: 1.5741551
Epoch: 1 ---Training accuracy:--- 0.48 Training Loss: 1.6269947 ---Validation accuracy:--- 0.4978 Validation Loss: 1.572133
Epoch: 1 ---Training accuracy:--- 0.515 Training Loss: 1.5296946 ---Validation accuracy:--- 0.4962 Validation Loss: 1.5697958
Epoch: 1 ---Training accuracy:--- 0.515 Training Loss: 1.5680615 ---Validation accuracy:--- 0.4976 Validation Loss: 1.5677395
Epoch: 1 ---Training accuracy:--- 0.555 Training Loss: 1.4853402 ---Validation accuracy:--- 0.4988 Validation Loss: 1.5655912
Epoch: 1 ---Training accuracy:--- 0.49 Training Loss: 1.5888932 ---Validation accuracy:--- 0.5014 Validation Loss: 1.5639006
Epoch: 1 ---Training accuracy:--- 0.505 Training Loss: 1.5641655 ---Validation accuracy:--- 0.5042 Validation Loss: 1.5618927
Epoch: 1 ---Training accuracy:--- 0.52 Training Loss: 1.5017684 ---Validation accuracy:--- 0.5062 Validation Loss: 1.5598083
Epoch: 1 ---Training accuracy:--- 0.51 Training Loss: 1.5598619 ---Validation accuracy:--- 0.5068 Validation Loss: 1.5572851
Epoch: 1 ---Training accuracy:--- 0.505 Training Loss: 1.6058316 ---Validation accuracy:--- 0.5074 Validation Loss: 1.5552808
Epoch: 1 ---Training accuracy:--- 0.505 Training Loss: 1.5504602 ---Validation accuracy:--- 0.508 Validation Loss: 1.5534623
Epoch: 1 ---Training accuracy:--- 0.57 Training Loss: 1.4274933 ---Validation accuracy:--- 0.5076 Validation Loss: 1.5517912
Epoch: 1 ---Training accuracy:--- 0.525 Training Loss: 1.4911331 ---Validation accuracy:--- 0.508 Validation Loss: 1.5501602
Epoch: 1 ---Training accuracy:--- 0.44 Training Loss: 1.6607116 ---Validation accuracy:--- 0.508 Validation Loss: 1.5475514
Epoch: 1 ---Training accuracy:--- 0.51 Training Loss: 1.5450462 ---Validation accuracy:--- 0.5104 Validation Loss: 1.5452446
Epoch: 1 ---Training accuracy:--- 0.47 Training Loss: 1.5805678 ---Validation accuracy:--- 0.5112 Validation Loss: 1.5435653
Epoch: 1 ---Training accuracy:--- 0.58 Training Loss: 1.4346913 ---Validation accuracy:--- 0.5108 Validation Loss: 1.5409812
Epoch: 1 ---Training accuracy:--- 0.505 Training Loss: 1.6260061 ---Validation accuracy:--- 0.5074 Validation Loss: 1.5398935
Epoch: 1 ---Training accuracy:--- 0.51 Training Loss: 1.523958 ---Validation accuracy:--- 0.507 Validation Loss: 1.5379268
Epoch: 1 ---Training accuracy:--- 0.445 Training Loss: 1.5959482 ---Validation accuracy:--- 0.5088 Validation Loss: 1.5351769
Epoch: 1 ---Training accuracy:--- 0.475 Training Loss: 1.5993167 ---Validation accuracy:--- 0.5102 Validation Loss: 1.5330006
Epoch: 1 ---Training accuracy:--- 0.5 Training Loss: 1.5411001 ---Validation accuracy:--- 0.5122 Validation Loss: 1.5306525
Epoch: 1 ---Training accuracy:--- 0.525 Training Loss: 1.4804093 ---Validation accuracy:--- 0.5102 Validation Loss: 1.528842
Epoch: 1 ---Training accuracy:--- 0.49 Training Loss: 1.5325425 ---Validation accuracy:--- 0.514 Validation Loss: 1.5273738
Epoch: 1 ---Training accuracy:--- 0.565 Training Loss: 1.4341171 ---Validation accuracy:--- 0.5138 Validation Loss: 1.5252668
Epoch: 1 ---Training accuracy:--- 0.545 Training Loss: 1.47054 ---Validation accuracy:--- 0.5146 Validation Loss: 1.5225168
Epoch: 1 ---Training accuracy:--- 0.535 Training Loss: 1.4858557 ---Validation accuracy:--- 0.5152 Validation Loss: 1.520081
Epoch: 1 ---Training accuracy:--- 0.48 Training Loss: 1.5405911 ---Validation accuracy:--- 0.518 Validation Loss: 1.5173627
Epoch: 1 ---Training accuracy:--- 0.445 Training Loss: 1.6097131 ---Validation accuracy:--- 0.521 Validation Loss: 1.5149798
Epoch: 1 ---Training accuracy:--- 0.48 Training Loss: 1.5366406 ---Validation accuracy:--- 0.5232 Validation Loss: 1.5126867
Epoch: 1 ---Training accuracy:--- 0.545 Training Loss: 1.4906384 ---Validation accuracy:--- 0.524 Validation Loss: 1.5105774
Epoch: 1 ---Training accuracy:--- 0.55 Training Loss: 1.4960147 ---Validation accuracy:--- 0.5248 Validation Loss: 1.5087805
Epoch: 1 ---Training accuracy:--- 0.55 Training Loss: 1.4432791 ---Validation accuracy:--- 0.5242 Validation Loss: 1.507123
Epoch: 1 ---Training accuracy:--- 0.545 Training Loss: 1.3992015 ---Validation accuracy:--- 0.5256 Validation Loss: 1.5052483
Epoch: 1 ---Training accuracy:--- 0.54 Training Loss: 1.4907483 ---Validation accuracy:--- 0.526 Validation Loss: 1.5027124
Epoch: 1 ---Training accuracy:--- 0.515 Training Loss: 1.5029047 ---Validation accuracy:--- 0.5284 Validation Loss: 1.5004853
Epoch: 1 ---Training accuracy:--- 0.49 Training Loss: 1.5457187 ---Validation accuracy:--- 0.5282 Validation Loss: 1.4981855
Epoch: 1 ---Training accuracy:--- 0.565 Training Loss: 1.4733727 ---Validation accuracy:--- 0.5294 Validation Loss: 1.4960607
Epoch: 1 ---Training accuracy:--- 0.56 Training Loss: 1.4551648 ---Validation accuracy:--- 0.5318 Validation Loss: 1.4935602
Epoch: 1 ---Training accuracy:--- 0.505 Training Loss: 1.4845147 ---Validation accuracy:--- 0.532 Validation Loss: 1.4912428
Epoch: 1 ---Training accuracy:--- 0.555 Training Loss: 1.4630902 ---Validation accuracy:--- 0.5348 Validation Loss: 1.4890057
Epoch: 1 ---Training accuracy:--- 0.505 Training Loss: 1.5084894 ---Validation accuracy:--- 0.5348 Validation Loss: 1.4870592
Epoch: 1 ---Training accuracy:--- 0.535 Training Loss: 1.4457859 ---Validation accuracy:--- 0.535 Validation Loss: 1.4850558
Epoch: 1 ---Training accuracy:--- 0.505 Training Loss: 1.5063379 ---Validation accuracy:--- 0.5356 Validation Loss: 1.4830437
Epoch: 1 ---Training accuracy:--- 0.54 Training Loss: 1.5193214 ---Validation accuracy:--- 0.5376 Validation Loss: 1.4808502
Epoch: 1 ---Training accuracy:--- 0.51 Training Loss: 1.4925433 ---Validation accuracy:--- 0.5402 Validation Loss: 1.478524
Epoch: 1 ---Training accuracy:--- 0.625 Training Loss: 1.3703253 ---Validation accuracy:--- 0.541 Validation Loss: 1.4767443
Epoch: 1 ---Training accuracy:--- 0.53 Training Loss: 1.5132513 ---Validation accuracy:--- 0.5412 Validation Loss: 1.4746615
Epoch: 1 ---Training accuracy:--- 0.55 Training Loss: 1.4878027 ---Validation accuracy:--- 0.5446 Validation Loss: 1.4723572
Epoch: 1 ---Training accuracy:--- 0.55 Training Loss: 1.4352647 ---Validation accuracy:--- 0.5436 Validation Loss: 1.4703166
Epoch: 1 ---Training accuracy:--- 0.605 Training Loss: 1.387897 ---Validation accuracy:--- 0.5458 Validation Loss: 1.4679098
Epoch: 1 ---Training accuracy:--- 0.53 Training Loss: 1.4543347 ---Validation accuracy:--- 0.545 Validation Loss: 1.4661077
Epoch: 1 ---Training accuracy:--- 0.535 Training Loss: 1.4362183 ---Validation accuracy:--- 0.545 Validation Loss: 1.4633293
Epoch: 1 ---Training accuracy:--- 0.6 Training Loss: 1.4005638 ---Validation accuracy:--- 0.548 Validation Loss: 1.4611388
Epoch: 1 ---Training accuracy:--- 0.565 Training Loss: 1.4377273 ---Validation accuracy:--- 0.5506 Validation Loss: 1.4590886
Epoch: 1 ---Training accuracy:--- 0.545 Training Loss: 1.5230591 ---Validation accuracy:--- 0.5502 Validation Loss: 1.457414
Epoch: 1 ---Training accuracy:--- 0.505 Training Loss: 1.5245998 ---Validation accuracy:--- 0.5484 Validation Loss: 1.4555906
Epoch: 1 ---Training accuracy:--- 0.55 Training Loss: 1.4300811 ---Validation accuracy:--- 0.5516 Validation Loss: 1.4536039
Epoch: 1 ---Training accuracy:--- 0.605 Training Loss: 1.3646659 ---Validation accuracy:--- 0.5528 Validation Loss: 1.4510893
Epoch: 1 ---Training accuracy:--- 0.51 Training Loss: 1.5031216 ---Validation accuracy:--- 0.5548 Validation Loss: 1.4493287
Epoch: 1 ---Training accuracy:--- 0.53 Training Loss: 1.4670606 ---Validation accuracy:--- 0.5566 Validation Loss: 1.4471443
Epoch: 1 ---Training accuracy:--- 0.51 Training Loss: 1.4636505 ---Validation accuracy:--- 0.5568 Validation Loss: 1.4454019
Epoch: 1 ---Training accuracy:--- 0.545 Training Loss: 1.4712491 ---Validation accuracy:--- 0.5574 Validation Loss: 1.4432238
Epoch: 1 ---Training accuracy:--- 0.595 Training Loss: 1.4096533 ---Validation accuracy:--- 0.5594 Validation Loss: 1.4408531
Epoch: 1 ---Training accuracy:--- 0.585 Training Loss: 1.4035202 ---Validation accuracy:--- 0.5612 Validation Loss: 1.4388655
Epoch: 1 ---Training accuracy:--- 0.585 Training Loss: 1.3700194 ---Validation accuracy:--- 0.5622 Validation Loss: 1.4372832
Epoch: 1 ---Training accuracy:--- 0.585 Training Loss: 1.406434 ---Validation accuracy:--- 0.5658 Validation Loss: 1.4349858
Epoch: 1 ---Training accuracy:--- 0.58 Training Loss: 1.4723535 ---Validation accuracy:--- 0.5662 Validation Loss: 1.4326793
Epoch: 1 ---Training accuracy:--- 0.54 Training Loss: 1.3955423 ---Validation accuracy:--- 0.5664 Validation Loss: 1.4306728
Epoch: 1 ---Training accuracy:--- 0.505 Training Loss: 1.5433121 ---Validation accuracy:--- 0.565 Validation Loss: 1.4286512
Epoch: 1 ---Training accuracy:--- 0.555 Training Loss: 1.4581325 ---Validation accuracy:--- 0.5652 Validation Loss: 1.4261278
Epoch: 1 ---Training accuracy:--- 0.58 Training Loss: 1.3557171 ---Validation accuracy:--- 0.5672 Validation Loss: 1.4238878
Epoch: 1 ---Training accuracy:--- 0.595 Training Loss: 1.344623 ---Validation accuracy:--- 0.568 Validation Loss: 1.4216095
Epoch: 1 ---Training accuracy:--- 0.535 Training Loss: 1.4464728 ---Validation accuracy:--- 0.5692 Validation Loss: 1.4197705
Epoch: 1 ---Training accuracy:--- 0.575 Training Loss: 1.4274865 ---Validation accuracy:--- 0.5684 Validation Loss: 1.4173985
Epoch: 1 ---Training accuracy:--- 0.62 Training Loss: 1.3534834 ---Validation accuracy:--- 0.5686 Validation Loss: 1.4153587
Epoch: 1 ---Training accuracy:--- 0.545 Training Loss: 1.44208 ---Validation accuracy:--- 0.573 Validation Loss: 1.4137262
Epoch: 1 ---Training accuracy:--- 0.54 Training Loss: 1.4939972 ---Validation accuracy:--- 0.573 Validation Loss: 1.4113207
Epoch: 1 ---Training accuracy:--- 0.53 Training Loss: 1.4939061 ---Validation accuracy:--- 0.573 Validation Loss: 1.4092125
Epoch: 1 ---Training accuracy:--- 0.58 Training Loss: 1.3851557 ---Validation accuracy:--- 0.5708 Validation Loss: 1.4074886
Epoch: 1 ---Training accuracy:--- 0.54 Training Loss: 1.4872234 ---Validation accuracy:--- 0.5766 Validation Loss: 1.4049999
Epoch: 1 ---Training accuracy:--- 0.57 Training Loss: 1.481037 ---Validation accuracy:--- 0.5758 Validation Loss: 1.4029522
Epoch: 1 ---Training accuracy:--- 0.59 Training Loss: 1.395779 ---Validation accuracy:--- 0.5748 Validation Loss: 1.4009681
Epoch: 1 ---Training accuracy:--- 0.625 Training Loss: 1.4164616 ---Validation accuracy:--- 0.578 Validation Loss: 1.3989631
Epoch: 1 ---Training accuracy:--- 0.525 Training Loss: 1.4716953 ---Validation accuracy:--- 0.579 Validation Loss: 1.3969983
Epoch: 1 ---Training accuracy:--- 0.63 Training Loss: 1.3308606 ---Validation accuracy:--- 0.581 Validation Loss: 1.3951207
Epoch: 1 ---Training accuracy:--- 0.6 Training Loss: 1.381836 ---Validation accuracy:--- 0.5814 Validation Loss: 1.3932072
Epoch: 1 ---Training accuracy:--- 0.63 Training Loss: 1.2926098 ---Validation accuracy:--- 0.5828 Validation Loss: 1.3914324
Epoch: 1 ---Training accuracy:--- 0.575 Training Loss: 1.4560714 ---Validation accuracy:--- 0.5846 Validation Loss: 1.389609
Epoch: 1 ---Training accuracy:--- 0.63 Training Loss: 1.3689322 ---Validation accuracy:--- 0.5868 Validation Loss: 1.3873127
Epoch: 1 ---Training accuracy:--- 0.64 Training Loss: 1.3406632 ---Validation accuracy:--- 0.5864 Validation Loss: 1.385435
Epoch: 1 ---Training accuracy:--- 0.55 Training Loss: 1.3844424 ---Validation accuracy:--- 0.5882 Validation Loss: 1.3828694
Epoch: 1 ---Training accuracy:--- 0.54 Training Loss: 1.4626517 ---Validation accuracy:--- 0.588 Validation Loss: 1.3806018
Epoch: 1 ---Training accuracy:--- 0.61 Training Loss: 1.3590931 ---Validation accuracy:--- 0.5892 Validation Loss: 1.3782979
Epoch: 1 ---Training accuracy:--- 0.645 Training Loss: 1.3291483 ---Validation accuracy:--- 0.59 Validation Loss: 1.3762275
Epoch: 1 ---Training accuracy:--- 0.595 Training Loss: 1.3906641 ---Validation accuracy:--- 0.5896 Validation Loss: 1.3741937
Epoch: 1 ---Training accuracy:--- 0.565 Training Loss: 1.3907608 ---Validation accuracy:--- 0.5914 Validation Loss: 1.3722248
Epoch: 1 ---Training accuracy:--- 0.575 Training Loss: 1.3576518 ---Validation accuracy:--- 0.5896 Validation Loss: 1.3702953
Epoch: 1 ---Training accuracy:--- 0.615 Training Loss: 1.3442153 ---Validation accuracy:--- 0.591 Validation Loss: 1.367949
Epoch: 1 ---Training accuracy:--- 0.7 Training Loss: 1.2842059 ---Validation accuracy:--- 0.5936 Validation Loss: 1.3664737
Epoch: 1 ---Training accuracy:--- 0.555 Training Loss: 1.4353524 ---Validation accuracy:--- 0.5932 Validation Loss: 1.3643045
Epoch: 1 ---Training accuracy:--- 0.595 Training Loss: 1.3668054 ---Validation accuracy:--- 0.5962 Validation Loss: 1.3619667
Epoch: 1 ---Training accuracy:--- 0.59 Training Loss: 1.3622305 ---Validation accuracy:--- 0.5968 Validation Loss: 1.3596745
Epoch: 1 ---Training accuracy:--- 0.645 Training Loss: 1.3305657 ---Validation accuracy:--- 0.6004 Validation Loss: 1.3581254
Epoch: 1 ---Training accuracy:--- 0.58 Training Loss: 1.3839438 ---Validation accuracy:--- 0.6014 Validation Loss: 1.356498
Epoch: 1 ---Training accuracy:--- 0.635 Training Loss: 1.3504492 ---Validation accuracy:--- 0.6002 Validation Loss: 1.3543675
Epoch: 1 ---Training accuracy:--- 0.61 Training Loss: 1.2968549 ---Validation accuracy:--- 0.5996 Validation Loss: 1.3526204
Epoch: 1 ---Training accuracy:--- 0.635 Training Loss: 1.3486255 ---Validation accuracy:--- 0.5982 Validation Loss: 1.3509443
Epoch: 1 ---Training accuracy:--- 0.635 Training Loss: 1.3160071 ---Validation accuracy:--- 0.5994 Validation Loss: 1.3486522
Epoch: 1 ---Training accuracy:--- 0.595 Training Loss: 1.3386722 ---Validation accuracy:--- 0.598 Validation Loss: 1.3468696
Epoch: 1 ---Training accuracy:--- 0.57 Training Loss: 1.3626187 ---Validation accuracy:--- 0.6002 Validation Loss: 1.3445084
Epoch: 1 ---Training accuracy:--- 0.61 Training Loss: 1.2999023 ---Validation accuracy:--- 0.6028 Validation Loss: 1.3424238
Epoch: 1 ---Training accuracy:--- 0.635 Training Loss: 1.3196411 ---Validation accuracy:--- 0.6046 Validation Loss: 1.3408668
Epoch: 1 ---Training accuracy:--- 0.64 Training Loss: 1.2866964 ---Validation accuracy:--- 0.6042 Validation Loss: 1.338883
Epoch: 1 ---Training accuracy:--- 0.615 Training Loss: 1.3729907 ---Validation accuracy:--- 0.606 Validation Loss: 1.3371273
Epoch: 1 ---Training accuracy:--- 0.58 Training Loss: 1.4371997 ---Validation accuracy:--- 0.6064 Validation Loss: 1.3355666
Epoch: 1 ---Training accuracy:--- 0.575 Training Loss: 1.3488224 ---Validation accuracy:--- 0.6076 Validation Loss: 1.333981
Epoch: 1 ---Training accuracy:--- 0.575 Training Loss: 1.3603917 ---Validation accuracy:--- 0.6104 Validation Loss: 1.3322114
Epoch: 1 ---Training accuracy:--- 0.625 Training Loss: 1.2772076 ---Validation accuracy:--- 0.6136 Validation Loss: 1.3303156
Epoch: 1 ---Training accuracy:--- 0.655 Training Loss: 1.2809619 ---Validation accuracy:--- 0.615 Validation Loss: 1.3278469
Epoch: 1 ---Training accuracy:--- 0.605 Training Loss: 1.2863891 ---Validation accuracy:--- 0.618 Validation Loss: 1.3255118
Epoch: 1 ---Training accuracy:--- 0.575 Training Loss: 1.3975827 ---Validation accuracy:--- 0.6188 Validation Loss: 1.3229307
Epoch: 1 ---Training accuracy:--- 0.62 Training Loss: 1.2907608 ---Validation accuracy:--- 0.619 Validation Loss: 1.3210328
Epoch: 1 ---Training accuracy:--- 0.62 Training Loss: 1.3483266 ---Validation accuracy:--- 0.6232 Validation Loss: 1.319284
Epoch: 1 ---Training accuracy:--- 0.61 Training Loss: 1.3679172 ---Validation accuracy:--- 0.6228 Validation Loss: 1.316935
Epoch: 1 ---Training accuracy:--- 0.615 Training Loss: 1.3459659 ---Validation accuracy:--- 0.6238 Validation Loss: 1.3148245
Epoch: 1 ---Training accuracy:--- 0.615 Training Loss: 1.2514797 ---Validation accuracy:--- 0.6242 Validation Loss: 1.3127731
Epoch: 1 ---Training accuracy:--- 0.7 Training Loss: 1.2042421 ---Validation accuracy:--- 0.6218 Validation Loss: 1.3107066
Epoch: 1 ---Training accuracy:--- 0.575 Training Loss: 1.3516389 ---Validation accuracy:--- 0.6244 Validation Loss: 1.3084087
Epoch: 1 ---Training accuracy:--- 0.655 Training Loss: 1.2497098 ---Validation accuracy:--- 0.623 Validation Loss: 1.3068604
Epoch: 1 ---Training accuracy:--- 0.645 Training Loss: 1.253224 ---Validation accuracy:--- 0.6248 Validation Loss: 1.3044207
Epoch: 1 ---Training accuracy:--- 0.6 Training Loss: 1.3072721 ---Validation accuracy:--- 0.624 Validation Loss: 1.3027471
Epoch: 1 ---Training accuracy:--- 0.655 Training Loss: 1.2891368 ---Validation accuracy:--- 0.627 Validation Loss: 1.3009499
Epoch: 1 ---Training accuracy:--- 0.655 Training Loss: 1.3143076 ---Validation accuracy:--- 0.625 Validation Loss: 1.299203
Epoch: 1 ---Training accuracy:--- 0.65 Training Loss: 1.2911551 ---Validation accuracy:--- 0.626 Validation Loss: 1.2970227
Epoch: 1 ---Training accuracy:--- 0.615 Training Loss: 1.3380209 ---Validation accuracy:--- 0.6286 Validation Loss: 1.2950583
Epoch: 1 ---Training accuracy:--- 0.635 Training Loss: 1.2956553 ---Validation accuracy:--- 0.6308 Validation Loss: 1.292659
Epoch: 1 ---Training accuracy:--- 0.64 Training Loss: 1.287558 ---Validation accuracy:--- 0.63 Validation Loss: 1.2910293
Epoch: 1 ---Training accuracy:--- 0.635 Training Loss: 1.2876784 ---Validation accuracy:--- 0.6328 Validation Loss: 1.2890548
Epoch: 1 ---Training accuracy:--- 0.655 Training Loss: 1.2012639 ---Validation accuracy:--- 0.6338 Validation Loss: 1.2873936
Epoch: 1 ---Training accuracy:--- 0.625 Training Loss: 1.2489402 ---Validation accuracy:--- 0.6336 Validation Loss: 1.2850616
Epoch: 1 ---Training accuracy:--- 0.62 Training Loss: 1.279454 ---Validation accuracy:--- 0.6352 Validation Loss: 1.2832439
Epoch: 1 ---Training accuracy:--- 0.68 Training Loss: 1.2807574 ---Validation accuracy:--- 0.6348 Validation Loss: 1.2817414
Epoch: 1 ---Training accuracy:--- 0.56 Training Loss: 1.3837482 ---Validation accuracy:--- 0.6362 Validation Loss: 1.2796154
Epoch: 1 ---Training accuracy:--- 0.645 Training Loss: 1.2498206 ---Validation accuracy:--- 0.6356 Validation Loss: 1.2778635
Epoch: 1 ---Training accuracy:--- 0.705 Training Loss: 1.1848583 ---Validation accuracy:--- 0.6382 Validation Loss: 1.2758347
Epoch: 1 ---Training accuracy:--- 0.66 Training Loss: 1.2047601 ---Validation accuracy:--- 0.6384 Validation Loss: 1.2740532
Epoch: 1 ---Training accuracy:--- 0.64 Training Loss: 1.282124 ---Validation accuracy:--- 0.6392 Validation Loss: 1.2721841
Epoch: 1 ---Training accuracy:--- 0.645 Training Loss: 1.2834429 ---Validation accuracy:--- 0.6388 Validation Loss: 1.2704029
Epoch: 1 ---Training accuracy:--- 0.665 Training Loss: 1.2344338 ---Validation accuracy:--- 0.6402 Validation Loss: 1.2684556
Epoch: 1 ---Training accuracy:--- 0.635 Training Loss: 1.2169003 ---Validation accuracy:--- 0.6396 Validation Loss: 1.2665911
Epoch: 1 ---Training accuracy:--- 0.72 Training Loss: 1.1625477 ---Validation accuracy:--- 0.6366 Validation Loss: 1.264678
Epoch: 1 ---Training accuracy:--- 0.66 Training Loss: 1.2581351 ---Validation accuracy:--- 0.6382 Validation Loss: 1.2626798
Epoch: 1 ---Training accuracy:--- 0.635 Training Loss: 1.2688168 ---Validation accuracy:--- 0.639 Validation Loss: 1.2607225
Epoch: 1 ---Training accuracy:--- 0.61 Training Loss: 1.2501414 ---Validation accuracy:--- 0.6434 Validation Loss: 1.2585171
Epoch: 1 ---Training accuracy:--- 0.7 Training Loss: 1.1820904 ---Validation accuracy:--- 0.6414 Validation Loss: 1.2567983
Epoch: 1 ---Training accuracy:--- 0.655 Training Loss: 1.1954715 ---Validation accuracy:--- 0.6402 Validation Loss: 1.2549814
Epoch: 1 ---Training accuracy:--- 0.625 Training Loss: 1.2625251 ---Validation accuracy:--- 0.6396 Validation Loss: 1.2535486
Epoch: 1 ---Training accuracy:--- 0.625 Training Loss: 1.2910843 ---Validation accuracy:--- 0.6408 Validation Loss: 1.2515175
Epoch: 1 ---Training accuracy:--- 0.675 Training Loss: 1.2208222 ---Validation accuracy:--- 0.641 Validation Loss: 1.2496068
Epoch: 1 ---Training accuracy:--- 0.675 Training Loss: 1.1890401 ---Validation accuracy:--- 0.6386 Validation Loss: 1.248244
Epoch: 1 ---Training accuracy:--- 0.69 Training Loss: 1.212924 ---Validation accuracy:--- 0.638 Validation Loss: 1.2473018
Epoch: 1 ---Training accuracy:--- 0.645 Training Loss: 1.2408872 ---Validation accuracy:--- 0.6394 Validation Loss: 1.2453157
Epoch: 1 ---Training accuracy:--- 0.58 Training Loss: 1.2388711 ---Validation accuracy:--- 0.6388 Validation Loss: 1.243641
Epoch: 1 ---Training accuracy:--- 0.61 Training Loss: 1.2274086 ---Validation accuracy:--- 0.6402 Validation Loss: 1.2410625
Epoch: 1 ---Training accuracy:--- 0.635 Training Loss: 1.231829 ---Validation accuracy:--- 0.6392 Validation Loss: 1.239859
Epoch: 1 ---Training accuracy:--- 0.665 Training Loss: 1.2733611 ---Validation accuracy:--- 0.64 Validation Loss: 1.23856
Epoch: 1 ---Training accuracy:--- 0.655 Training Loss: 1.2525901 ---Validation accuracy:--- 0.6416 Validation Loss: 1.2354186
Epoch: 1 ---Training accuracy:--- 0.645 Training Loss: 1.209914 ---Validation accuracy:--- 0.6428 Validation Loss: 1.2335964
Epoch: 1 ---Training accuracy:--- 0.635 Training Loss: 1.2307622 ---Validation accuracy:--- 0.6454 Validation Loss: 1.2314658
Epoch: 1 ---Training accuracy:--- 0.615 Training Loss: 1.2599636 ---Validation accuracy:--- 0.6446 Validation Loss: 1.229977
Epoch: 1 ---Training accuracy:--- 0.68 Training Loss: 1.2388949 ---Validation accuracy:--- 0.649 Validation Loss: 1.2283595
Epoch: 1 ---Training accuracy:--- 0.64 Training Loss: 1.2161804 ---Validation accuracy:--- 0.6502 Validation Loss: 1.2263551
Epoch: 1 ---Training accuracy:--- 0.655 Training Loss: 1.2232487 ---Validation accuracy:--- 0.6502 Validation Loss: 1.2239437
Epoch: 1 ---Training accuracy:--- 0.685 Training Loss: 1.1828287 ---Validation accuracy:--- 0.6516 Validation Loss: 1.222239
Epoch: 1 ---Training accuracy:--- 0.605 Training Loss: 1.2824643 ---Validation accuracy:--- 0.6508 Validation Loss: 1.2201496
Epoch: 1 ---Training accuracy:--- 0.685 Training Loss: 1.1173831 ---Validation accuracy:--- 0.652 Validation Loss: 1.2177056
Epoch: 2 ---Training accuracy:--- 0.62 Training Loss: 1.2417212 ---Validation accuracy:--- 0.6524 Validation Loss: 1.2155961
Epoch: 2 ---Training accuracy:--- 0.645 Training Loss: 1.250737 ---Validation accuracy:--- 0.6538 Validation Loss: 1.2139472
Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 1.1960461 ---Validation accuracy:--- 0.653 Validation Loss: 1.2122283
Epoch: 2 ---Training accuracy:--- 0.66 Training Loss: 1.1381887 ---Validation accuracy:--- 0.653 Validation Loss: 1.2107762
Epoch: 2 ---Training accuracy:--- 0.68 Training Loss: 1.1593175 ---Validation accuracy:--- 0.6546 Validation Loss: 1.2090505
Epoch: 2 ---Training accuracy:--- 0.64 Training Loss: 1.2154155 ---Validation accuracy:--- 0.655 Validation Loss: 1.2074957
Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 1.1464652 ---Validation accuracy:--- 0.655 Validation Loss: 1.2060783
Epoch: 2 ---Training accuracy:--- 0.635 Training Loss: 1.2448105 ---Validation accuracy:--- 0.6544 Validation Loss: 1.2048652
Epoch: 2 ---Training accuracy:--- 0.64 Training Loss: 1.2113822 ---Validation accuracy:--- 0.6558 Validation Loss: 1.2032205
Epoch: 2 ---Training accuracy:--- 0.66 Training Loss: 1.1910442 ---Validation accuracy:--- 0.6552 Validation Loss: 1.2012787
Epoch: 2 ---Training accuracy:--- 0.67 Training Loss: 1.1690727 ---Validation accuracy:--- 0.6566 Validation Loss: 1.1995908
Epoch: 2 ---Training accuracy:--- 0.73 Training Loss: 1.059876 ---Validation accuracy:--- 0.6576 Validation Loss: 1.1975294
Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 1.1446483 ---Validation accuracy:--- 0.6582 Validation Loss: 1.1954448
Epoch: 2 ---Training accuracy:--- 0.675 Training Loss: 1.2445318 ---Validation accuracy:--- 0.6574 Validation Loss: 1.1931599
Epoch: 2 ---Training accuracy:--- 0.61 Training Loss: 1.2976335 ---Validation accuracy:--- 0.6612 Validation Loss: 1.1915675
Epoch: 2 ---Training accuracy:--- 0.655 Training Loss: 1.1679325 ---Validation accuracy:--- 0.6628 Validation Loss: 1.1894828
Epoch: 2 ---Training accuracy:--- 0.69 Training Loss: 1.1575384 ---Validation accuracy:--- 0.6648 Validation Loss: 1.187222
Epoch: 2 ---Training accuracy:--- 0.69 Training Loss: 1.1301918 ---Validation accuracy:--- 0.665 Validation Loss: 1.1855266
Epoch: 2 ---Training accuracy:--- 0.69 Training Loss: 1.2244717 ---Validation accuracy:--- 0.6654 Validation Loss: 1.1840304
Epoch: 2 ---Training accuracy:--- 0.67 Training Loss: 1.1308423 ---Validation accuracy:--- 0.6682 Validation Loss: 1.182456
Epoch: 2 ---Training accuracy:--- 0.64 Training Loss: 1.2306967 ---Validation accuracy:--- 0.6682 Validation Loss: 1.1811092
Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 1.131915 ---Validation accuracy:--- 0.6676 Validation Loss: 1.1796916
Epoch: 2 ---Training accuracy:--- 0.66 Training Loss: 1.1833638 ---Validation accuracy:--- 0.6686 Validation Loss: 1.1782304
Epoch: 2 ---Training accuracy:--- 0.61 Training Loss: 1.3033147 ---Validation accuracy:--- 0.6684 Validation Loss: 1.176298
Epoch: 2 ---Training accuracy:--- 0.64 Training Loss: 1.2173805 ---Validation accuracy:--- 0.6686 Validation Loss: 1.1745161
Epoch: 2 ---Training accuracy:--- 0.69 Training Loss: 1.1820172 ---Validation accuracy:--- 0.6688 Validation Loss: 1.1727773
Epoch: 2 ---Training accuracy:--- 0.63 Training Loss: 1.2279564 ---Validation accuracy:--- 0.6696 Validation Loss: 1.170977
Epoch: 2 ---Training accuracy:--- 0.635 Training Loss: 1.2194936 ---Validation accuracy:--- 0.6698 Validation Loss: 1.1696272
Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 1.1436175 ---Validation accuracy:--- 0.672 Validation Loss: 1.1682457
Epoch: 2 ---Training accuracy:--- 0.635 Training Loss: 1.1881721 ---Validation accuracy:--- 0.672 Validation Loss: 1.1661541
Epoch: 2 ---Training accuracy:--- 0.62 Training Loss: 1.2151741 ---Validation accuracy:--- 0.6714 Validation Loss: 1.1644125
Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 1.1311628 ---Validation accuracy:--- 0.6744 Validation Loss: 1.16313
Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 1.128029 ---Validation accuracy:--- 0.6736 Validation Loss: 1.1618453
Epoch: 2 ---Training accuracy:--- 0.64 Training Loss: 1.2307969 ---Validation accuracy:--- 0.6744 Validation Loss: 1.1603651
Epoch: 2 ---Training accuracy:--- 0.68 Training Loss: 1.1894046 ---Validation accuracy:--- 0.6738 Validation Loss: 1.1586556
Epoch: 2 ---Training accuracy:--- 0.685 Training Loss: 1.1151915 ---Validation accuracy:--- 0.674 Validation Loss: 1.1567043
Epoch: 2 ---Training accuracy:--- 0.635 Training Loss: 1.2739273 ---Validation accuracy:--- 0.6748 Validation Loss: 1.1550112
Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 1.0952202 ---Validation accuracy:--- 0.675 Validation Loss: 1.1534114
Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 1.1082165 ---Validation accuracy:--- 0.6758 Validation Loss: 1.151658
Epoch: 2 ---Training accuracy:--- 0.615 Training Loss: 1.2516377 ---Validation accuracy:--- 0.6752 Validation Loss: 1.1502017
Epoch: 2 ---Training accuracy:--- 0.615 Training Loss: 1.2849215 ---Validation accuracy:--- 0.6742 Validation Loss: 1.1499139
Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 1.1335984 ---Validation accuracy:--- 0.6766 Validation Loss: 1.1481481
Epoch: 2 ---Training accuracy:--- 0.665 Training Loss: 1.234241 ---Validation accuracy:--- 0.6764 Validation Loss: 1.1464485
Epoch: 2 ---Training accuracy:--- 0.64 Training Loss: 1.1920507 ---Validation accuracy:--- 0.6768 Validation Loss: 1.1438584
Epoch: 2 ---Training accuracy:--- 0.675 Training Loss: 1.128598 ---Validation accuracy:--- 0.6774 Validation Loss: 1.1420552
Epoch: 2 ---Training accuracy:--- 0.65 Training Loss: 1.1914135 ---Validation accuracy:--- 0.6782 Validation Loss: 1.1403967
Epoch: 2 ---Training accuracy:--- 0.685 Training Loss: 1.171944 ---Validation accuracy:--- 0.678 Validation Loss: 1.138235
Epoch: 2 ---Training accuracy:--- 0.675 Training Loss: 1.1045326 ---Validation accuracy:--- 0.6778 Validation Loss: 1.1362964
Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 1.1449823 ---Validation accuracy:--- 0.6756 Validation Loss: 1.1347666
Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 1.1272309 ---Validation accuracy:--- 0.6762 Validation Loss: 1.1331563
Epoch: 2 ---Training accuracy:--- 0.69 Training Loss: 1.1272724 ---Validation accuracy:--- 0.6772 Validation Loss: 1.1313092
Epoch: 2 ---Training accuracy:--- 0.665 Training Loss: 1.1692919 ---Validation accuracy:--- 0.6764 Validation Loss: 1.129809
Epoch: 2 ---Training accuracy:--- 0.665 Training Loss: 1.1765941 ---Validation accuracy:--- 0.6762 Validation Loss: 1.1286603
Epoch: 2 ---Training accuracy:--- 0.665 Training Loss: 1.1508678 ---Validation accuracy:--- 0.6794 Validation Loss: 1.1268238
Epoch: 2 ---Training accuracy:--- 0.64 Training Loss: 1.1750474 ---Validation accuracy:--- 0.6772 Validation Loss: 1.1253788
Epoch: 2 ---Training accuracy:--- 0.735 Training Loss: 1.0426204 ---Validation accuracy:--- 0.6796 Validation Loss: 1.1237621
Epoch: 2 ---Training accuracy:--- 0.69 Training Loss: 1.0976646 ---Validation accuracy:--- 0.6788 Validation Loss: 1.122108
Epoch: 2 ---Training accuracy:--- 0.65 Training Loss: 1.1403791 ---Validation accuracy:--- 0.6776 Validation Loss: 1.120359
Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 1.0994118 ---Validation accuracy:--- 0.6804 Validation Loss: 1.1187922
Epoch: 2 ---Training accuracy:--- 0.73 Training Loss: 0.9821817 ---Validation accuracy:--- 0.6798 Validation Loss: 1.1175789
Epoch: 2 ---Training accuracy:--- 0.67 Training Loss: 1.1145755 ---Validation accuracy:--- 0.6808 Validation Loss: 1.1161042
Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 1.0901537 ---Validation accuracy:--- 0.6826 Validation Loss: 1.1143041
Epoch: 2 ---Training accuracy:--- 0.65 Training Loss: 1.0862982 ---Validation accuracy:--- 0.6844 Validation Loss: 1.1129483
Epoch: 2 ---Training accuracy:--- 0.645 Training Loss: 1.144911 ---Validation accuracy:--- 0.6854 Validation Loss: 1.1115915
Epoch: 2 ---Training accuracy:--- 0.68 Training Loss: 1.0886166 ---Validation accuracy:--- 0.6848 Validation Loss: 1.1102344
Epoch: 2 ---Training accuracy:--- 0.615 Training Loss: 1.1906078 ---Validation accuracy:--- 0.6832 Validation Loss: 1.1085556
Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 1.0746417 ---Validation accuracy:--- 0.6806 Validation Loss: 1.1077008
Epoch: 2 ---Training accuracy:--- 0.66 Training Loss: 1.2841313 ---Validation accuracy:--- 0.6826 Validation Loss: 1.1058513
Epoch: 2 ---Training accuracy:--- 0.625 Training Loss: 1.2091783 ---Validation accuracy:--- 0.6822 Validation Loss: 1.1045198
Epoch: 2 ---Training accuracy:--- 0.705 Training Loss: 1.143064 ---Validation accuracy:--- 0.6826 Validation Loss: 1.103393
Epoch: 2 ---Training accuracy:--- 0.665 Training Loss: 1.0451123 ---Validation accuracy:--- 0.6822 Validation Loss: 1.1020491
Epoch: 2 ---Training accuracy:--- 0.675 Training Loss: 1.1475446 ---Validation accuracy:--- 0.6824 Validation Loss: 1.1002114
Epoch: 2 ---Training accuracy:--- 0.67 Training Loss: 1.0719107 ---Validation accuracy:--- 0.6846 Validation Loss: 1.0985734
Epoch: 2 ---Training accuracy:--- 0.68 Training Loss: 1.0731951 ---Validation accuracy:--- 0.6838 Validation Loss: 1.0974345
Epoch: 2 ---Training accuracy:--- 0.67 Training Loss: 1.1104155 ---Validation accuracy:--- 0.6866 Validation Loss: 1.0955257
Epoch: 2 ---Training accuracy:--- 0.675 Training Loss: 1.1365172 ---Validation accuracy:--- 0.6864 Validation Loss: 1.0940663
Epoch: 2 ---Training accuracy:--- 0.715 Training Loss: 1.0373594 ---Validation accuracy:--- 0.6858 Validation Loss: 1.0928012
Epoch: 2 ---Training accuracy:--- 0.72 Training Loss: 1.0413226 ---Validation accuracy:--- 0.6864 Validation Loss: 1.0908071
Epoch: 2 ---Training accuracy:--- 0.685 Training Loss: 1.0621339 ---Validation accuracy:--- 0.686 Validation Loss: 1.0894876
Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 1.051134 ---Validation accuracy:--- 0.6882 Validation Loss: 1.0879055
Epoch: 2 ---Training accuracy:--- 0.675 Training Loss: 1.1413251 ---Validation accuracy:--- 0.6892 Validation Loss: 1.0873454
Epoch: 2 ---Training accuracy:--- 0.69 Training Loss: 1.0560782 ---Validation accuracy:--- 0.69 Validation Loss: 1.0855639
Epoch: 2 ---Training accuracy:--- 0.725 Training Loss: 1.0855875 ---Validation accuracy:--- 0.69 Validation Loss: 1.0840104
Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.997921 ---Validation accuracy:--- 0.6922 Validation Loss: 1.0825032
Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 1.0647267 ---Validation accuracy:--- 0.6922 Validation Loss: 1.0808558
Epoch: 2 ---Training accuracy:--- 0.715 Training Loss: 1.0106593 ---Validation accuracy:--- 0.6928 Validation Loss: 1.0789359
Epoch: 2 ---Training accuracy:--- 0.735 Training Loss: 1.0545498 ---Validation accuracy:--- 0.693 Validation Loss: 1.0775458
Epoch: 2 ---Training accuracy:--- 0.67 Training Loss: 1.0836382 ---Validation accuracy:--- 0.6932 Validation Loss: 1.0758194
Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 1.1149452 ---Validation accuracy:--- 0.6942 Validation Loss: 1.0742307
Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 1.0337702 ---Validation accuracy:--- 0.6928 Validation Loss: 1.0733508
Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.9762235 ---Validation accuracy:--- 0.693 Validation Loss: 1.0719141
Epoch: 2 ---Training accuracy:--- 0.69 Training Loss: 1.088312 ---Validation accuracy:--- 0.6936 Validation Loss: 1.0706105
Epoch: 2 ---Training accuracy:--- 0.735 Training Loss: 0.9655797 ---Validation accuracy:--- 0.6946 Validation Loss: 1.0694939
Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 1.0721835 ---Validation accuracy:--- 0.6948 Validation Loss: 1.0678239
Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 1.0848031 ---Validation accuracy:--- 0.6956 Validation Loss: 1.0664719
Epoch: 2 ---Training accuracy:--- 0.675 Training Loss: 1.1604714 ---Validation accuracy:--- 0.6956 Validation Loss: 1.0656174
Epoch: 2 ---Training accuracy:--- 0.72 Training Loss: 1.0075998 ---Validation accuracy:--- 0.695 Validation Loss: 1.0636411
Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 1.0113435 ---Validation accuracy:--- 0.695 Validation Loss: 1.0621395
Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 1.0593227 ---Validation accuracy:--- 0.6952 Validation Loss: 1.0606409
Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 0.9997092 ---Validation accuracy:--- 0.6976 Validation Loss: 1.0591298
Epoch: 2 ---Training accuracy:--- 0.72 Training Loss: 1.0298469 ---Validation accuracy:--- 0.6976 Validation Loss: 1.0572839
Epoch: 2 ---Training accuracy:--- 0.705 Training Loss: 1.004124 ---Validation accuracy:--- 0.698 Validation Loss: 1.0566766
Epoch: 2 ---Training accuracy:--- 0.735 Training Loss: 0.9904989 ---Validation accuracy:--- 0.6986 Validation Loss: 1.0548828
Epoch: 2 ---Training accuracy:--- 0.715 Training Loss: 0.9828157 ---Validation accuracy:--- 0.6972 Validation Loss: 1.0537374
Epoch: 2 ---Training accuracy:--- 0.675 Training Loss: 1.1194999 ---Validation accuracy:--- 0.6978 Validation Loss: 1.0519322
Epoch: 2 ---Training accuracy:--- 0.675 Training Loss: 1.0753103 ---Validation accuracy:--- 0.6978 Validation Loss: 1.0504974
Epoch: 2 ---Training accuracy:--- 0.705 Training Loss: 1.0078839 ---Validation accuracy:--- 0.6986 Validation Loss: 1.0491891
Epoch: 2 ---Training accuracy:--- 0.66 Training Loss: 1.1085579 ---Validation accuracy:--- 0.6996 Validation Loss: 1.0475062
Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 1.0148941 ---Validation accuracy:--- 0.6994 Validation Loss: 1.0464944
Epoch: 2 ---Training accuracy:--- 0.725 Training Loss: 0.9608697 ---Validation accuracy:--- 0.6998 Validation Loss: 1.0449594
Epoch: 2 ---Training accuracy:--- 0.705 Training Loss: 1.1500671 ---Validation accuracy:--- 0.7002 Validation Loss: 1.0434602
Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 1.0511714 ---Validation accuracy:--- 0.7014 Validation Loss: 1.0414772
Epoch: 2 ---Training accuracy:--- 0.685 Training Loss: 1.0263972 ---Validation accuracy:--- 0.7016 Validation Loss: 1.0402321
Epoch: 2 ---Training accuracy:--- 0.72 Training Loss: 1.0424125 ---Validation accuracy:--- 0.702 Validation Loss: 1.0386896
Epoch: 2 ---Training accuracy:--- 0.685 Training Loss: 1.1192535 ---Validation accuracy:--- 0.703 Validation Loss: 1.0371604
Epoch: 2 ---Training accuracy:--- 0.67 Training Loss: 1.0651436 ---Validation accuracy:--- 0.7034 Validation Loss: 1.0355581
Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 1.0894008 ---Validation accuracy:--- 0.703 Validation Loss: 1.0342162
Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 0.9995434 ---Validation accuracy:--- 0.703 Validation Loss: 1.0329547
Epoch: 2 ---Training accuracy:--- 0.72 Training Loss: 1.013467 ---Validation accuracy:--- 0.703 Validation Loss: 1.0317355
Epoch: 2 ---Training accuracy:--- 0.685 Training Loss: 1.1100141 ---Validation accuracy:--- 0.7046 Validation Loss: 1.0296805
Epoch: 2 ---Training accuracy:--- 0.665 Training Loss: 1.1004175 ---Validation accuracy:--- 0.7054 Validation Loss: 1.0283506
Epoch: 2 ---Training accuracy:--- 0.66 Training Loss: 1.0844524 ---Validation accuracy:--- 0.7044 Validation Loss: 1.0273926
Epoch: 2 ---Training accuracy:--- 0.73 Training Loss: 1.0238373 ---Validation accuracy:--- 0.705 Validation Loss: 1.026274
Epoch: 2 ---Training accuracy:--- 0.735 Training Loss: 1.0053121 ---Validation accuracy:--- 0.7072 Validation Loss: 1.0250673
Epoch: 2 ---Training accuracy:--- 0.725 Training Loss: 0.95149475 ---Validation accuracy:--- 0.708 Validation Loss: 1.0233632
Epoch: 2 ---Training accuracy:--- 0.69 Training Loss: 1.0533147 ---Validation accuracy:--- 0.7064 Validation Loss: 1.0224085
Epoch: 2 ---Training accuracy:--- 0.705 Training Loss: 1.0467278 ---Validation accuracy:--- 0.7064 Validation Loss: 1.0208457
Epoch: 2 ---Training accuracy:--- 0.64 Training Loss: 1.0694392 ---Validation accuracy:--- 0.7068 Validation Loss: 1.0197273
Epoch: 2 ---Training accuracy:--- 0.715 Training Loss: 0.9943801 ---Validation accuracy:--- 0.7054 Validation Loss: 1.0190418
Epoch: 2 ---Training accuracy:--- 0.68 Training Loss: 1.0858762 ---Validation accuracy:--- 0.7062 Validation Loss: 1.0179864
Epoch: 2 ---Training accuracy:--- 0.67 Training Loss: 1.087848 ---Validation accuracy:--- 0.7086 Validation Loss: 1.0161371
Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 0.9427028 ---Validation accuracy:--- 0.708 Validation Loss: 1.0146677
Epoch: 2 ---Training accuracy:--- 0.69 Training Loss: 1.011586 ---Validation accuracy:--- 0.709 Validation Loss: 1.0135725
Epoch: 2 ---Training accuracy:--- 0.735 Training Loss: 0.919733 ---Validation accuracy:--- 0.711 Validation Loss: 1.0120935
Epoch: 2 ---Training accuracy:--- 0.725 Training Loss: 0.95566314 ---Validation accuracy:--- 0.7092 Validation Loss: 1.0111183
Epoch: 2 ---Training accuracy:--- 0.73 Training Loss: 0.9606061 ---Validation accuracy:--- 0.709 Validation Loss: 1.0096338
Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 0.8874052 ---Validation accuracy:--- 0.7092 Validation Loss: 1.0082185
Epoch: 2 ---Training accuracy:--- 0.705 Training Loss: 1.0871979 ---Validation accuracy:--- 0.7086 Validation Loss: 1.0070871
Epoch: 2 ---Training accuracy:--- 0.705 Training Loss: 1.011006 ---Validation accuracy:--- 0.7086 Validation Loss: 1.0055231
Epoch: 2 ---Training accuracy:--- 0.725 Training Loss: 1.0036554 ---Validation accuracy:--- 0.7098 Validation Loss: 1.0041443
Epoch: 2 ---Training accuracy:--- 0.69 Training Loss: 1.0227567 ---Validation accuracy:--- 0.7108 Validation Loss: 1.0030165
Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 1.0039335 ---Validation accuracy:--- 0.7124 Validation Loss: 1.0019387
Epoch: 2 ---Training accuracy:--- 0.73 Training Loss: 0.9673505 ---Validation accuracy:--- 0.711 Validation Loss: 1.001
Epoch: 2 ---Training accuracy:--- 0.615 Training Loss: 1.1530938 ---Validation accuracy:--- 0.7126 Validation Loss: 0.9996734
Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 0.9916417 ---Validation accuracy:--- 0.7134 Validation Loss: 0.9978356
Epoch: 2 ---Training accuracy:--- 0.67 Training Loss: 1.0686914 ---Validation accuracy:--- 0.7132 Validation Loss: 0.99643767
Epoch: 2 ---Training accuracy:--- 0.64 Training Loss: 1.1260315 ---Validation accuracy:--- 0.7144 Validation Loss: 0.99560225
Epoch: 2 ---Training accuracy:--- 0.715 Training Loss: 0.9841629 ---Validation accuracy:--- 0.7142 Validation Loss: 0.9940168
Epoch: 2 ---Training accuracy:--- 0.68 Training Loss: 1.0519543 ---Validation accuracy:--- 0.7144 Validation Loss: 0.9926092
Epoch: 2 ---Training accuracy:--- 0.755 Training Loss: 0.9479011 ---Validation accuracy:--- 0.714 Validation Loss: 0.9914072
Epoch: 2 ---Training accuracy:--- 0.675 Training Loss: 1.0566887 ---Validation accuracy:--- 0.7154 Validation Loss: 0.9898541
Epoch: 2 ---Training accuracy:--- 0.685 Training Loss: 1.0508647 ---Validation accuracy:--- 0.716 Validation Loss: 0.9888668
Epoch: 2 ---Training accuracy:--- 0.675 Training Loss: 1.0539418 ---Validation accuracy:--- 0.7164 Validation Loss: 0.9873761
Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 0.98833525 ---Validation accuracy:--- 0.717 Validation Loss: 0.98633987
Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 0.98180914 ---Validation accuracy:--- 0.7156 Validation Loss: 0.98512244
Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 1.0800819 ---Validation accuracy:--- 0.7166 Validation Loss: 0.9841486
Epoch: 2 ---Training accuracy:--- 0.645 Training Loss: 1.0984664 ---Validation accuracy:--- 0.717 Validation Loss: 0.98286444
Epoch: 2 ---Training accuracy:--- 0.735 Training Loss: 0.9197546 ---Validation accuracy:--- 0.7174 Validation Loss: 0.981758
Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 0.99069613 ---Validation accuracy:--- 0.7166 Validation Loss: 0.98045456
Epoch: 2 ---Training accuracy:--- 0.655 Training Loss: 1.0889802 ---Validation accuracy:--- 0.7168 Validation Loss: 0.97899216
Epoch: 2 ---Training accuracy:--- 0.69 Training Loss: 0.979673 ---Validation accuracy:--- 0.7168 Validation Loss: 0.9780096
Epoch: 2 ---Training accuracy:--- 0.755 Training Loss: 0.9703796 ---Validation accuracy:--- 0.7156 Validation Loss: 0.9767695
Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 0.9825633 ---Validation accuracy:--- 0.7164 Validation Loss: 0.9754949
Epoch: 2 ---Training accuracy:--- 0.685 Training Loss: 1.0178394 ---Validation accuracy:--- 0.7174 Validation Loss: 0.97466964
Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.9256053 ---Validation accuracy:--- 0.7168 Validation Loss: 0.9746536
Epoch: 2 ---Training accuracy:--- 0.75 Training Loss: 0.88208526 ---Validation accuracy:--- 0.7162 Validation Loss: 0.97366905
Epoch: 2 ---Training accuracy:--- 0.66 Training Loss: 1.0733002 ---Validation accuracy:--- 0.7182 Validation Loss: 0.9717695
Epoch: 2 ---Training accuracy:--- 0.705 Training Loss: 0.9498381 ---Validation accuracy:--- 0.7174 Validation Loss: 0.97029376
Epoch: 2 ---Training accuracy:--- 0.77 Training Loss: 0.9099127 ---Validation accuracy:--- 0.7172 Validation Loss: 0.96878105
Epoch: 2 ---Training accuracy:--- 0.73 Training Loss: 0.94378906 ---Validation accuracy:--- 0.7192 Validation Loss: 0.96728283
Epoch: 2 ---Training accuracy:--- 0.68 Training Loss: 1.0474263 ---Validation accuracy:--- 0.7188 Validation Loss: 0.9662701
Epoch: 2 ---Training accuracy:--- 0.685 Training Loss: 1.0296588 ---Validation accuracy:--- 0.721 Validation Loss: 0.9652747
Epoch: 2 ---Training accuracy:--- 0.745 Training Loss: 0.9232689 ---Validation accuracy:--- 0.7214 Validation Loss: 0.9636029
Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 0.9263069 ---Validation accuracy:--- 0.7236 Validation Loss: 0.9627919
Epoch: 2 ---Training accuracy:--- 0.675 Training Loss: 1.0360368 ---Validation accuracy:--- 0.7236 Validation Loss: 0.9618723
Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.87525195 ---Validation accuracy:--- 0.7228 Validation Loss: 0.96048135
Epoch: 2 ---Training accuracy:--- 0.67 Training Loss: 1.0747844 ---Validation accuracy:--- 0.7252 Validation Loss: 0.95909494
Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.88112295 ---Validation accuracy:--- 0.7248 Validation Loss: 0.9575955
Epoch: 2 ---Training accuracy:--- 0.77 Training Loss: 0.9874965 ---Validation accuracy:--- 0.726 Validation Loss: 0.9573793
Epoch: 2 ---Training accuracy:--- 0.75 Training Loss: 0.9130908 ---Validation accuracy:--- 0.725 Validation Loss: 0.95626545
Epoch: 2 ---Training accuracy:--- 0.735 Training Loss: 0.92166 ---Validation accuracy:--- 0.7248 Validation Loss: 0.95437384
Epoch: 2 ---Training accuracy:--- 0.66 Training Loss: 1.0667497 ---Validation accuracy:--- 0.7256 Validation Loss: 0.9534464
Epoch: 2 ---Training accuracy:--- 0.75 Training Loss: 0.89855134 ---Validation accuracy:--- 0.7256 Validation Loss: 0.9522582
Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 1.0081859 ---Validation accuracy:--- 0.7262 Validation Loss: 0.95136875
Epoch: 2 ---Training accuracy:--- 0.725 Training Loss: 1.0029488 ---Validation accuracy:--- 0.7258 Validation Loss: 0.9511873
Epoch: 2 ---Training accuracy:--- 0.785 Training Loss: 0.826449 ---Validation accuracy:--- 0.7258 Validation Loss: 0.9493376
Epoch: 2 ---Training accuracy:--- 0.72 Training Loss: 0.8985317 ---Validation accuracy:--- 0.7248 Validation Loss: 0.9483779
Epoch: 2 ---Training accuracy:--- 0.775 Training Loss: 0.8799846 ---Validation accuracy:--- 0.7252 Validation Loss: 0.9471713
Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 0.95407534 ---Validation accuracy:--- 0.7252 Validation Loss: 0.9456594
Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.8445375 ---Validation accuracy:--- 0.7246 Validation Loss: 0.9445538
Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 1.0192616 ---Validation accuracy:--- 0.726 Validation Loss: 0.9437051
Epoch: 2 ---Training accuracy:--- 0.765 Training Loss: 0.89801604 ---Validation accuracy:--- 0.7244 Validation Loss: 0.94195694
Epoch: 2 ---Training accuracy:--- 0.75 Training Loss: 0.89571893 ---Validation accuracy:--- 0.7244 Validation Loss: 0.94101757
Epoch: 2 ---Training accuracy:--- 0.715 Training Loss: 1.0146796 ---Validation accuracy:--- 0.7258 Validation Loss: 0.9398504
Epoch: 2 ---Training accuracy:--- 0.72 Training Loss: 0.9666919 ---Validation accuracy:--- 0.725 Validation Loss: 0.9391426
Epoch: 2 ---Training accuracy:--- 0.745 Training Loss: 0.9080483 ---Validation accuracy:--- 0.7252 Validation Loss: 0.93818086
Epoch: 2 ---Training accuracy:--- 0.715 Training Loss: 0.9579268 ---Validation accuracy:--- 0.725 Validation Loss: 0.9375625
Epoch: 2 ---Training accuracy:--- 0.745 Training Loss: 0.87498397 ---Validation accuracy:--- 0.7258 Validation Loss: 0.936458
Epoch: 2 ---Training accuracy:--- 0.765 Training Loss: 0.91674393 ---Validation accuracy:--- 0.7258 Validation Loss: 0.9348623
Epoch: 2 ---Training accuracy:--- 0.665 Training Loss: 1.0278877 ---Validation accuracy:--- 0.7266 Validation Loss: 0.9340784
Epoch: 2 ---Training accuracy:--- 0.77 Training Loss: 0.88331985 ---Validation accuracy:--- 0.7276 Validation Loss: 0.9329423
Epoch: 2 ---Training accuracy:--- 0.695 Training Loss: 0.961479 ---Validation accuracy:--- 0.726 Validation Loss: 0.9321714
Epoch: 2 ---Training accuracy:--- 0.685 Training Loss: 1.0037428 ---Validation accuracy:--- 0.7274 Validation Loss: 0.93087536
Epoch: 2 ---Training accuracy:--- 0.765 Training Loss: 0.87808365 ---Validation accuracy:--- 0.7272 Validation Loss: 0.92965066
Epoch: 2 ---Training accuracy:--- 0.715 Training Loss: 0.9449082 ---Validation accuracy:--- 0.7278 Validation Loss: 0.9284287
Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.8417854 ---Validation accuracy:--- 0.73 Validation Loss: 0.92714256
Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 0.952406 ---Validation accuracy:--- 0.7292 Validation Loss: 0.9258695
Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 1.0321183 ---Validation accuracy:--- 0.7302 Validation Loss: 0.9251744
Epoch: 2 ---Training accuracy:--- 0.725 Training Loss: 0.87323105 ---Validation accuracy:--- 0.731 Validation Loss: 0.9238375
Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 0.983454 ---Validation accuracy:--- 0.7306 Validation Loss: 0.92256415
Epoch: 2 ---Training accuracy:--- 0.725 Training Loss: 0.87798446 ---Validation accuracy:--- 0.7308 Validation Loss: 0.92158616
Epoch: 2 ---Training accuracy:--- 0.735 Training Loss: 0.92967165 ---Validation accuracy:--- 0.7288 Validation Loss: 0.9203461
Epoch: 2 ---Training accuracy:--- 0.73 Training Loss: 0.9277785 ---Validation accuracy:--- 0.7302 Validation Loss: 0.91931885
Epoch: 2 ---Training accuracy:--- 0.715 Training Loss: 0.8339307 ---Validation accuracy:--- 0.7306 Validation Loss: 0.9183048
Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 0.9117917 ---Validation accuracy:--- 0.7314 Validation Loss: 0.9172125
Epoch: 2 ---Training accuracy:--- 0.77 Training Loss: 0.8876477 ---Validation accuracy:--- 0.7312 Validation Loss: 0.9159056
Epoch: 2 ---Training accuracy:--- 0.735 Training Loss: 0.9025862 ---Validation accuracy:--- 0.729 Validation Loss: 0.9153414
Epoch: 2 ---Training accuracy:--- 0.69 Training Loss: 1.0149976 ---Validation accuracy:--- 0.7308 Validation Loss: 0.91418964
Epoch: 2 ---Training accuracy:--- 0.745 Training Loss: 0.8893915 ---Validation accuracy:--- 0.7306 Validation Loss: 0.912575
Epoch: 2 ---Training accuracy:--- 0.73 Training Loss: 0.9795195 ---Validation accuracy:--- 0.732 Validation Loss: 0.9117462
Epoch: 2 ---Training accuracy:--- 0.77 Training Loss: 0.85401887 ---Validation accuracy:--- 0.7322 Validation Loss: 0.91073084
Epoch: 2 ---Training accuracy:--- 0.745 Training Loss: 0.89767545 ---Validation accuracy:--- 0.732 Validation Loss: 0.90983367
Epoch: 2 ---Training accuracy:--- 0.735 Training Loss: 0.8970381 ---Validation accuracy:--- 0.7318 Validation Loss: 0.9089865
Epoch: 2 ---Training accuracy:--- 0.735 Training Loss: 0.87722236 ---Validation accuracy:--- 0.7312 Validation Loss: 0.9077794
Epoch: 2 ---Training accuracy:--- 0.73 Training Loss: 0.92007643 ---Validation accuracy:--- 0.7334 Validation Loss: 0.9061734
Epoch: 2 ---Training accuracy:--- 0.715 Training Loss: 0.9754924 ---Validation accuracy:--- 0.7318 Validation Loss: 0.90558124
Epoch: 2 ---Training accuracy:--- 0.73 Training Loss: 0.90537095 ---Validation accuracy:--- 0.7336 Validation Loss: 0.9046051
Epoch: 2 ---Training accuracy:--- 0.75 Training Loss: 0.888652 ---Validation accuracy:--- 0.7358 Validation Loss: 0.9033872
Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 0.89779127 ---Validation accuracy:--- 0.7368 Validation Loss: 0.9023113
Epoch: 2 ---Training accuracy:--- 0.735 Training Loss: 0.9169072 ---Validation accuracy:--- 0.7336 Validation Loss: 0.90140605
Epoch: 2 ---Training accuracy:--- 0.705 Training Loss: 0.98772764 ---Validation accuracy:--- 0.7348 Validation Loss: 0.90049696
Epoch: 2 ---Training accuracy:--- 0.755 Training Loss: 0.8751701 ---Validation accuracy:--- 0.7342 Validation Loss: 0.8992043
Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.8246727 ---Validation accuracy:--- 0.7324 Validation Loss: 0.8985998
Epoch: 2 ---Training accuracy:--- 0.705 Training Loss: 0.9360733 ---Validation accuracy:--- 0.732 Validation Loss: 0.8976188
Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 0.8454993 ---Validation accuracy:--- 0.7318 Validation Loss: 0.8966618
Epoch: 2 ---Training accuracy:--- 0.745 Training Loss: 0.7937696 ---Validation accuracy:--- 0.7334 Validation Loss: 0.8956697
Epoch: 2 ---Training accuracy:--- 0.7 Training Loss: 0.9666255 ---Validation accuracy:--- 0.7342 Validation Loss: 0.894759
Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 0.96624327 ---Validation accuracy:--- 0.7358 Validation Loss: 0.89380383
Epoch: 2 ---Training accuracy:--- 0.745 Training Loss: 0.8960786 ---Validation accuracy:--- 0.737 Validation Loss: 0.89309514
Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 0.861474 ---Validation accuracy:--- 0.7394 Validation Loss: 0.8930034
Epoch: 2 ---Training accuracy:--- 0.72 Training Loss: 0.88689804 ---Validation accuracy:--- 0.738 Validation Loss: 0.8915009
Epoch: 2 ---Training accuracy:--- 0.725 Training Loss: 0.8819341 ---Validation accuracy:--- 0.7396 Validation Loss: 0.8898455
Epoch: 2 ---Training accuracy:--- 0.705 Training Loss: 0.93375343 ---Validation accuracy:--- 0.7392 Validation Loss: 0.8884897
Epoch: 2 ---Training accuracy:--- 0.715 Training Loss: 0.9659984 ---Validation accuracy:--- 0.7392 Validation Loss: 0.88840324
Epoch: 2 ---Training accuracy:--- 0.72 Training Loss: 0.9099657 ---Validation accuracy:--- 0.739 Validation Loss: 0.88627654
Epoch: 2 ---Training accuracy:--- 0.725 Training Loss: 0.9023373 ---Validation accuracy:--- 0.7394 Validation Loss: 0.885039
Epoch: 2 ---Training accuracy:--- 0.665 Training Loss: 1.041533 ---Validation accuracy:--- 0.741 Validation Loss: 0.88382727
Epoch: 2 ---Training accuracy:--- 0.77 Training Loss: 0.90566164 ---Validation accuracy:--- 0.7408 Validation Loss: 0.88302684
Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 0.90094316 ---Validation accuracy:--- 0.7418 Validation Loss: 0.8819672
Epoch: 2 ---Training accuracy:--- 0.75 Training Loss: 0.87166977 ---Validation accuracy:--- 0.7414 Validation Loss: 0.8815557
Epoch: 2 ---Training accuracy:--- 0.705 Training Loss: 0.8851386 ---Validation accuracy:--- 0.7402 Validation Loss: 0.88076055
Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 0.93730146 ---Validation accuracy:--- 0.7398 Validation Loss: 0.88028806
Epoch: 2 ---Training accuracy:--- 0.73 Training Loss: 0.87421435 ---Validation accuracy:--- 0.7406 Validation Loss: 0.878807
Epoch: 2 ---Training accuracy:--- 0.725 Training Loss: 0.93859756 ---Validation accuracy:--- 0.7402 Validation Loss: 0.8779658
Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.7858303 ---Validation accuracy:--- 0.7414 Validation Loss: 0.8766738
Epoch: 2 ---Training accuracy:--- 0.715 Training Loss: 0.89777756 ---Validation accuracy:--- 0.7416 Validation Loss: 0.8756752
Epoch: 2 ---Training accuracy:--- 0.725 Training Loss: 0.9025204 ---Validation accuracy:--- 0.7428 Validation Loss: 0.87412053
Epoch: 2 ---Training accuracy:--- 0.735 Training Loss: 0.8415203 ---Validation accuracy:--- 0.7428 Validation Loss: 0.87300485
Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.8715999 ---Validation accuracy:--- 0.7422 Validation Loss: 0.87198496
Epoch: 2 ---Training accuracy:--- 0.745 Training Loss: 0.8836605 ---Validation accuracy:--- 0.7426 Validation Loss: 0.8708758
Epoch: 2 ---Training accuracy:--- 0.765 Training Loss: 0.839057 ---Validation accuracy:--- 0.7422 Validation Loss: 0.87000096
Epoch: 2 ---Training accuracy:--- 0.73 Training Loss: 0.9102653 ---Validation accuracy:--- 0.7422 Validation Loss: 0.86903954
Epoch: 2 ---Training accuracy:--- 0.745 Training Loss: 0.93743604 ---Validation accuracy:--- 0.7408 Validation Loss: 0.8680883
Epoch: 2 ---Training accuracy:--- 0.8 Training Loss: 0.8177376 ---Validation accuracy:--- 0.7408 Validation Loss: 0.86723095
Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 0.96905166 ---Validation accuracy:--- 0.7404 Validation Loss: 0.866283
Epoch: 2 ---Training accuracy:--- 0.715 Training Loss: 0.8795424 ---Validation accuracy:--- 0.7416 Validation Loss: 0.8652794
Epoch: 2 ---Training accuracy:--- 0.71 Training Loss: 0.91396517 ---Validation accuracy:--- 0.7416 Validation Loss: 0.8641797
Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.8183224 ---Validation accuracy:--- 0.741 Validation Loss: 0.8632066
Epoch: 2 ---Training accuracy:--- 0.785 Training Loss: 0.82390094 ---Validation accuracy:--- 0.7434 Validation Loss: 0.8624379
Epoch: 2 ---Training accuracy:--- 0.745 Training Loss: 0.86228335 ---Validation accuracy:--- 0.7414 Validation Loss: 0.86191326
Epoch: 2 ---Training accuracy:--- 0.77 Training Loss: 0.7989058 ---Validation accuracy:--- 0.7438 Validation Loss: 0.86094123
Epoch: 2 ---Training accuracy:--- 0.765 Training Loss: 0.7529242 ---Validation accuracy:--- 0.7436 Validation Loss: 0.8600929
Epoch: 2 ---Training accuracy:--- 0.77 Training Loss: 0.82489455 ---Validation accuracy:--- 0.7442 Validation Loss: 0.85965925
Epoch: 2 ---Training accuracy:--- 0.76 Training Loss: 0.8689273 ---Validation accuracy:--- 0.7442 Validation Loss: 0.8587001
Epoch: 2 ---Training accuracy:--- 0.74 Training Loss: 0.8361887 ---Validation accuracy:--- 0.7456 Validation Loss: 0.8577526
Epoch: 3 ---Training accuracy:--- 0.74 Training Loss: 0.8650889 ---Validation accuracy:--- 0.7444 Validation Loss: 0.8569499
Epoch: 3 ---Training accuracy:--- 0.775 Training Loss: 0.80317223 ---Validation accuracy:--- 0.7446 Validation Loss: 0.85677254
Epoch: 3 ---Training accuracy:--- 0.74 Training Loss: 0.87512755 ---Validation accuracy:--- 0.7412 Validation Loss: 0.85599023
Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.8325337 ---Validation accuracy:--- 0.7416 Validation Loss: 0.85512346
Epoch: 3 ---Training accuracy:--- 0.77 Training Loss: 0.87439835 ---Validation accuracy:--- 0.7462 Validation Loss: 0.8534191
Epoch: 3 ---Training accuracy:--- 0.76 Training Loss: 0.80726045 ---Validation accuracy:--- 0.7464 Validation Loss: 0.85323894
Epoch: 3 ---Training accuracy:--- 0.77 Training Loss: 0.80280167 ---Validation accuracy:--- 0.746 Validation Loss: 0.85186183
Epoch: 3 ---Training accuracy:--- 0.73 Training Loss: 0.8668813 ---Validation accuracy:--- 0.744 Validation Loss: 0.85038865
Epoch: 3 ---Training accuracy:--- 0.745 Training Loss: 0.9024868 ---Validation accuracy:--- 0.7452 Validation Loss: 0.84928906
Epoch: 3 ---Training accuracy:--- 0.73 Training Loss: 0.90576065 ---Validation accuracy:--- 0.7454 Validation Loss: 0.8485973
Epoch: 3 ---Training accuracy:--- 0.725 Training Loss: 0.8451416 ---Validation accuracy:--- 0.7466 Validation Loss: 0.8472697
Epoch: 3 ---Training accuracy:--- 0.75 Training Loss: 0.897485 ---Validation accuracy:--- 0.7472 Validation Loss: 0.84656924
Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.77982056 ---Validation accuracy:--- 0.747 Validation Loss: 0.8459334
Epoch: 3 ---Training accuracy:--- 0.75 Training Loss: 0.77441955 ---Validation accuracy:--- 0.7468 Validation Loss: 0.8447801
Epoch: 3 ---Training accuracy:--- 0.72 Training Loss: 0.9132672 ---Validation accuracy:--- 0.7474 Validation Loss: 0.84366864
Epoch: 3 ---Training accuracy:--- 0.695 Training Loss: 0.8702024 ---Validation accuracy:--- 0.7476 Validation Loss: 0.84241194
Epoch: 3 ---Training accuracy:--- 0.655 Training Loss: 0.9835916 ---Validation accuracy:--- 0.7508 Validation Loss: 0.8416598
Epoch: 3 ---Training accuracy:--- 0.725 Training Loss: 0.8343312 ---Validation accuracy:--- 0.7536 Validation Loss: 0.84114695
Epoch: 3 ---Training accuracy:--- 0.755 Training Loss: 0.8774417 ---Validation accuracy:--- 0.7528 Validation Loss: 0.8406438
Epoch: 3 ---Training accuracy:--- 0.72 Training Loss: 0.92789155 ---Validation accuracy:--- 0.7536 Validation Loss: 0.8402048
Epoch: 3 ---Training accuracy:--- 0.7 Training Loss: 0.92525804 ---Validation accuracy:--- 0.7542 Validation Loss: 0.8387879
Epoch: 3 ---Training accuracy:--- 0.75 Training Loss: 0.8621613 ---Validation accuracy:--- 0.752 Validation Loss: 0.83763903
Epoch: 3 ---Training accuracy:--- 0.78 Training Loss: 0.9151284 ---Validation accuracy:--- 0.7534 Validation Loss: 0.8364752
Epoch: 3 ---Training accuracy:--- 0.76 Training Loss: 0.85020304 ---Validation accuracy:--- 0.7524 Validation Loss: 0.8359609
Epoch: 3 ---Training accuracy:--- 0.715 Training Loss: 0.89773786 ---Validation accuracy:--- 0.751 Validation Loss: 0.8343798
Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.77656037 ---Validation accuracy:--- 0.7512 Validation Loss: 0.83342326
Epoch: 3 ---Training accuracy:--- 0.705 Training Loss: 0.85995084 ---Validation accuracy:--- 0.7516 Validation Loss: 0.8323314
Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.82908255 ---Validation accuracy:--- 0.7522 Validation Loss: 0.8314834
Epoch: 3 ---Training accuracy:--- 0.72 Training Loss: 0.9124854 ---Validation accuracy:--- 0.7532 Validation Loss: 0.83084226
Epoch: 3 ---Training accuracy:--- 0.725 Training Loss: 0.91587156 ---Validation accuracy:--- 0.7526 Validation Loss: 0.8300251
Epoch: 3 ---Training accuracy:--- 0.825 Training Loss: 0.7308739 ---Validation accuracy:--- 0.7542 Validation Loss: 0.8289492
Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.71068144 ---Validation accuracy:--- 0.7552 Validation Loss: 0.8279828
Epoch: 3 ---Training accuracy:--- 0.745 Training Loss: 0.83023804 ---Validation accuracy:--- 0.7542 Validation Loss: 0.8268639
Epoch: 3 ---Training accuracy:--- 0.755 Training Loss: 0.8631502 ---Validation accuracy:--- 0.7544 Validation Loss: 0.82667893
Epoch: 3 ---Training accuracy:--- 0.695 Training Loss: 0.91133344 ---Validation accuracy:--- 0.7548 Validation Loss: 0.825425
Epoch: 3 ---Training accuracy:--- 0.74 Training Loss: 0.8647703 ---Validation accuracy:--- 0.7564 Validation Loss: 0.82396346
Epoch: 3 ---Training accuracy:--- 0.775 Training Loss: 0.8288937 ---Validation accuracy:--- 0.7564 Validation Loss: 0.8232647
Epoch: 3 ---Training accuracy:--- 0.75 Training Loss: 0.90885496 ---Validation accuracy:--- 0.7556 Validation Loss: 0.82243913
Epoch: 3 ---Training accuracy:--- 0.76 Training Loss: 0.8147342 ---Validation accuracy:--- 0.7556 Validation Loss: 0.8216588
Epoch: 3 ---Training accuracy:--- 0.75 Training Loss: 0.8115513 ---Validation accuracy:--- 0.7584 Validation Loss: 0.8210607
Epoch: 3 ---Training accuracy:--- 0.69 Training Loss: 0.9351817 ---Validation accuracy:--- 0.7578 Validation Loss: 0.8199084
Epoch: 3 ---Training accuracy:--- 0.715 Training Loss: 0.8490663 ---Validation accuracy:--- 0.7592 Validation Loss: 0.8191982
Epoch: 3 ---Training accuracy:--- 0.775 Training Loss: 0.7494028 ---Validation accuracy:--- 0.7586 Validation Loss: 0.81826633
Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.7616976 ---Validation accuracy:--- 0.757 Validation Loss: 0.81772834
Epoch: 3 ---Training accuracy:--- 0.79 Training Loss: 0.727735 ---Validation accuracy:--- 0.7564 Validation Loss: 0.8169603
Epoch: 3 ---Training accuracy:--- 0.78 Training Loss: 0.6818347 ---Validation accuracy:--- 0.7588 Validation Loss: 0.8158752
Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.83524674 ---Validation accuracy:--- 0.7588 Validation Loss: 0.8147461
Epoch: 3 ---Training accuracy:--- 0.75 Training Loss: 0.8173149 ---Validation accuracy:--- 0.759 Validation Loss: 0.81372815
Epoch: 3 ---Training accuracy:--- 0.675 Training Loss: 0.924223 ---Validation accuracy:--- 0.7602 Validation Loss: 0.812548
Epoch: 3 ---Training accuracy:--- 0.77 Training Loss: 0.83924377 ---Validation accuracy:--- 0.7602 Validation Loss: 0.81206566
Epoch: 3 ---Training accuracy:--- 0.735 Training Loss: 0.87609446 ---Validation accuracy:--- 0.759 Validation Loss: 0.81246716
Epoch: 3 ---Training accuracy:--- 0.755 Training Loss: 0.76506186 ---Validation accuracy:--- 0.7596 Validation Loss: 0.8112423
Epoch: 3 ---Training accuracy:--- 0.715 Training Loss: 0.8907432 ---Validation accuracy:--- 0.7592 Validation Loss: 0.8098297
Epoch: 3 ---Training accuracy:--- 0.735 Training Loss: 0.834975 ---Validation accuracy:--- 0.7606 Validation Loss: 0.80909485
Epoch: 3 ---Training accuracy:--- 0.72 Training Loss: 0.8758806 ---Validation accuracy:--- 0.761 Validation Loss: 0.8083435
Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.774234 ---Validation accuracy:--- 0.7582 Validation Loss: 0.8079869
Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.7632825 ---Validation accuracy:--- 0.7576 Validation Loss: 0.80713314
Epoch: 3 ---Training accuracy:--- 0.72 Training Loss: 0.9153285 ---Validation accuracy:--- 0.7606 Validation Loss: 0.806591
Epoch: 3 ---Training accuracy:--- 0.75 Training Loss: 0.78445596 ---Validation accuracy:--- 0.7594 Validation Loss: 0.8057761
Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.87748164 ---Validation accuracy:--- 0.7612 Validation Loss: 0.8041751
Epoch: 3 ---Training accuracy:--- 0.755 Training Loss: 0.8155188 ---Validation accuracy:--- 0.7616 Validation Loss: 0.80291224
Epoch: 3 ---Training accuracy:--- 0.815 Training Loss: 0.6728734 ---Validation accuracy:--- 0.7604 Validation Loss: 0.8020219
Epoch: 3 ---Training accuracy:--- 0.745 Training Loss: 0.84130305 ---Validation accuracy:--- 0.7608 Validation Loss: 0.8017784
Epoch: 3 ---Training accuracy:--- 0.745 Training Loss: 0.8211209 ---Validation accuracy:--- 0.7636 Validation Loss: 0.80113304
Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.73876524 ---Validation accuracy:--- 0.763 Validation Loss: 0.7999544
Epoch: 3 ---Training accuracy:--- 0.73 Training Loss: 0.8662381 ---Validation accuracy:--- 0.7622 Validation Loss: 0.7989516
Epoch: 3 ---Training accuracy:--- 0.74 Training Loss: 0.93528074 ---Validation accuracy:--- 0.763 Validation Loss: 0.7980551
Epoch: 3 ---Training accuracy:--- 0.705 Training Loss: 0.9096054 ---Validation accuracy:--- 0.7654 Validation Loss: 0.79662794
Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.7425817 ---Validation accuracy:--- 0.7652 Validation Loss: 0.7956767
Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.79916245 ---Validation accuracy:--- 0.7642 Validation Loss: 0.7948091
Epoch: 3 ---Training accuracy:--- 0.75 Training Loss: 0.85476273 ---Validation accuracy:--- 0.7672 Validation Loss: 0.7939557
Epoch: 3 ---Training accuracy:--- 0.705 Training Loss: 0.9350031 ---Validation accuracy:--- 0.7664 Validation Loss: 0.79420763
Epoch: 3 ---Training accuracy:--- 0.79 Training Loss: 0.81447065 ---Validation accuracy:--- 0.7658 Validation Loss: 0.7924694
Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.80554825 ---Validation accuracy:--- 0.766 Validation Loss: 0.79185593
Epoch: 3 ---Training accuracy:--- 0.735 Training Loss: 0.84191054 ---Validation accuracy:--- 0.767 Validation Loss: 0.7909246
Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.77052444 ---Validation accuracy:--- 0.7674 Validation Loss: 0.78949636
Epoch: 3 ---Training accuracy:--- 0.735 Training Loss: 0.79774415 ---Validation accuracy:--- 0.7682 Validation Loss: 0.78875476
Epoch: 3 ---Training accuracy:--- 0.78 Training Loss: 0.7992746 ---Validation accuracy:--- 0.7682 Validation Loss: 0.787444
Epoch: 3 ---Training accuracy:--- 0.71 Training Loss: 0.94418496 ---Validation accuracy:--- 0.7704 Validation Loss: 0.78654885
Epoch: 3 ---Training accuracy:--- 0.825 Training Loss: 0.68052703 ---Validation accuracy:--- 0.77 Validation Loss: 0.7861134
Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.77602005 ---Validation accuracy:--- 0.7674 Validation Loss: 0.78490263
Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.75227463 ---Validation accuracy:--- 0.7664 Validation Loss: 0.78459585
Epoch: 3 ---Training accuracy:--- 0.735 Training Loss: 0.8074427 ---Validation accuracy:--- 0.768 Validation Loss: 0.78365856
Epoch: 3 ---Training accuracy:--- 0.72 Training Loss: 0.9465343 ---Validation accuracy:--- 0.769 Validation Loss: 0.7828564
Epoch: 3 ---Training accuracy:--- 0.74 Training Loss: 0.82640916 ---Validation accuracy:--- 0.7704 Validation Loss: 0.78231066
Epoch: 3 ---Training accuracy:--- 0.74 Training Loss: 0.8672011 ---Validation accuracy:--- 0.7752 Validation Loss: 0.7820393
Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.6964986 ---Validation accuracy:--- 0.7726 Validation Loss: 0.78138113
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.70734876 ---Validation accuracy:--- 0.7744 Validation Loss: 0.7802682
Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.7406346 ---Validation accuracy:--- 0.7754 Validation Loss: 0.7795052
Epoch: 3 ---Training accuracy:--- 0.775 Training Loss: 0.7964737 ---Validation accuracy:--- 0.771 Validation Loss: 0.7783664
Epoch: 3 ---Training accuracy:--- 0.75 Training Loss: 0.8021343 ---Validation accuracy:--- 0.7722 Validation Loss: 0.7779688
Epoch: 3 ---Training accuracy:--- 0.74 Training Loss: 0.845501 ---Validation accuracy:--- 0.7724 Validation Loss: 0.7769388
Epoch: 3 ---Training accuracy:--- 0.725 Training Loss: 0.82375026 ---Validation accuracy:--- 0.7758 Validation Loss: 0.7764956
Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.75928175 ---Validation accuracy:--- 0.7774 Validation Loss: 0.7758423
Epoch: 3 ---Training accuracy:--- 0.83 Training Loss: 0.6687312 ---Validation accuracy:--- 0.7764 Validation Loss: 0.77476907
Epoch: 3 ---Training accuracy:--- 0.72 Training Loss: 0.97693574 ---Validation accuracy:--- 0.7766 Validation Loss: 0.7739986
Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.7988039 ---Validation accuracy:--- 0.777 Validation Loss: 0.77304065
Epoch: 3 ---Training accuracy:--- 0.775 Training Loss: 0.82759994 ---Validation accuracy:--- 0.7764 Validation Loss: 0.7718453
Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.76127875 ---Validation accuracy:--- 0.7766 Validation Loss: 0.7715302
Epoch: 3 ---Training accuracy:--- 0.78 Training Loss: 0.84953475 ---Validation accuracy:--- 0.7758 Validation Loss: 0.77200186
Epoch: 3 ---Training accuracy:--- 0.79 Training Loss: 0.6475122 ---Validation accuracy:--- 0.7764 Validation Loss: 0.77142155
Epoch: 3 ---Training accuracy:--- 0.725 Training Loss: 0.85144824 ---Validation accuracy:--- 0.7776 Validation Loss: 0.7707258
Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.74712527 ---Validation accuracy:--- 0.7776 Validation Loss: 0.7696831
Epoch: 3 ---Training accuracy:--- 0.815 Training Loss: 0.7373305 ---Validation accuracy:--- 0.7764 Validation Loss: 0.7688638
Epoch: 3 ---Training accuracy:--- 0.735 Training Loss: 0.95141244 ---Validation accuracy:--- 0.7766 Validation Loss: 0.767088
Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.865185 ---Validation accuracy:--- 0.7774 Validation Loss: 0.76631945
Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.7093846 ---Validation accuracy:--- 0.7774 Validation Loss: 0.76567763
Epoch: 3 ---Training accuracy:--- 0.815 Training Loss: 0.7109802 ---Validation accuracy:--- 0.7748 Validation Loss: 0.76429886
Epoch: 3 ---Training accuracy:--- 0.73 Training Loss: 0.8081981 ---Validation accuracy:--- 0.7742 Validation Loss: 0.7630966
Epoch: 3 ---Training accuracy:--- 0.815 Training Loss: 0.74893796 ---Validation accuracy:--- 0.7762 Validation Loss: 0.7625251
Epoch: 3 ---Training accuracy:--- 0.775 Training Loss: 0.71960604 ---Validation accuracy:--- 0.7738 Validation Loss: 0.76166904
Epoch: 3 ---Training accuracy:--- 0.725 Training Loss: 0.8489807 ---Validation accuracy:--- 0.7776 Validation Loss: 0.7618286
Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.7308661 ---Validation accuracy:--- 0.7768 Validation Loss: 0.76189756
Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.6807003 ---Validation accuracy:--- 0.777 Validation Loss: 0.7610548
Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.7567487 ---Validation accuracy:--- 0.7784 Validation Loss: 0.7590499
Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.79812986 ---Validation accuracy:--- 0.7786 Validation Loss: 0.7583203
Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.8574695 ---Validation accuracy:--- 0.7802 Validation Loss: 0.7574424
Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.7350038 ---Validation accuracy:--- 0.7794 Validation Loss: 0.7565757
Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.8702587 ---Validation accuracy:--- 0.781 Validation Loss: 0.7556519
Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.7313293 ---Validation accuracy:--- 0.7802 Validation Loss: 0.7550217
Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.73927057 ---Validation accuracy:--- 0.7802 Validation Loss: 0.75388867
Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.79140824 ---Validation accuracy:--- 0.7786 Validation Loss: 0.753336
Epoch: 3 ---Training accuracy:--- 0.825 Training Loss: 0.7275631 ---Validation accuracy:--- 0.777 Validation Loss: 0.7529961
Epoch: 3 ---Training accuracy:--- 0.735 Training Loss: 0.79708266 ---Validation accuracy:--- 0.7764 Validation Loss: 0.7521396
Epoch: 3 ---Training accuracy:--- 0.735 Training Loss: 0.84221977 ---Validation accuracy:--- 0.7756 Validation Loss: 0.7512884
Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.71926695 ---Validation accuracy:--- 0.7764 Validation Loss: 0.75027734
Epoch: 3 ---Training accuracy:--- 0.76 Training Loss: 0.73622084 ---Validation accuracy:--- 0.7782 Validation Loss: 0.749554
Epoch: 3 ---Training accuracy:--- 0.74 Training Loss: 0.9008533 ---Validation accuracy:--- 0.7792 Validation Loss: 0.74881065
Epoch: 3 ---Training accuracy:--- 0.835 Training Loss: 0.723329 ---Validation accuracy:--- 0.7796 Validation Loss: 0.7480988
Epoch: 3 ---Training accuracy:--- 0.775 Training Loss: 0.75427294 ---Validation accuracy:--- 0.7798 Validation Loss: 0.7478833
Epoch: 3 ---Training accuracy:--- 0.76 Training Loss: 0.791389 ---Validation accuracy:--- 0.7792 Validation Loss: 0.74689
Epoch: 3 ---Training accuracy:--- 0.745 Training Loss: 0.89274824 ---Validation accuracy:--- 0.7844 Validation Loss: 0.74641097
Epoch: 3 ---Training accuracy:--- 0.75 Training Loss: 0.8488694 ---Validation accuracy:--- 0.7838 Validation Loss: 0.7457547
Epoch: 3 ---Training accuracy:--- 0.815 Training Loss: 0.7296341 ---Validation accuracy:--- 0.7832 Validation Loss: 0.74461985
Epoch: 3 ---Training accuracy:--- 0.775 Training Loss: 0.7033839 ---Validation accuracy:--- 0.7824 Validation Loss: 0.743667
Epoch: 3 ---Training accuracy:--- 0.75 Training Loss: 0.7760478 ---Validation accuracy:--- 0.7792 Validation Loss: 0.7428494
Epoch: 3 ---Training accuracy:--- 0.815 Training Loss: 0.74101335 ---Validation accuracy:--- 0.7816 Validation Loss: 0.7416592
Epoch: 3 ---Training accuracy:--- 0.78 Training Loss: 0.7690274 ---Validation accuracy:--- 0.7852 Validation Loss: 0.7406797
Epoch: 3 ---Training accuracy:--- 0.78 Training Loss: 0.7856321 ---Validation accuracy:--- 0.7846 Validation Loss: 0.7399839
Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.70472264 ---Validation accuracy:--- 0.7826 Validation Loss: 0.739813
Epoch: 3 ---Training accuracy:--- 0.775 Training Loss: 0.8047774 ---Validation accuracy:--- 0.7836 Validation Loss: 0.7391649
Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.6910156 ---Validation accuracy:--- 0.7834 Validation Loss: 0.7391127
Epoch: 3 ---Training accuracy:--- 0.76 Training Loss: 0.86359024 ---Validation accuracy:--- 0.7864 Validation Loss: 0.7372923
Epoch: 3 ---Training accuracy:--- 0.78 Training Loss: 0.78351027 ---Validation accuracy:--- 0.7858 Validation Loss: 0.7366143
Epoch: 3 ---Training accuracy:--- 0.815 Training Loss: 0.7140539 ---Validation accuracy:--- 0.786 Validation Loss: 0.73587483
Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.7603032 ---Validation accuracy:--- 0.787 Validation Loss: 0.73477346
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.6139308 ---Validation accuracy:--- 0.7862 Validation Loss: 0.73435473
Epoch: 3 ---Training accuracy:--- 0.755 Training Loss: 0.7814996 ---Validation accuracy:--- 0.7846 Validation Loss: 0.7333629
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.62703 ---Validation accuracy:--- 0.7854 Validation Loss: 0.7328262
Epoch: 3 ---Training accuracy:--- 0.74 Training Loss: 0.8480982 ---Validation accuracy:--- 0.787 Validation Loss: 0.7319829
Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.71591264 ---Validation accuracy:--- 0.7882 Validation Loss: 0.73153806
Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.61971545 ---Validation accuracy:--- 0.788 Validation Loss: 0.7307968
Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.7418987 ---Validation accuracy:--- 0.7886 Validation Loss: 0.72987956
Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.7242753 ---Validation accuracy:--- 0.7888 Validation Loss: 0.72889346
Epoch: 3 ---Training accuracy:--- 0.78 Training Loss: 0.69044065 ---Validation accuracy:--- 0.7898 Validation Loss: 0.72892714
Epoch: 3 ---Training accuracy:--- 0.76 Training Loss: 0.7415128 ---Validation accuracy:--- 0.7896 Validation Loss: 0.72842336
Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.77541673 ---Validation accuracy:--- 0.7878 Validation Loss: 0.7268683
Epoch: 3 ---Training accuracy:--- 0.755 Training Loss: 0.7564838 ---Validation accuracy:--- 0.7914 Validation Loss: 0.7262258
Epoch: 3 ---Training accuracy:--- 0.79 Training Loss: 0.77900225 ---Validation accuracy:--- 0.79 Validation Loss: 0.7254967
Epoch: 3 ---Training accuracy:--- 0.775 Training Loss: 0.7653877 ---Validation accuracy:--- 0.791 Validation Loss: 0.7247774
Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.6904163 ---Validation accuracy:--- 0.7924 Validation Loss: 0.72440535
Epoch: 3 ---Training accuracy:--- 0.83 Training Loss: 0.6674248 ---Validation accuracy:--- 0.7922 Validation Loss: 0.7241148
Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.72211814 ---Validation accuracy:--- 0.7924 Validation Loss: 0.72287506
Epoch: 3 ---Training accuracy:--- 0.735 Training Loss: 0.83498186 ---Validation accuracy:--- 0.7936 Validation Loss: 0.72210664
Epoch: 3 ---Training accuracy:--- 0.77 Training Loss: 0.7345101 ---Validation accuracy:--- 0.793 Validation Loss: 0.7218627
Epoch: 3 ---Training accuracy:--- 0.755 Training Loss: 0.81812316 ---Validation accuracy:--- 0.7956 Validation Loss: 0.72089267
Epoch: 3 ---Training accuracy:--- 0.835 Training Loss: 0.59228396 ---Validation accuracy:--- 0.7942 Validation Loss: 0.7199673
Epoch: 3 ---Training accuracy:--- 0.775 Training Loss: 0.76637596 ---Validation accuracy:--- 0.7936 Validation Loss: 0.71928513
Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.7356174 ---Validation accuracy:--- 0.7938 Validation Loss: 0.7187971
Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.65487707 ---Validation accuracy:--- 0.7926 Validation Loss: 0.71789724
Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.75518554 ---Validation accuracy:--- 0.7916 Validation Loss: 0.7170201
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.62323606 ---Validation accuracy:--- 0.7912 Validation Loss: 0.7168162
Epoch: 3 ---Training accuracy:--- 0.87 Training Loss: 0.60461515 ---Validation accuracy:--- 0.7912 Validation Loss: 0.71623856
Epoch: 3 ---Training accuracy:--- 0.75 Training Loss: 0.7834488 ---Validation accuracy:--- 0.7884 Validation Loss: 0.7155468
Epoch: 3 ---Training accuracy:--- 0.775 Training Loss: 0.7941227 ---Validation accuracy:--- 0.788 Validation Loss: 0.71502185
Epoch: 3 ---Training accuracy:--- 0.72 Training Loss: 0.8465133 ---Validation accuracy:--- 0.791 Validation Loss: 0.714162
Epoch: 3 ---Training accuracy:--- 0.78 Training Loss: 0.7064415 ---Validation accuracy:--- 0.793 Validation Loss: 0.7130294
Epoch: 3 ---Training accuracy:--- 0.825 Training Loss: 0.6165204 ---Validation accuracy:--- 0.7928 Validation Loss: 0.7127585
Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.6334874 ---Validation accuracy:--- 0.7928 Validation Loss: 0.7117048
Epoch: 3 ---Training accuracy:--- 0.76 Training Loss: 0.78854936 ---Validation accuracy:--- 0.7956 Validation Loss: 0.7107715
Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.7542052 ---Validation accuracy:--- 0.795 Validation Loss: 0.7101893
Epoch: 3 ---Training accuracy:--- 0.755 Training Loss: 0.841486 ---Validation accuracy:--- 0.7976 Validation Loss: 0.70959526
Epoch: 3 ---Training accuracy:--- 0.83 Training Loss: 0.62167597 ---Validation accuracy:--- 0.797 Validation Loss: 0.7086566
Epoch: 3 ---Training accuracy:--- 0.74 Training Loss: 0.84382474 ---Validation accuracy:--- 0.7976 Validation Loss: 0.70840603
Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.7811749 ---Validation accuracy:--- 0.7988 Validation Loss: 0.7078432
Epoch: 3 ---Training accuracy:--- 0.77 Training Loss: 0.82533157 ---Validation accuracy:--- 0.7984 Validation Loss: 0.70712
Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.6986452 ---Validation accuracy:--- 0.7986 Validation Loss: 0.70614326
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.6716397 ---Validation accuracy:--- 0.798 Validation Loss: 0.7055886
Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.76355773 ---Validation accuracy:--- 0.7982 Validation Loss: 0.70507485
Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.70369965 ---Validation accuracy:--- 0.7994 Validation Loss: 0.70518374
Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.7045 ---Validation accuracy:--- 0.7986 Validation Loss: 0.70419246
Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.695166 ---Validation accuracy:--- 0.8012 Validation Loss: 0.70341843
Epoch: 3 ---Training accuracy:--- 0.76 Training Loss: 0.72008777 ---Validation accuracy:--- 0.799 Validation Loss: 0.70237595
Epoch: 3 ---Training accuracy:--- 0.77 Training Loss: 0.71929604 ---Validation accuracy:--- 0.7982 Validation Loss: 0.7017201
Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.77687716 ---Validation accuracy:--- 0.8004 Validation Loss: 0.70107675
Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.7667884 ---Validation accuracy:--- 0.8006 Validation Loss: 0.700274
Epoch: 3 ---Training accuracy:--- 0.775 Training Loss: 0.7465971 ---Validation accuracy:--- 0.7998 Validation Loss: 0.70005053
Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.63983935 ---Validation accuracy:--- 0.7988 Validation Loss: 0.6994995
Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.7199984 ---Validation accuracy:--- 0.8002 Validation Loss: 0.6987401
Epoch: 3 ---Training accuracy:--- 0.75 Training Loss: 0.78683037 ---Validation accuracy:--- 0.7992 Validation Loss: 0.69839406
Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.71792585 ---Validation accuracy:--- 0.8004 Validation Loss: 0.69785905
Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.73038083 ---Validation accuracy:--- 0.803 Validation Loss: 0.69743025
Epoch: 3 ---Training accuracy:--- 0.775 Training Loss: 0.73775446 ---Validation accuracy:--- 0.8042 Validation Loss: 0.6967181
Epoch: 3 ---Training accuracy:--- 0.845 Training Loss: 0.60503983 ---Validation accuracy:--- 0.8048 Validation Loss: 0.6962775
Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.6883237 ---Validation accuracy:--- 0.8044 Validation Loss: 0.6957834
Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.7146457 ---Validation accuracy:--- 0.8052 Validation Loss: 0.695294
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.674 ---Validation accuracy:--- 0.8038 Validation Loss: 0.6939176
Epoch: 3 ---Training accuracy:--- 0.855 Training Loss: 0.63550866 ---Validation accuracy:--- 0.8052 Validation Loss: 0.69346017
Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.6934449 ---Validation accuracy:--- 0.8052 Validation Loss: 0.6929015
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.6790302 ---Validation accuracy:--- 0.8046 Validation Loss: 0.6917179
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.6608548 ---Validation accuracy:--- 0.8052 Validation Loss: 0.6911404
Epoch: 3 ---Training accuracy:--- 0.815 Training Loss: 0.67169917 ---Validation accuracy:--- 0.803 Validation Loss: 0.6907451
Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.6218077 ---Validation accuracy:--- 0.804 Validation Loss: 0.6899807
Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.7149122 ---Validation accuracy:--- 0.8048 Validation Loss: 0.6893051
Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.56122833 ---Validation accuracy:--- 0.8074 Validation Loss: 0.6886976
Epoch: 3 ---Training accuracy:--- 0.835 Training Loss: 0.7085823 ---Validation accuracy:--- 0.8056 Validation Loss: 0.6880147
Epoch: 3 ---Training accuracy:--- 0.78 Training Loss: 0.72133225 ---Validation accuracy:--- 0.8112 Validation Loss: 0.6881021
Epoch: 3 ---Training accuracy:--- 0.77 Training Loss: 0.72453094 ---Validation accuracy:--- 0.809 Validation Loss: 0.68698055
Epoch: 3 ---Training accuracy:--- 0.755 Training Loss: 0.77152234 ---Validation accuracy:--- 0.8108 Validation Loss: 0.68551326
Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.7272873 ---Validation accuracy:--- 0.811 Validation Loss: 0.684797
Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.70280486 ---Validation accuracy:--- 0.811 Validation Loss: 0.6842139
Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.72199553 ---Validation accuracy:--- 0.8104 Validation Loss: 0.6837416
Epoch: 3 ---Training accuracy:--- 0.76 Training Loss: 0.75697213 ---Validation accuracy:--- 0.8124 Validation Loss: 0.6831044
Epoch: 3 ---Training accuracy:--- 0.765 Training Loss: 0.770402 ---Validation accuracy:--- 0.8136 Validation Loss: 0.6822242
Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.7703332 ---Validation accuracy:--- 0.8136 Validation Loss: 0.6817462
Epoch: 3 ---Training accuracy:--- 0.83 Training Loss: 0.6370071 ---Validation accuracy:--- 0.8134 Validation Loss: 0.6809605
Epoch: 3 ---Training accuracy:--- 0.79 Training Loss: 0.70765877 ---Validation accuracy:--- 0.8146 Validation Loss: 0.6808595
Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.64494354 ---Validation accuracy:--- 0.814 Validation Loss: 0.67994446
Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.7107516 ---Validation accuracy:--- 0.814 Validation Loss: 0.6793155
Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.74506164 ---Validation accuracy:--- 0.8112 Validation Loss: 0.6788587
Epoch: 3 ---Training accuracy:--- 0.745 Training Loss: 0.7757922 ---Validation accuracy:--- 0.8166 Validation Loss: 0.67927796
Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.6684622 ---Validation accuracy:--- 0.8154 Validation Loss: 0.67874724
Epoch: 3 ---Training accuracy:--- 0.77 Training Loss: 0.8096164 ---Validation accuracy:--- 0.8116 Validation Loss: 0.67773354
Epoch: 3 ---Training accuracy:--- 0.825 Training Loss: 0.6650219 ---Validation accuracy:--- 0.8114 Validation Loss: 0.6766486
Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.6111125 ---Validation accuracy:--- 0.8126 Validation Loss: 0.676078
Epoch: 3 ---Training accuracy:--- 0.78 Training Loss: 0.6994049 ---Validation accuracy:--- 0.8136 Validation Loss: 0.67556405
Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.7048418 ---Validation accuracy:--- 0.8146 Validation Loss: 0.6746868
Epoch: 3 ---Training accuracy:--- 0.79 Training Loss: 0.6827704 ---Validation accuracy:--- 0.8134 Validation Loss: 0.674319
Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.78162277 ---Validation accuracy:--- 0.8114 Validation Loss: 0.6733278
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.6304244 ---Validation accuracy:--- 0.8106 Validation Loss: 0.6725838
Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.6783062 ---Validation accuracy:--- 0.811 Validation Loss: 0.67236155
Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.7672296 ---Validation accuracy:--- 0.8122 Validation Loss: 0.67142653
Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.6806351 ---Validation accuracy:--- 0.815 Validation Loss: 0.67080086
Epoch: 3 ---Training accuracy:--- 0.795 Training Loss: 0.6026474 ---Validation accuracy:--- 0.8166 Validation Loss: 0.6702115
Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.7187552 ---Validation accuracy:--- 0.8176 Validation Loss: 0.66953975
Epoch: 3 ---Training accuracy:--- 0.78 Training Loss: 0.7905864 ---Validation accuracy:--- 0.8162 Validation Loss: 0.6693285
Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.6922543 ---Validation accuracy:--- 0.8176 Validation Loss: 0.6693331
Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.6070667 ---Validation accuracy:--- 0.8182 Validation Loss: 0.6684593
Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.6906351 ---Validation accuracy:--- 0.8128 Validation Loss: 0.66737366
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.6639905 ---Validation accuracy:--- 0.8116 Validation Loss: 0.667054
Epoch: 3 ---Training accuracy:--- 0.81 Training Loss: 0.70017624 ---Validation accuracy:--- 0.8136 Validation Loss: 0.6662334
Epoch: 3 ---Training accuracy:--- 0.725 Training Loss: 0.78378755 ---Validation accuracy:--- 0.8172 Validation Loss: 0.6653424
Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.62038344 ---Validation accuracy:--- 0.8194 Validation Loss: 0.6652809
Epoch: 3 ---Training accuracy:--- 0.84 Training Loss: 0.5745826 ---Validation accuracy:--- 0.8188 Validation Loss: 0.6651451
Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.6714625 ---Validation accuracy:--- 0.8206 Validation Loss: 0.6652096
Epoch: 3 ---Training accuracy:--- 0.785 Training Loss: 0.6880162 ---Validation accuracy:--- 0.8198 Validation Loss: 0.66406894
Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.641034 ---Validation accuracy:--- 0.8192 Validation Loss: 0.66427034
Epoch: 3 ---Training accuracy:--- 0.86 Training Loss: 0.6316176 ---Validation accuracy:--- 0.817 Validation Loss: 0.66248924
Epoch: 3 ---Training accuracy:--- 0.85 Training Loss: 0.63198096 ---Validation accuracy:--- 0.8168 Validation Loss: 0.6617314
Epoch: 3 ---Training accuracy:--- 0.815 Training Loss: 0.6651709 ---Validation accuracy:--- 0.8164 Validation Loss: 0.66091114
Epoch: 3 ---Training accuracy:--- 0.83 Training Loss: 0.69413954 ---Validation accuracy:--- 0.8152 Validation Loss: 0.66000694
Epoch: 3 ---Training accuracy:--- 0.83 Training Loss: 0.6388989 ---Validation accuracy:--- 0.8146 Validation Loss: 0.65967476
Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.73474586 ---Validation accuracy:--- 0.8154 Validation Loss: 0.6591765
Epoch: 3 ---Training accuracy:--- 0.83 Training Loss: 0.65990037 ---Validation accuracy:--- 0.8162 Validation Loss: 0.6583622
Epoch: 3 ---Training accuracy:--- 0.805 Training Loss: 0.73371077 ---Validation accuracy:--- 0.8192 Validation Loss: 0.657894
Epoch: 3 ---Training accuracy:--- 0.825 Training Loss: 0.67887586 ---Validation accuracy:--- 0.818 Validation Loss: 0.65732795
Epoch: 3 ---Training accuracy:--- 0.825 Training Loss: 0.65873414 ---Validation accuracy:--- 0.8192 Validation Loss: 0.6568324
Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.7572101 ---Validation accuracy:--- 0.82 Validation Loss: 0.6561096
Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.6204207 ---Validation accuracy:--- 0.8198 Validation Loss: 0.6553155
Epoch: 3 ---Training accuracy:--- 0.8 Training Loss: 0.7533376 ---Validation accuracy:--- 0.8176 Validation Loss: 0.6550247
Epoch: 3 ---Training accuracy:--- 0.855 Training Loss: 0.5801564 ---Validation accuracy:--- 0.8204 Validation Loss: 0.6545618
Epoch: 3 ---Training accuracy:--- 0.825 Training Loss: 0.6526582 ---Validation accuracy:--- 0.8214 Validation Loss: 0.65385586
Epoch: 3 ---Training accuracy:--- 0.82 Training Loss: 0.6696831 ---Validation accuracy:--- 0.8228 Validation Loss: 0.6531305
Epoch: 3 ---Training accuracy:--- 0.825 Training Loss: 0.61591136 ---Validation accuracy:--- 0.8218 Validation Loss: 0.6526153
Epoch: 3 ---Training accuracy:--- 0.845 Training Loss: 0.6695034 ---Validation accuracy:--- 0.8204 Validation Loss: 0.6518399
Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.62131387 ---Validation accuracy:--- 0.8206 Validation Loss: 0.65139407
Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.62545985 ---Validation accuracy:--- 0.821 Validation Loss: 0.65101826
Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.75370955 ---Validation accuracy:--- 0.8224 Validation Loss: 0.65038097
Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.6037285 ---Validation accuracy:--- 0.823 Validation Loss: 0.650212
Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.72146624 ---Validation accuracy:--- 0.8226 Validation Loss: 0.64968693
Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.69799024 ---Validation accuracy:--- 0.8244 Validation Loss: 0.6492724
Epoch: 4 ---Training accuracy:--- 0.765 Training Loss: 0.741037 ---Validation accuracy:--- 0.8234 Validation Loss: 0.648641
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.58456457 ---Validation accuracy:--- 0.8226 Validation Loss: 0.64809936
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.6580533 ---Validation accuracy:--- 0.8218 Validation Loss: 0.64784443
Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.7702208 ---Validation accuracy:--- 0.822 Validation Loss: 0.6473325
Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.7059967 ---Validation accuracy:--- 0.8208 Validation Loss: 0.646917
Epoch: 4 ---Training accuracy:--- 0.835 Training Loss: 0.6294044 ---Validation accuracy:--- 0.8196 Validation Loss: 0.6463901
Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.68742526 ---Validation accuracy:--- 0.8216 Validation Loss: 0.6453657
Epoch: 4 ---Training accuracy:--- 0.805 Training Loss: 0.677642 ---Validation accuracy:--- 0.8236 Validation Loss: 0.6447365
Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.59466356 ---Validation accuracy:--- 0.8268 Validation Loss: 0.6437609
Epoch: 4 ---Training accuracy:--- 0.865 Training Loss: 0.5277436 ---Validation accuracy:--- 0.8262 Validation Loss: 0.6433042
Epoch: 4 ---Training accuracy:--- 0.81 Training Loss: 0.5926999 ---Validation accuracy:--- 0.8236 Validation Loss: 0.64282316
Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.6793469 ---Validation accuracy:--- 0.8236 Validation Loss: 0.6419043
Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.6271682 ---Validation accuracy:--- 0.8238 Validation Loss: 0.6418731
Epoch: 4 ---Training accuracy:--- 0.79 Training Loss: 0.71702677 ---Validation accuracy:--- 0.8236 Validation Loss: 0.64180756
Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.59255415 ---Validation accuracy:--- 0.8248 Validation Loss: 0.6419949
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.62907916 ---Validation accuracy:--- 0.825 Validation Loss: 0.6408763
Epoch: 4 ---Training accuracy:--- 0.835 Training Loss: 0.6029584 ---Validation accuracy:--- 0.8248 Validation Loss: 0.6402068
Epoch: 4 ---Training accuracy:--- 0.76 Training Loss: 0.7909503 ---Validation accuracy:--- 0.8258 Validation Loss: 0.6395766
Epoch: 4 ---Training accuracy:--- 0.835 Training Loss: 0.5732648 ---Validation accuracy:--- 0.8282 Validation Loss: 0.639052
Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.62906194 ---Validation accuracy:--- 0.8312 Validation Loss: 0.6390795
Epoch: 4 ---Training accuracy:--- 0.78 Training Loss: 0.8203276 ---Validation accuracy:--- 0.8336 Validation Loss: 0.6382503
Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.6343611 ---Validation accuracy:--- 0.8324 Validation Loss: 0.63811964
Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.6143141 ---Validation accuracy:--- 0.8342 Validation Loss: 0.63742894
Epoch: 4 ---Training accuracy:--- 0.785 Training Loss: 0.7477743 ---Validation accuracy:--- 0.8332 Validation Loss: 0.6380132
Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.6448454 ---Validation accuracy:--- 0.8348 Validation Loss: 0.63694036
Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.6682962 ---Validation accuracy:--- 0.8356 Validation Loss: 0.6366567
Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.6211801 ---Validation accuracy:--- 0.8352 Validation Loss: 0.6367198
Epoch: 4 ---Training accuracy:--- 0.805 Training Loss: 0.69545394 ---Validation accuracy:--- 0.836 Validation Loss: 0.6361043
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.60900205 ---Validation accuracy:--- 0.8346 Validation Loss: 0.6359371
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.53098655 ---Validation accuracy:--- 0.8338 Validation Loss: 0.6356178
Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.65579176 ---Validation accuracy:--- 0.8364 Validation Loss: 0.6355507
Epoch: 4 ---Training accuracy:--- 0.795 Training Loss: 0.6644107 ---Validation accuracy:--- 0.8354 Validation Loss: 0.6339243
Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.6114499 ---Validation accuracy:--- 0.8354 Validation Loss: 0.6319376
Epoch: 4 ---Training accuracy:--- 0.835 Training Loss: 0.6302729 ---Validation accuracy:--- 0.834 Validation Loss: 0.63089484
Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.64173144 ---Validation accuracy:--- 0.8336 Validation Loss: 0.6304291
Epoch: 4 ---Training accuracy:--- 0.885 Training Loss: 0.6011713 ---Validation accuracy:--- 0.8312 Validation Loss: 0.62966436
Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.6773638 ---Validation accuracy:--- 0.8326 Validation Loss: 0.6289737
Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.60742325 ---Validation accuracy:--- 0.831 Validation Loss: 0.6285139
Epoch: 4 ---Training accuracy:--- 0.78 Training Loss: 0.70827997 ---Validation accuracy:--- 0.8316 Validation Loss: 0.62836957
Epoch: 4 ---Training accuracy:--- 0.79 Training Loss: 0.6915158 ---Validation accuracy:--- 0.8308 Validation Loss: 0.6276288
Epoch: 4 ---Training accuracy:--- 0.805 Training Loss: 0.7346472 ---Validation accuracy:--- 0.8306 Validation Loss: 0.62765205
Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.647966 ---Validation accuracy:--- 0.8312 Validation Loss: 0.6267921
Epoch: 4 ---Training accuracy:--- 0.785 Training Loss: 0.6109027 ---Validation accuracy:--- 0.8316 Validation Loss: 0.6262499
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.53463423 ---Validation accuracy:--- 0.8322 Validation Loss: 0.6256745
Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.6666348 ---Validation accuracy:--- 0.834 Validation Loss: 0.62611026
Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.67702866 ---Validation accuracy:--- 0.834 Validation Loss: 0.625087
Epoch: 4 ---Training accuracy:--- 0.78 Training Loss: 0.6727769 ---Validation accuracy:--- 0.834 Validation Loss: 0.6236453
Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.5027372 ---Validation accuracy:--- 0.834 Validation Loss: 0.623033
Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.62384504 ---Validation accuracy:--- 0.8334 Validation Loss: 0.62295824
Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.6594124 ---Validation accuracy:--- 0.8354 Validation Loss: 0.62178326
Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.63452953 ---Validation accuracy:--- 0.8354 Validation Loss: 0.62200487
Epoch: 4 ---Training accuracy:--- 0.79 Training Loss: 0.7543003 ---Validation accuracy:--- 0.8348 Validation Loss: 0.62061965
Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.6498644 ---Validation accuracy:--- 0.8328 Validation Loss: 0.62129486
Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.64746445 ---Validation accuracy:--- 0.833 Validation Loss: 0.62041974
Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.7163237 ---Validation accuracy:--- 0.834 Validation Loss: 0.6198079
Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.65516007 ---Validation accuracy:--- 0.836 Validation Loss: 0.6196636
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.5934069 ---Validation accuracy:--- 0.8378 Validation Loss: 0.61991143
Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.70933974 ---Validation accuracy:--- 0.8368 Validation Loss: 0.6184075
Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.660069 ---Validation accuracy:--- 0.836 Validation Loss: 0.61742747
Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.5825306 ---Validation accuracy:--- 0.836 Validation Loss: 0.61666363
Epoch: 4 ---Training accuracy:--- 0.795 Training Loss: 0.684005 ---Validation accuracy:--- 0.8352 Validation Loss: 0.6166042
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.6207188 ---Validation accuracy:--- 0.8364 Validation Loss: 0.6158756
Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.5969061 ---Validation accuracy:--- 0.838 Validation Loss: 0.61548376
Epoch: 4 ---Training accuracy:--- 0.875 Training Loss: 0.5670021 ---Validation accuracy:--- 0.8398 Validation Loss: 0.61541945
Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.64250076 ---Validation accuracy:--- 0.8414 Validation Loss: 0.61560273
Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.7414051 ---Validation accuracy:--- 0.8414 Validation Loss: 0.61485666
Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.6615911 ---Validation accuracy:--- 0.8398 Validation Loss: 0.6146174
Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.6048013 ---Validation accuracy:--- 0.8362 Validation Loss: 0.6138337
Epoch: 4 ---Training accuracy:--- 0.835 Training Loss: 0.580992 ---Validation accuracy:--- 0.8354 Validation Loss: 0.61410284
Epoch: 4 ---Training accuracy:--- 0.79 Training Loss: 0.6739053 ---Validation accuracy:--- 0.838 Validation Loss: 0.61288935
Epoch: 4 ---Training accuracy:--- 0.79 Training Loss: 0.68462694 ---Validation accuracy:--- 0.8386 Validation Loss: 0.6124946
Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.590581 ---Validation accuracy:--- 0.8396 Validation Loss: 0.61135507
Epoch: 4 ---Training accuracy:--- 0.81 Training Loss: 0.6179998 ---Validation accuracy:--- 0.8372 Validation Loss: 0.6111192
Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.5587036 ---Validation accuracy:--- 0.8382 Validation Loss: 0.6116326
Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.5673924 ---Validation accuracy:--- 0.8388 Validation Loss: 0.6103814
Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.66363114 ---Validation accuracy:--- 0.8398 Validation Loss: 0.6086893
Epoch: 4 ---Training accuracy:--- 0.895 Training Loss: 0.5352148 ---Validation accuracy:--- 0.8406 Validation Loss: 0.60896796
Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.62777346 ---Validation accuracy:--- 0.8396 Validation Loss: 0.60901165
Epoch: 4 ---Training accuracy:--- 0.79 Training Loss: 0.66313463 ---Validation accuracy:--- 0.8422 Validation Loss: 0.60852486
Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.5639211 ---Validation accuracy:--- 0.8416 Validation Loss: 0.60750633
Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.5919664 ---Validation accuracy:--- 0.842 Validation Loss: 0.607156
Epoch: 4 ---Training accuracy:--- 0.895 Training Loss: 0.55859107 ---Validation accuracy:--- 0.842 Validation Loss: 0.6075975
Epoch: 4 ---Training accuracy:--- 0.835 Training Loss: 0.6451721 ---Validation accuracy:--- 0.8412 Validation Loss: 0.60752463
Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.6385044 ---Validation accuracy:--- 0.84 Validation Loss: 0.607005
Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.7626923 ---Validation accuracy:--- 0.8412 Validation Loss: 0.6058841
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.56952775 ---Validation accuracy:--- 0.8412 Validation Loss: 0.6045516
Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.55994487 ---Validation accuracy:--- 0.8422 Validation Loss: 0.60426074
Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.6149159 ---Validation accuracy:--- 0.8446 Validation Loss: 0.6045625
Epoch: 4 ---Training accuracy:--- 0.81 Training Loss: 0.6119602 ---Validation accuracy:--- 0.8454 Validation Loss: 0.60519123
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.64081055 ---Validation accuracy:--- 0.8454 Validation Loss: 0.6051468
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.6121189 ---Validation accuracy:--- 0.846 Validation Loss: 0.60464245
Epoch: 4 ---Training accuracy:--- 0.795 Training Loss: 0.7041546 ---Validation accuracy:--- 0.847 Validation Loss: 0.6038031
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.5961957 ---Validation accuracy:--- 0.8468 Validation Loss: 0.60392034
Epoch: 4 ---Training accuracy:--- 0.875 Training Loss: 0.591708 ---Validation accuracy:--- 0.845 Validation Loss: 0.6019002
Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.7432842 ---Validation accuracy:--- 0.847 Validation Loss: 0.601352
Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.62806433 ---Validation accuracy:--- 0.8472 Validation Loss: 0.6007438
Epoch: 4 ---Training accuracy:--- 0.81 Training Loss: 0.69112635 ---Validation accuracy:--- 0.8462 Validation Loss: 0.5999132
Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.6445065 ---Validation accuracy:--- 0.8456 Validation Loss: 0.59950995
Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.6322957 ---Validation accuracy:--- 0.8448 Validation Loss: 0.5989235
Epoch: 4 ---Training accuracy:--- 0.865 Training Loss: 0.62877256 ---Validation accuracy:--- 0.8444 Validation Loss: 0.5980482
Epoch: 4 ---Training accuracy:--- 0.765 Training Loss: 0.7067119 ---Validation accuracy:--- 0.8422 Validation Loss: 0.59812224
Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.5624839 ---Validation accuracy:--- 0.8428 Validation Loss: 0.5977304
Epoch: 4 ---Training accuracy:--- 0.865 Training Loss: 0.5474 ---Validation accuracy:--- 0.8444 Validation Loss: 0.59694797
Epoch: 4 ---Training accuracy:--- 0.81 Training Loss: 0.5525937 ---Validation accuracy:--- 0.846 Validation Loss: 0.5967659
Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.5459794 ---Validation accuracy:--- 0.8454 Validation Loss: 0.5956579
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.57843286 ---Validation accuracy:--- 0.846 Validation Loss: 0.5946462
Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.52519596 ---Validation accuracy:--- 0.8446 Validation Loss: 0.594206
Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.5875766 ---Validation accuracy:--- 0.8458 Validation Loss: 0.59346294
Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.6519704 ---Validation accuracy:--- 0.8462 Validation Loss: 0.59298146
Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.5118417 ---Validation accuracy:--- 0.8462 Validation Loss: 0.5928231
Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.5445639 ---Validation accuracy:--- 0.8462 Validation Loss: 0.59298956
Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.5732997 ---Validation accuracy:--- 0.8478 Validation Loss: 0.59240896
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.5183482 ---Validation accuracy:--- 0.848 Validation Loss: 0.5919453
Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.61306787 ---Validation accuracy:--- 0.848 Validation Loss: 0.5911816
Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.5372672 ---Validation accuracy:--- 0.8458 Validation Loss: 0.5905845
Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.7015451 ---Validation accuracy:--- 0.8482 Validation Loss: 0.5903083
Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.5925741 ---Validation accuracy:--- 0.8478 Validation Loss: 0.5895852
Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.5959007 ---Validation accuracy:--- 0.848 Validation Loss: 0.5893382
Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.63816476 ---Validation accuracy:--- 0.849 Validation Loss: 0.5894338
Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.6434822 ---Validation accuracy:--- 0.849 Validation Loss: 0.5890498
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.61668116 ---Validation accuracy:--- 0.85 Validation Loss: 0.58817166
Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.55538875 ---Validation accuracy:--- 0.8486 Validation Loss: 0.58814365
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.48825672 ---Validation accuracy:--- 0.8504 Validation Loss: 0.5878488
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.5576403 ---Validation accuracy:--- 0.8482 Validation Loss: 0.58653855
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.5389427 ---Validation accuracy:--- 0.8486 Validation Loss: 0.5859403
Epoch: 4 ---Training accuracy:--- 0.865 Training Loss: 0.58377475 ---Validation accuracy:--- 0.8496 Validation Loss: 0.5853126
Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.75536126 ---Validation accuracy:--- 0.8494 Validation Loss: 0.5854424
Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.6005213 ---Validation accuracy:--- 0.847 Validation Loss: 0.5854083
Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.68361634 ---Validation accuracy:--- 0.8474 Validation Loss: 0.5849004
Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.48013315 ---Validation accuracy:--- 0.8474 Validation Loss: 0.5851239
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.61978376 ---Validation accuracy:--- 0.847 Validation Loss: 0.5842735
Epoch: 4 ---Training accuracy:--- 0.875 Training Loss: 0.5353156 ---Validation accuracy:--- 0.8498 Validation Loss: 0.583456
Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.5776545 ---Validation accuracy:--- 0.8494 Validation Loss: 0.5831148
Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.5327401 ---Validation accuracy:--- 0.85 Validation Loss: 0.5819463
Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.5585719 ---Validation accuracy:--- 0.848 Validation Loss: 0.58164865
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.66279024 ---Validation accuracy:--- 0.8496 Validation Loss: 0.5812218
Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.6076191 ---Validation accuracy:--- 0.8492 Validation Loss: 0.5809172
Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.5511271 ---Validation accuracy:--- 0.8482 Validation Loss: 0.5808348
Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.5815841 ---Validation accuracy:--- 0.8482 Validation Loss: 0.5806909
Epoch: 4 ---Training accuracy:--- 0.805 Training Loss: 0.6605568 ---Validation accuracy:--- 0.8492 Validation Loss: 0.5799054
Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.71347827 ---Validation accuracy:--- 0.8492 Validation Loss: 0.5793997
Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.61178625 ---Validation accuracy:--- 0.8506 Validation Loss: 0.5792484
Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.58209246 ---Validation accuracy:--- 0.8492 Validation Loss: 0.5786691
Epoch: 4 ---Training accuracy:--- 0.865 Training Loss: 0.5082328 ---Validation accuracy:--- 0.8504 Validation Loss: 0.5788885
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.66852814 ---Validation accuracy:--- 0.8498 Validation Loss: 0.5785134
Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.6499228 ---Validation accuracy:--- 0.8496 Validation Loss: 0.57715803
Epoch: 4 ---Training accuracy:--- 0.81 Training Loss: 0.6458617 ---Validation accuracy:--- 0.8502 Validation Loss: 0.5766545
Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.6224396 ---Validation accuracy:--- 0.85 Validation Loss: 0.5764284
Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.6089026 ---Validation accuracy:--- 0.8488 Validation Loss: 0.5763481
Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.5857827 ---Validation accuracy:--- 0.8484 Validation Loss: 0.5760389
Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.57124364 ---Validation accuracy:--- 0.8488 Validation Loss: 0.57537663
Epoch: 4 ---Training accuracy:--- 0.865 Training Loss: 0.52155006 ---Validation accuracy:--- 0.8514 Validation Loss: 0.5749706
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.560755 ---Validation accuracy:--- 0.8526 Validation Loss: 0.57513195
Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.6147552 ---Validation accuracy:--- 0.8524 Validation Loss: 0.57510656
Epoch: 4 ---Training accuracy:--- 0.865 Training Loss: 0.63222784 ---Validation accuracy:--- 0.8528 Validation Loss: 0.57586396
Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.5842768 ---Validation accuracy:--- 0.8534 Validation Loss: 0.5747825
Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.62790984 ---Validation accuracy:--- 0.8526 Validation Loss: 0.57408196
Epoch: 4 ---Training accuracy:--- 0.785 Training Loss: 0.73249465 ---Validation accuracy:--- 0.8552 Validation Loss: 0.57365227
Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.6028376 ---Validation accuracy:--- 0.8534 Validation Loss: 0.5738169
Epoch: 4 ---Training accuracy:--- 0.9 Training Loss: 0.5098027 ---Validation accuracy:--- 0.8534 Validation Loss: 0.5728184
Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.6941327 ---Validation accuracy:--- 0.8536 Validation Loss: 0.573293
Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.5843352 ---Validation accuracy:--- 0.853 Validation Loss: 0.57230693
Epoch: 4 ---Training accuracy:--- 0.785 Training Loss: 0.72552115 ---Validation accuracy:--- 0.8522 Validation Loss: 0.5719738
Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.62275606 ---Validation accuracy:--- 0.8534 Validation Loss: 0.5712875
Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.5883305 ---Validation accuracy:--- 0.853 Validation Loss: 0.57068276
Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.4952131 ---Validation accuracy:--- 0.8536 Validation Loss: 0.56992614
Epoch: 4 ---Training accuracy:--- 0.795 Training Loss: 0.7131482 ---Validation accuracy:--- 0.852 Validation Loss: 0.5694103
Epoch: 4 ---Training accuracy:--- 0.805 Training Loss: 0.6722879 ---Validation accuracy:--- 0.8524 Validation Loss: 0.5688146
Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.49997017 ---Validation accuracy:--- 0.851 Validation Loss: 0.5693187
Epoch: 4 ---Training accuracy:--- 0.895 Training Loss: 0.44995606 ---Validation accuracy:--- 0.8512 Validation Loss: 0.56904036
Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.5011098 ---Validation accuracy:--- 0.8504 Validation Loss: 0.56837314
Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.5820475 ---Validation accuracy:--- 0.851 Validation Loss: 0.5684658
Epoch: 4 ---Training accuracy:--- 0.795 Training Loss: 0.7300725 ---Validation accuracy:--- 0.8512 Validation Loss: 0.5674367
Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.6276043 ---Validation accuracy:--- 0.8508 Validation Loss: 0.5671998
Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.53914946 ---Validation accuracy:--- 0.8518 Validation Loss: 0.5669303
Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.61243594 ---Validation accuracy:--- 0.853 Validation Loss: 0.56666595
Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.52699405 ---Validation accuracy:--- 0.852 Validation Loss: 0.5662956
Epoch: 4 ---Training accuracy:--- 0.805 Training Loss: 0.6800008 ---Validation accuracy:--- 0.8522 Validation Loss: 0.56548953
Epoch: 4 ---Training accuracy:--- 0.835 Training Loss: 0.5991648 ---Validation accuracy:--- 0.8532 Validation Loss: 0.56482524
Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.53220075 ---Validation accuracy:--- 0.853 Validation Loss: 0.56450444
Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.6380265 ---Validation accuracy:--- 0.8534 Validation Loss: 0.5643988
Epoch: 4 ---Training accuracy:--- 0.885 Training Loss: 0.46486375 ---Validation accuracy:--- 0.8522 Validation Loss: 0.5641332
Epoch: 4 ---Training accuracy:--- 0.885 Training Loss: 0.5248948 ---Validation accuracy:--- 0.8526 Validation Loss: 0.5640576
Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.63458043 ---Validation accuracy:--- 0.8526 Validation Loss: 0.5632965
Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.59985316 ---Validation accuracy:--- 0.853 Validation Loss: 0.5628012
Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.6424373 ---Validation accuracy:--- 0.8536 Validation Loss: 0.5623827
Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.5214574 ---Validation accuracy:--- 0.8538 Validation Loss: 0.56208223
Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.49364722 ---Validation accuracy:--- 0.8536 Validation Loss: 0.56162834
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.64041 ---Validation accuracy:--- 0.8544 Validation Loss: 0.5603966
Epoch: 4 ---Training accuracy:--- 0.865 Training Loss: 0.6146429 ---Validation accuracy:--- 0.853 Validation Loss: 0.559808
Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.55197823 ---Validation accuracy:--- 0.8542 Validation Loss: 0.55932254
Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.58349097 ---Validation accuracy:--- 0.8556 Validation Loss: 0.5587656
Epoch: 4 ---Training accuracy:--- 0.835 Training Loss: 0.5688348 ---Validation accuracy:--- 0.8552 Validation Loss: 0.5582827
Epoch: 4 ---Training accuracy:--- 0.865 Training Loss: 0.571145 ---Validation accuracy:--- 0.8556 Validation Loss: 0.5580164
Epoch: 4 ---Training accuracy:--- 0.875 Training Loss: 0.5006864 ---Validation accuracy:--- 0.8544 Validation Loss: 0.5577051
Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.6103229 ---Validation accuracy:--- 0.8538 Validation Loss: 0.5579261
Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.5261934 ---Validation accuracy:--- 0.8542 Validation Loss: 0.558065
Epoch: 4 ---Training accuracy:--- 0.81 Training Loss: 0.5791469 ---Validation accuracy:--- 0.8538 Validation Loss: 0.5574438
Epoch: 4 ---Training accuracy:--- 0.82 Training Loss: 0.59142596 ---Validation accuracy:--- 0.854 Validation Loss: 0.55724704
Epoch: 4 ---Training accuracy:--- 0.81 Training Loss: 0.7015454 ---Validation accuracy:--- 0.8546 Validation Loss: 0.5566275
Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.6295384 ---Validation accuracy:--- 0.8548 Validation Loss: 0.55608225
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.62552416 ---Validation accuracy:--- 0.855 Validation Loss: 0.556663
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.54216665 ---Validation accuracy:--- 0.855 Validation Loss: 0.5556806
Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.5351406 ---Validation accuracy:--- 0.8554 Validation Loss: 0.55521536
Epoch: 4 ---Training accuracy:--- 0.805 Training Loss: 0.6413266 ---Validation accuracy:--- 0.8564 Validation Loss: 0.554571
Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.632309 ---Validation accuracy:--- 0.8558 Validation Loss: 0.55518
Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.5930228 ---Validation accuracy:--- 0.8564 Validation Loss: 0.55350095
Epoch: 4 ---Training accuracy:--- 0.875 Training Loss: 0.48173794 ---Validation accuracy:--- 0.8562 Validation Loss: 0.55413944
Epoch: 4 ---Training accuracy:--- 0.875 Training Loss: 0.545937 ---Validation accuracy:--- 0.8556 Validation Loss: 0.5540731
Epoch: 4 ---Training accuracy:--- 0.805 Training Loss: 0.6740518 ---Validation accuracy:--- 0.857 Validation Loss: 0.55464464
Epoch: 4 ---Training accuracy:--- 0.8 Training Loss: 0.6683313 ---Validation accuracy:--- 0.8564 Validation Loss: 0.5530693
Epoch: 4 ---Training accuracy:--- 0.88 Training Loss: 0.5270366 ---Validation accuracy:--- 0.8552 Validation Loss: 0.5525512
Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.5461012 ---Validation accuracy:--- 0.8564 Validation Loss: 0.55208826
Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.5688415 ---Validation accuracy:--- 0.858 Validation Loss: 0.5524896
Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.6082291 ---Validation accuracy:--- 0.8584 Validation Loss: 0.55163467
Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.5814242 ---Validation accuracy:--- 0.8584 Validation Loss: 0.55144465
Epoch: 4 ---Training accuracy:--- 0.835 Training Loss: 0.6328003 ---Validation accuracy:--- 0.857 Validation Loss: 0.55074525
Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.51787114 ---Validation accuracy:--- 0.8574 Validation Loss: 0.55106485
Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.57922685 ---Validation accuracy:--- 0.857 Validation Loss: 0.54995733
Epoch: 4 ---Training accuracy:--- 0.835 Training Loss: 0.6136248 ---Validation accuracy:--- 0.8574 Validation Loss: 0.5501557
Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.5687711 ---Validation accuracy:--- 0.8556 Validation Loss: 0.54954433
Epoch: 4 ---Training accuracy:--- 0.835 Training Loss: 0.6018928 ---Validation accuracy:--- 0.8566 Validation Loss: 0.5491277
Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.5967154 ---Validation accuracy:--- 0.8596 Validation Loss: 0.54704195
Epoch: 4 ---Training accuracy:--- 0.895 Training Loss: 0.48126122 ---Validation accuracy:--- 0.8584 Validation Loss: 0.54667956
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.47711667 ---Validation accuracy:--- 0.858 Validation Loss: 0.5465628
Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.537624 ---Validation accuracy:--- 0.8592 Validation Loss: 0.54661936
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.6405057 ---Validation accuracy:--- 0.859 Validation Loss: 0.54654217
Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.5310643 ---Validation accuracy:--- 0.8568 Validation Loss: 0.54612094
Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.5506376 ---Validation accuracy:--- 0.8566 Validation Loss: 0.5457169
Epoch: 4 ---Training accuracy:--- 0.81 Training Loss: 0.6469185 ---Validation accuracy:--- 0.8612 Validation Loss: 0.5450271
Epoch: 4 ---Training accuracy:--- 0.805 Training Loss: 0.6190382 ---Validation accuracy:--- 0.8616 Validation Loss: 0.5449906
Epoch: 4 ---Training accuracy:--- 0.805 Training Loss: 0.5870853 ---Validation accuracy:--- 0.8606 Validation Loss: 0.5451544
Epoch: 4 ---Training accuracy:--- 0.815 Training Loss: 0.6373095 ---Validation accuracy:--- 0.8638 Validation Loss: 0.54459846
Epoch: 4 ---Training accuracy:--- 0.835 Training Loss: 0.545682 ---Validation accuracy:--- 0.8622 Validation Loss: 0.54416156
Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.5548825 ---Validation accuracy:--- 0.8608 Validation Loss: 0.54388493
Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.5332836 ---Validation accuracy:--- 0.8614 Validation Loss: 0.5435925
Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.54971105 ---Validation accuracy:--- 0.8612 Validation Loss: 0.5425007
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.49978188 ---Validation accuracy:--- 0.8612 Validation Loss: 0.54292196
Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.5767643 ---Validation accuracy:--- 0.8588 Validation Loss: 0.5431329
Epoch: 4 ---Training accuracy:--- 0.875 Training Loss: 0.5619344 ---Validation accuracy:--- 0.86 Validation Loss: 0.5431545
Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.5286242 ---Validation accuracy:--- 0.859 Validation Loss: 0.5428913
Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.5558689 ---Validation accuracy:--- 0.8592 Validation Loss: 0.5414215
Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.61188555 ---Validation accuracy:--- 0.8594 Validation Loss: 0.5413081
Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.56363046 ---Validation accuracy:--- 0.86 Validation Loss: 0.5410155
Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.6036182 ---Validation accuracy:--- 0.8594 Validation Loss: 0.5406378
Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.56452596 ---Validation accuracy:--- 0.8604 Validation Loss: 0.53969944
Epoch: 4 ---Training accuracy:--- 0.85 Training Loss: 0.610438 ---Validation accuracy:--- 0.8606 Validation Loss: 0.5392493
Epoch: 4 ---Training accuracy:--- 0.875 Training Loss: 0.5857486 ---Validation accuracy:--- 0.8622 Validation Loss: 0.53911406
Epoch: 4 ---Training accuracy:--- 0.81 Training Loss: 0.59193075 ---Validation accuracy:--- 0.862 Validation Loss: 0.5387277
Epoch: 4 ---Training accuracy:--- 0.83 Training Loss: 0.6252935 ---Validation accuracy:--- 0.8616 Validation Loss: 0.539057
Epoch: 4 ---Training accuracy:--- 0.87 Training Loss: 0.53636914 ---Validation accuracy:--- 0.8628 Validation Loss: 0.53799623
Epoch: 4 ---Training accuracy:--- 0.885 Training Loss: 0.44143227 ---Validation accuracy:--- 0.8612 Validation Loss: 0.53766876
Epoch: 4 ---Training accuracy:--- 0.885 Training Loss: 0.50931364 ---Validation accuracy:--- 0.8616 Validation Loss: 0.53713053
Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.63927674 ---Validation accuracy:--- 0.8614 Validation Loss: 0.5362922
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.53187716 ---Validation accuracy:--- 0.8614 Validation Loss: 0.5359543
Epoch: 4 ---Training accuracy:--- 0.84 Training Loss: 0.5635479 ---Validation accuracy:--- 0.862 Validation Loss: 0.53563046
Epoch: 4 ---Training accuracy:--- 0.81 Training Loss: 0.6145409 ---Validation accuracy:--- 0.8622 Validation Loss: 0.53531
Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.55957216 ---Validation accuracy:--- 0.861 Validation Loss: 0.53508127
Epoch: 4 ---Training accuracy:--- 0.89 Training Loss: 0.5388996 ---Validation accuracy:--- 0.8604 Validation Loss: 0.53518426
Epoch: 4 ---Training accuracy:--- 0.795 Training Loss: 0.6355447 ---Validation accuracy:--- 0.861 Validation Loss: 0.53485984
Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.6047344 ---Validation accuracy:--- 0.8602 Validation Loss: 0.5348141
Epoch: 4 ---Training accuracy:--- 0.825 Training Loss: 0.67417496 ---Validation accuracy:--- 0.8592 Validation Loss: 0.5359078
Epoch: 4 ---Training accuracy:--- 0.835 Training Loss: 0.56961447 ---Validation accuracy:--- 0.8598 Validation Loss: 0.53625995
Epoch: 4 ---Training accuracy:--- 0.855 Training Loss: 0.57089514 ---Validation accuracy:--- 0.8614 Validation Loss: 0.53471804
Epoch: 4 ---Training accuracy:--- 0.915 Training Loss: 0.4680905 ---Validation accuracy:--- 0.8596 Validation Loss: 0.53426164
Epoch: 4 ---Training accuracy:--- 0.845 Training Loss: 0.53275514 ---Validation accuracy:--- 0.8602 Validation Loss: 0.53334475
Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.5328269 ---Validation accuracy:--- 0.8586 Validation Loss: 0.5328346
Epoch: 4 ---Training accuracy:--- 0.81 Training Loss: 0.6203254 ---Validation accuracy:--- 0.8584 Validation Loss: 0.5324488
Epoch: 4 ---Training accuracy:--- 0.86 Training Loss: 0.5283387 ---Validation accuracy:--- 0.8594 Validation Loss: 0.5326129
Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.5887358 ---Validation accuracy:--- 0.8612 Validation Loss: 0.53286433
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.6268274 ---Validation accuracy:--- 0.8612 Validation Loss: 0.5319795
Epoch: 5 ---Training accuracy:--- 0.83 Training Loss: 0.58508897 ---Validation accuracy:--- 0.8618 Validation Loss: 0.5304988
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.5003484 ---Validation accuracy:--- 0.8624 Validation Loss: 0.52985674
Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.51582927 ---Validation accuracy:--- 0.8612 Validation Loss: 0.5296764
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.4791501 ---Validation accuracy:--- 0.862 Validation Loss: 0.52912444
Epoch: 5 ---Training accuracy:--- 0.8 Training Loss: 0.67031336 ---Validation accuracy:--- 0.8632 Validation Loss: 0.5285063
Epoch: 5 ---Training accuracy:--- 0.905 Training Loss: 0.45526406 ---Validation accuracy:--- 0.863 Validation Loss: 0.5288417
Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.53757036 ---Validation accuracy:--- 0.8624 Validation Loss: 0.52865005
Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.6368181 ---Validation accuracy:--- 0.8626 Validation Loss: 0.5283175
Epoch: 5 ---Training accuracy:--- 0.885 Training Loss: 0.49253872 ---Validation accuracy:--- 0.863 Validation Loss: 0.5281102
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.49105048 ---Validation accuracy:--- 0.863 Validation Loss: 0.52775085
Epoch: 5 ---Training accuracy:--- 0.815 Training Loss: 0.5956687 ---Validation accuracy:--- 0.8624 Validation Loss: 0.5273828
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.5178566 ---Validation accuracy:--- 0.8624 Validation Loss: 0.5269746
Epoch: 5 ---Training accuracy:--- 0.825 Training Loss: 0.7285664 ---Validation accuracy:--- 0.8614 Validation Loss: 0.5271215
Epoch: 5 ---Training accuracy:--- 0.895 Training Loss: 0.48377702 ---Validation accuracy:--- 0.8612 Validation Loss: 0.52697664
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.5218061 ---Validation accuracy:--- 0.861 Validation Loss: 0.5264879
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.5153734 ---Validation accuracy:--- 0.8612 Validation Loss: 0.5261064
Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.4735387 ---Validation accuracy:--- 0.8628 Validation Loss: 0.52527356
Epoch: 5 ---Training accuracy:--- 0.905 Training Loss: 0.47751626 ---Validation accuracy:--- 0.8626 Validation Loss: 0.52512103
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.5386107 ---Validation accuracy:--- 0.8618 Validation Loss: 0.5257961
Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.5051487 ---Validation accuracy:--- 0.8622 Validation Loss: 0.52567446
Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.5000752 ---Validation accuracy:--- 0.862 Validation Loss: 0.52467996
Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.6234291 ---Validation accuracy:--- 0.8634 Validation Loss: 0.524154
Epoch: 5 ---Training accuracy:--- 0.845 Training Loss: 0.53605944 ---Validation accuracy:--- 0.8632 Validation Loss: 0.52361995
Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.5148184 ---Validation accuracy:--- 0.8638 Validation Loss: 0.52350515
Epoch: 5 ---Training accuracy:--- 0.79 Training Loss: 0.62831897 ---Validation accuracy:--- 0.8644 Validation Loss: 0.5227784
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.5279962 ---Validation accuracy:--- 0.8652 Validation Loss: 0.5226562
Epoch: 5 ---Training accuracy:--- 0.81 Training Loss: 0.64388776 ---Validation accuracy:--- 0.866 Validation Loss: 0.5217227
Epoch: 5 ---Training accuracy:--- 0.885 Training Loss: 0.47086102 ---Validation accuracy:--- 0.8644 Validation Loss: 0.52183956
Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.5697334 ---Validation accuracy:--- 0.8652 Validation Loss: 0.52184
Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.5528136 ---Validation accuracy:--- 0.864 Validation Loss: 0.5226332
Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.46819207 ---Validation accuracy:--- 0.8648 Validation Loss: 0.5213713
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.47899365 ---Validation accuracy:--- 0.865 Validation Loss: 0.52108264
Epoch: 5 ---Training accuracy:--- 0.845 Training Loss: 0.54128206 ---Validation accuracy:--- 0.8658 Validation Loss: 0.52071595
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.49033415 ---Validation accuracy:--- 0.8672 Validation Loss: 0.52047586
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.55961394 ---Validation accuracy:--- 0.8666 Validation Loss: 0.5198465
Epoch: 5 ---Training accuracy:--- 0.805 Training Loss: 0.6552698 ---Validation accuracy:--- 0.8668 Validation Loss: 0.5194318
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.46790555 ---Validation accuracy:--- 0.8672 Validation Loss: 0.51919746
Epoch: 5 ---Training accuracy:--- 0.885 Training Loss: 0.45317948 ---Validation accuracy:--- 0.8664 Validation Loss: 0.5187341
Epoch: 5 ---Training accuracy:--- 0.845 Training Loss: 0.5663941 ---Validation accuracy:--- 0.865 Validation Loss: 0.5186164
Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.48477924 ---Validation accuracy:--- 0.8622 Validation Loss: 0.5186575
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.5345938 ---Validation accuracy:--- 0.862 Validation Loss: 0.5185186
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.47061992 ---Validation accuracy:--- 0.862 Validation Loss: 0.51826274
Epoch: 5 ---Training accuracy:--- 0.83 Training Loss: 0.58440477 ---Validation accuracy:--- 0.8622 Validation Loss: 0.51907295
Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.502257 ---Validation accuracy:--- 0.8628 Validation Loss: 0.5179853
Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.5761438 ---Validation accuracy:--- 0.864 Validation Loss: 0.5168148
Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.45613456 ---Validation accuracy:--- 0.865 Validation Loss: 0.5168416
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.46574187 ---Validation accuracy:--- 0.863 Validation Loss: 0.51733494
Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.55336857 ---Validation accuracy:--- 0.862 Validation Loss: 0.5169994
Epoch: 5 ---Training accuracy:--- 0.83 Training Loss: 0.5913693 ---Validation accuracy:--- 0.8618 Validation Loss: 0.51667196
Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.5309927 ---Validation accuracy:--- 0.8646 Validation Loss: 0.517016
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.5532108 ---Validation accuracy:--- 0.8636 Validation Loss: 0.5166415
Epoch: 5 ---Training accuracy:--- 0.845 Training Loss: 0.5395267 ---Validation accuracy:--- 0.8648 Validation Loss: 0.51545984
Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.5828723 ---Validation accuracy:--- 0.865 Validation Loss: 0.51557434
Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.6177772 ---Validation accuracy:--- 0.8654 Validation Loss: 0.5148417
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.6012619 ---Validation accuracy:--- 0.8654 Validation Loss: 0.514569
Epoch: 5 ---Training accuracy:--- 0.825 Training Loss: 0.5442068 ---Validation accuracy:--- 0.8662 Validation Loss: 0.5141943
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.46031624 ---Validation accuracy:--- 0.8664 Validation Loss: 0.514406
Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.5823338 ---Validation accuracy:--- 0.8634 Validation Loss: 0.51517814
Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.41481614 ---Validation accuracy:--- 0.8636 Validation Loss: 0.5144263
Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.51692367 ---Validation accuracy:--- 0.8636 Validation Loss: 0.51462007
Epoch: 5 ---Training accuracy:--- 0.845 Training Loss: 0.6082191 ---Validation accuracy:--- 0.8652 Validation Loss: 0.51389706
Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.49396238 ---Validation accuracy:--- 0.8636 Validation Loss: 0.5143495
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.55795705 ---Validation accuracy:--- 0.865 Validation Loss: 0.512743
Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.5134242 ---Validation accuracy:--- 0.8656 Validation Loss: 0.5116291
Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.55499274 ---Validation accuracy:--- 0.8652 Validation Loss: 0.5120974
Epoch: 5 ---Training accuracy:--- 0.805 Training Loss: 0.5682615 ---Validation accuracy:--- 0.8638 Validation Loss: 0.51208514
Epoch: 5 ---Training accuracy:--- 0.825 Training Loss: 0.6467694 ---Validation accuracy:--- 0.8636 Validation Loss: 0.5126617
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.49871993 ---Validation accuracy:--- 0.8636 Validation Loss: 0.51237375
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.4389537 ---Validation accuracy:--- 0.8636 Validation Loss: 0.51184535
Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.5757893 ---Validation accuracy:--- 0.8642 Validation Loss: 0.5117351
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.49263367 ---Validation accuracy:--- 0.8646 Validation Loss: 0.51090276
Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.54239815 ---Validation accuracy:--- 0.8636 Validation Loss: 0.5104239
Epoch: 5 ---Training accuracy:--- 0.885 Training Loss: 0.46423554 ---Validation accuracy:--- 0.8642 Validation Loss: 0.5101012
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.62848496 ---Validation accuracy:--- 0.864 Validation Loss: 0.50940615
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.40992564 ---Validation accuracy:--- 0.8652 Validation Loss: 0.50896394
Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.4761693 ---Validation accuracy:--- 0.8656 Validation Loss: 0.50973
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.566634 ---Validation accuracy:--- 0.864 Validation Loss: 0.5104051
Epoch: 5 ---Training accuracy:--- 0.845 Training Loss: 0.51106125 ---Validation accuracy:--- 0.8636 Validation Loss: 0.5094017
Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.47415546 ---Validation accuracy:--- 0.8638 Validation Loss: 0.5085582
Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.5014537 ---Validation accuracy:--- 0.8632 Validation Loss: 0.509153
Epoch: 5 ---Training accuracy:--- 0.825 Training Loss: 0.5662621 ---Validation accuracy:--- 0.8654 Validation Loss: 0.5080066
Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.5488609 ---Validation accuracy:--- 0.866 Validation Loss: 0.50805676
Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.5703239 ---Validation accuracy:--- 0.8646 Validation Loss: 0.5068023
Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.41135 ---Validation accuracy:--- 0.8652 Validation Loss: 0.5073324
Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.49495536 ---Validation accuracy:--- 0.8656 Validation Loss: 0.5075644
Epoch: 5 ---Training accuracy:--- 0.905 Training Loss: 0.37189242 ---Validation accuracy:--- 0.8646 Validation Loss: 0.5079193
Epoch: 5 ---Training accuracy:--- 0.885 Training Loss: 0.44885442 ---Validation accuracy:--- 0.8646 Validation Loss: 0.5063818
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.5443658 ---Validation accuracy:--- 0.8678 Validation Loss: 0.5051357
Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.5521313 ---Validation accuracy:--- 0.8666 Validation Loss: 0.5050663
Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.5141002 ---Validation accuracy:--- 0.8684 Validation Loss: 0.5056762
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.535372 ---Validation accuracy:--- 0.8674 Validation Loss: 0.5051878
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.48721695 ---Validation accuracy:--- 0.8684 Validation Loss: 0.5048459
Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.45836997 ---Validation accuracy:--- 0.8686 Validation Loss: 0.5042691
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.49094823 ---Validation accuracy:--- 0.8686 Validation Loss: 0.5039612
Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.59332716 ---Validation accuracy:--- 0.8698 Validation Loss: 0.50292444
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.45917237 ---Validation accuracy:--- 0.8704 Validation Loss: 0.50276697
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.45995483 ---Validation accuracy:--- 0.8702 Validation Loss: 0.5024801
Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.49928197 ---Validation accuracy:--- 0.8682 Validation Loss: 0.5029478
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.51716226 ---Validation accuracy:--- 0.8662 Validation Loss: 0.503497
Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.6190333 ---Validation accuracy:--- 0.8652 Validation Loss: 0.50409836
Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.50591713 ---Validation accuracy:--- 0.8656 Validation Loss: 0.5036538
Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.6277878 ---Validation accuracy:--- 0.8666 Validation Loss: 0.50363976
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.5315037 ---Validation accuracy:--- 0.8662 Validation Loss: 0.5026822
Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.49040946 ---Validation accuracy:--- 0.8676 Validation Loss: 0.5023029
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.46399033 ---Validation accuracy:--- 0.8676 Validation Loss: 0.50190645
Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.6064878 ---Validation accuracy:--- 0.8686 Validation Loss: 0.50123835
Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.59311754 ---Validation accuracy:--- 0.8704 Validation Loss: 0.5006926
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.5000788 ---Validation accuracy:--- 0.8692 Validation Loss: 0.50025725
Epoch: 5 ---Training accuracy:--- 0.915 Training Loss: 0.37120152 ---Validation accuracy:--- 0.8688 Validation Loss: 0.4999828
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.39432624 ---Validation accuracy:--- 0.8692 Validation Loss: 0.49954966
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.47306824 ---Validation accuracy:--- 0.868 Validation Loss: 0.49991596
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.61057097 ---Validation accuracy:--- 0.867 Validation Loss: 0.5006292
Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.6059571 ---Validation accuracy:--- 0.8672 Validation Loss: 0.5001409
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.49583724 ---Validation accuracy:--- 0.8684 Validation Loss: 0.4991129
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.4350395 ---Validation accuracy:--- 0.8672 Validation Loss: 0.4986544
Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.5447136 ---Validation accuracy:--- 0.8684 Validation Loss: 0.49830645
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.5345767 ---Validation accuracy:--- 0.8686 Validation Loss: 0.49773285
Epoch: 5 ---Training accuracy:--- 0.895 Training Loss: 0.47985286 ---Validation accuracy:--- 0.8682 Validation Loss: 0.4973918
Epoch: 5 ---Training accuracy:--- 0.845 Training Loss: 0.55544925 ---Validation accuracy:--- 0.869 Validation Loss: 0.49674204
Epoch: 5 ---Training accuracy:--- 0.825 Training Loss: 0.6366063 ---Validation accuracy:--- 0.8688 Validation Loss: 0.49672246
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.5077991 ---Validation accuracy:--- 0.8696 Validation Loss: 0.49659312
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.52437294 ---Validation accuracy:--- 0.87 Validation Loss: 0.49590087
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.5691098 ---Validation accuracy:--- 0.872 Validation Loss: 0.4954267
Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.52738816 ---Validation accuracy:--- 0.8716 Validation Loss: 0.49499863
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.420848 ---Validation accuracy:--- 0.8726 Validation Loss: 0.4946417
Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.50219154 ---Validation accuracy:--- 0.872 Validation Loss: 0.49478886
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.48461753 ---Validation accuracy:--- 0.8696 Validation Loss: 0.49507818
Epoch: 5 ---Training accuracy:--- 0.845 Training Loss: 0.5543528 ---Validation accuracy:--- 0.8696 Validation Loss: 0.49554053
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.5051909 ---Validation accuracy:--- 0.8694 Validation Loss: 0.49588516
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.5722188 ---Validation accuracy:--- 0.8702 Validation Loss: 0.49472067
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.5942438 ---Validation accuracy:--- 0.8688 Validation Loss: 0.49508524
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.56212795 ---Validation accuracy:--- 0.8702 Validation Loss: 0.49361417
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.4491037 ---Validation accuracy:--- 0.8696 Validation Loss: 0.4932019
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.5046085 ---Validation accuracy:--- 0.8706 Validation Loss: 0.49326083
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.6262968 ---Validation accuracy:--- 0.8704 Validation Loss: 0.49280083
Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.5481758 ---Validation accuracy:--- 0.8708 Validation Loss: 0.49271426
Epoch: 5 ---Training accuracy:--- 0.915 Training Loss: 0.38161427 ---Validation accuracy:--- 0.8702 Validation Loss: 0.49252257
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.4072199 ---Validation accuracy:--- 0.871 Validation Loss: 0.4917809
Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.4704399 ---Validation accuracy:--- 0.8698 Validation Loss: 0.4921339
Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.53308326 ---Validation accuracy:--- 0.8698 Validation Loss: 0.49191186
Epoch: 5 ---Training accuracy:--- 0.885 Training Loss: 0.4607506 ---Validation accuracy:--- 0.8712 Validation Loss: 0.49109384
Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.49227256 ---Validation accuracy:--- 0.8714 Validation Loss: 0.4906907
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.5549196 ---Validation accuracy:--- 0.8722 Validation Loss: 0.49043456
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.47498283 ---Validation accuracy:--- 0.8724 Validation Loss: 0.4903747
Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.45575508 ---Validation accuracy:--- 0.872 Validation Loss: 0.49063212
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.5807011 ---Validation accuracy:--- 0.8716 Validation Loss: 0.48951358
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.5203792 ---Validation accuracy:--- 0.8708 Validation Loss: 0.48923427
Epoch: 5 ---Training accuracy:--- 0.81 Training Loss: 0.573255 ---Validation accuracy:--- 0.8712 Validation Loss: 0.48902714
Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.55634874 ---Validation accuracy:--- 0.8706 Validation Loss: 0.48895043
Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.43837968 ---Validation accuracy:--- 0.871 Validation Loss: 0.48893827
Epoch: 5 ---Training accuracy:--- 0.895 Training Loss: 0.43554938 ---Validation accuracy:--- 0.8716 Validation Loss: 0.4888543
Epoch: 5 ---Training accuracy:--- 0.895 Training Loss: 0.46280614 ---Validation accuracy:--- 0.8706 Validation Loss: 0.4884623
Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.5612812 ---Validation accuracy:--- 0.8698 Validation Loss: 0.48873144
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.46052134 ---Validation accuracy:--- 0.8696 Validation Loss: 0.48931137
Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.50903815 ---Validation accuracy:--- 0.8702 Validation Loss: 0.48919457
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.46726018 ---Validation accuracy:--- 0.8696 Validation Loss: 0.4886922
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.46043596 ---Validation accuracy:--- 0.87 Validation Loss: 0.48789316
Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.5618038 ---Validation accuracy:--- 0.869 Validation Loss: 0.48886454
Epoch: 5 ---Training accuracy:--- 0.845 Training Loss: 0.5375211 ---Validation accuracy:--- 0.8694 Validation Loss: 0.4885429
Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.46936134 ---Validation accuracy:--- 0.8714 Validation Loss: 0.48785368
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.47139567 ---Validation accuracy:--- 0.8698 Validation Loss: 0.48709872
Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.5203241 ---Validation accuracy:--- 0.8708 Validation Loss: 0.48639023
Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.55705845 ---Validation accuracy:--- 0.8712 Validation Loss: 0.4860957
Epoch: 5 ---Training accuracy:--- 0.885 Training Loss: 0.51233274 ---Validation accuracy:--- 0.87 Validation Loss: 0.48649272
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.52064985 ---Validation accuracy:--- 0.8708 Validation Loss: 0.4868305
Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.39847165 ---Validation accuracy:--- 0.871 Validation Loss: 0.4860414
Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.5053487 ---Validation accuracy:--- 0.8714 Validation Loss: 0.4864049
Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.44581205 ---Validation accuracy:--- 0.8702 Validation Loss: 0.48659918
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.49610355 ---Validation accuracy:--- 0.8702 Validation Loss: 0.48572353
Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.46097812 ---Validation accuracy:--- 0.8708 Validation Loss: 0.4851567
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.4465738 ---Validation accuracy:--- 0.8706 Validation Loss: 0.48593497
Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.48697773 ---Validation accuracy:--- 0.8698 Validation Loss: 0.48555255
Epoch: 5 ---Training accuracy:--- 0.795 Training Loss: 0.6334278 ---Validation accuracy:--- 0.8708 Validation Loss: 0.48462105
Epoch: 5 ---Training accuracy:--- 0.885 Training Loss: 0.4925707 ---Validation accuracy:--- 0.8718 Validation Loss: 0.4843883
Epoch: 5 ---Training accuracy:--- 0.885 Training Loss: 0.42852738 ---Validation accuracy:--- 0.8714 Validation Loss: 0.484788
Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.47821486 ---Validation accuracy:--- 0.8706 Validation Loss: 0.48481426
Epoch: 5 ---Training accuracy:--- 0.825 Training Loss: 0.61041373 ---Validation accuracy:--- 0.8716 Validation Loss: 0.48406002
Epoch: 5 ---Training accuracy:--- 0.82 Training Loss: 0.575931 ---Validation accuracy:--- 0.8712 Validation Loss: 0.48405284
Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.42959183 ---Validation accuracy:--- 0.8726 Validation Loss: 0.4839146
Epoch: 5 ---Training accuracy:--- 0.885 Training Loss: 0.43643296 ---Validation accuracy:--- 0.8718 Validation Loss: 0.48370674
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.4569665 ---Validation accuracy:--- 0.8714 Validation Loss: 0.48376924
Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.48176625 ---Validation accuracy:--- 0.8718 Validation Loss: 0.48450375
Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.4448343 ---Validation accuracy:--- 0.871 Validation Loss: 0.48401895
Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.47829342 ---Validation accuracy:--- 0.8702 Validation Loss: 0.48363227
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.45013636 ---Validation accuracy:--- 0.8706 Validation Loss: 0.48313466
Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.48503968 ---Validation accuracy:--- 0.8706 Validation Loss: 0.48265967
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.43323177 ---Validation accuracy:--- 0.8712 Validation Loss: 0.483274
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.5088662 ---Validation accuracy:--- 0.8714 Validation Loss: 0.4825759
Epoch: 5 ---Training accuracy:--- 0.825 Training Loss: 0.54177713 ---Validation accuracy:--- 0.8714 Validation Loss: 0.48162025
Epoch: 5 ---Training accuracy:--- 0.825 Training Loss: 0.6055286 ---Validation accuracy:--- 0.8716 Validation Loss: 0.4815207
Epoch: 5 ---Training accuracy:--- 0.845 Training Loss: 0.56928617 ---Validation accuracy:--- 0.8734 Validation Loss: 0.48066998
Epoch: 5 ---Training accuracy:--- 0.91 Training Loss: 0.47300437 ---Validation accuracy:--- 0.873 Validation Loss: 0.48053858
Epoch: 5 ---Training accuracy:--- 0.845 Training Loss: 0.52220273 ---Validation accuracy:--- 0.8736 Validation Loss: 0.47996286
Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.54164195 ---Validation accuracy:--- 0.8724 Validation Loss: 0.47980186
Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.5497696 ---Validation accuracy:--- 0.8728 Validation Loss: 0.47966444
Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.59646887 ---Validation accuracy:--- 0.8726 Validation Loss: 0.47944447
Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.5465169 ---Validation accuracy:--- 0.872 Validation Loss: 0.4792876
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.47167864 ---Validation accuracy:--- 0.873 Validation Loss: 0.4787454
Epoch: 5 ---Training accuracy:--- 0.895 Training Loss: 0.50855726 ---Validation accuracy:--- 0.873 Validation Loss: 0.47902685
Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.5075432 ---Validation accuracy:--- 0.8732 Validation Loss: 0.47849703
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.62166876 ---Validation accuracy:--- 0.8734 Validation Loss: 0.47818828
Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.5438704 ---Validation accuracy:--- 0.8742 Validation Loss: 0.47836035
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.5658021 ---Validation accuracy:--- 0.8736 Validation Loss: 0.47809517
Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.50197613 ---Validation accuracy:--- 0.8752 Validation Loss: 0.47747764
Epoch: 5 ---Training accuracy:--- 0.845 Training Loss: 0.55028844 ---Validation accuracy:--- 0.8756 Validation Loss: 0.4770839
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.5546546 ---Validation accuracy:--- 0.8758 Validation Loss: 0.4773106
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.46520045 ---Validation accuracy:--- 0.8752 Validation Loss: 0.4767625
Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.65975577 ---Validation accuracy:--- 0.8764 Validation Loss: 0.47709253
Epoch: 5 ---Training accuracy:--- 0.845 Training Loss: 0.5360923 ---Validation accuracy:--- 0.8772 Validation Loss: 0.4764295
Epoch: 5 ---Training accuracy:--- 0.82 Training Loss: 0.59031886 ---Validation accuracy:--- 0.8758 Validation Loss: 0.4766753
Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.48120692 ---Validation accuracy:--- 0.8736 Validation Loss: 0.4770248
Epoch: 5 ---Training accuracy:--- 0.815 Training Loss: 0.58595145 ---Validation accuracy:--- 0.8756 Validation Loss: 0.4767046
Epoch: 5 ---Training accuracy:--- 0.895 Training Loss: 0.4691587 ---Validation accuracy:--- 0.875 Validation Loss: 0.47634706
Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.4863871 ---Validation accuracy:--- 0.875 Validation Loss: 0.4760385
Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.4794603 ---Validation accuracy:--- 0.875 Validation Loss: 0.47552228
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.4616079 ---Validation accuracy:--- 0.8734 Validation Loss: 0.47559142
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.5225532 ---Validation accuracy:--- 0.874 Validation Loss: 0.47571105
Epoch: 5 ---Training accuracy:--- 0.89 Training Loss: 0.4746245 ---Validation accuracy:--- 0.8754 Validation Loss: 0.4755994
Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.5329456 ---Validation accuracy:--- 0.8754 Validation Loss: 0.47495675
Epoch: 5 ---Training accuracy:--- 0.82 Training Loss: 0.5679758 ---Validation accuracy:--- 0.8754 Validation Loss: 0.474822
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.45233786 ---Validation accuracy:--- 0.8736 Validation Loss: 0.47506216
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.56035155 ---Validation accuracy:--- 0.8748 Validation Loss: 0.47456485
Epoch: 5 ---Training accuracy:--- 0.835 Training Loss: 0.49374604 ---Validation accuracy:--- 0.8744 Validation Loss: 0.4744793
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.47445026 ---Validation accuracy:--- 0.875 Validation Loss: 0.47396195
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.5319002 ---Validation accuracy:--- 0.8748 Validation Loss: 0.47351837
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.46187228 ---Validation accuracy:--- 0.8746 Validation Loss: 0.47359008
Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.46335328 ---Validation accuracy:--- 0.8752 Validation Loss: 0.4730506
Epoch: 5 ---Training accuracy:--- 0.895 Training Loss: 0.44643387 ---Validation accuracy:--- 0.8742 Validation Loss: 0.47315094
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.56280625 ---Validation accuracy:--- 0.873 Validation Loss: 0.47322476
Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.5508063 ---Validation accuracy:--- 0.8722 Validation Loss: 0.47343194
Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.43008584 ---Validation accuracy:--- 0.8738 Validation Loss: 0.4725494
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.493288 ---Validation accuracy:--- 0.8728 Validation Loss: 0.47366366
Epoch: 5 ---Training accuracy:--- 0.905 Training Loss: 0.4211644 ---Validation accuracy:--- 0.8732 Validation Loss: 0.47301322
Epoch: 5 ---Training accuracy:--- 0.82 Training Loss: 0.48444268 ---Validation accuracy:--- 0.875 Validation Loss: 0.47241172
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.46937707 ---Validation accuracy:--- 0.8732 Validation Loss: 0.4722622
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.44313735 ---Validation accuracy:--- 0.8738 Validation Loss: 0.47278017
Epoch: 5 ---Training accuracy:--- 0.82 Training Loss: 0.5854726 ---Validation accuracy:--- 0.8742 Validation Loss: 0.47297418
Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.5046931 ---Validation accuracy:--- 0.8744 Validation Loss: 0.47220644
Epoch: 5 ---Training accuracy:--- 0.845 Training Loss: 0.603006 ---Validation accuracy:--- 0.875 Validation Loss: 0.471357
Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.49811485 ---Validation accuracy:--- 0.8754 Validation Loss: 0.47111586
Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.50939053 ---Validation accuracy:--- 0.874 Validation Loss: 0.46994072
Epoch: 5 ---Training accuracy:--- 0.895 Training Loss: 0.36503497 ---Validation accuracy:--- 0.8744 Validation Loss: 0.46966475
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.4259951 ---Validation accuracy:--- 0.8746 Validation Loss: 0.46974516
Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.5419376 ---Validation accuracy:--- 0.8736 Validation Loss: 0.4694317
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.48449248 ---Validation accuracy:--- 0.8748 Validation Loss: 0.46887216
Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.49904042 ---Validation accuracy:--- 0.876 Validation Loss: 0.46925455
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.4594965 ---Validation accuracy:--- 0.876 Validation Loss: 0.46871576
Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.48336357 ---Validation accuracy:--- 0.8766 Validation Loss: 0.46944234
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.43047416 ---Validation accuracy:--- 0.874 Validation Loss: 0.46957606
Epoch: 5 ---Training accuracy:--- 0.845 Training Loss: 0.54228556 ---Validation accuracy:--- 0.8754 Validation Loss: 0.46851885
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.48622376 ---Validation accuracy:--- 0.8758 Validation Loss: 0.46862364
Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.49009177 ---Validation accuracy:--- 0.8776 Validation Loss: 0.46828467
Epoch: 5 ---Training accuracy:--- 0.855 Training Loss: 0.5366214 ---Validation accuracy:--- 0.8754 Validation Loss: 0.46754625
Epoch: 5 ---Training accuracy:--- 0.87 Training Loss: 0.5108304 ---Validation accuracy:--- 0.8756 Validation Loss: 0.46778715
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.53147537 ---Validation accuracy:--- 0.873 Validation Loss: 0.46787477
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.46217278 ---Validation accuracy:--- 0.875 Validation Loss: 0.4672859
Epoch: 5 ---Training accuracy:--- 0.83 Training Loss: 0.5028613 ---Validation accuracy:--- 0.875 Validation Loss: 0.4678571
Epoch: 5 ---Training accuracy:--- 0.885 Training Loss: 0.505715 ---Validation accuracy:--- 0.8732 Validation Loss: 0.4684071
Epoch: 5 ---Training accuracy:--- 0.85 Training Loss: 0.48629853 ---Validation accuracy:--- 0.8732 Validation Loss: 0.46775654
Epoch: 5 ---Training accuracy:--- 0.83 Training Loss: 0.57351136 ---Validation accuracy:--- 0.8748 Validation Loss: 0.46733654
Epoch: 5 ---Training accuracy:--- 0.9 Training Loss: 0.5017441 ---Validation accuracy:--- 0.874 Validation Loss: 0.46702257
Epoch: 5 ---Training accuracy:--- 0.84 Training Loss: 0.53042626 ---Validation accuracy:--- 0.874 Validation Loss: 0.466868
Epoch: 5 ---Training accuracy:--- 0.86 Training Loss: 0.4846669 ---Validation accuracy:--- 0.875 Validation Loss: 0.46590966
Epoch: 5 ---Training accuracy:--- 0.92 Training Loss: 0.36482498 ---Validation accuracy:--- 0.8746 Validation Loss: 0.46634507
Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.40948373 ---Validation accuracy:--- 0.8748 Validation Loss: 0.46707362
Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.44048026 ---Validation accuracy:--- 0.873 Validation Loss: 0.46748778
Epoch: 5 ---Training accuracy:--- 0.865 Training Loss: 0.49359566 ---Validation accuracy:--- 0.8736 Validation Loss: 0.46711817
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.445017 ---Validation accuracy:--- 0.874 Validation Loss: 0.466708
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.55280316 ---Validation accuracy:--- 0.8746 Validation Loss: 0.46613526
Epoch: 5 ---Training accuracy:--- 0.88 Training Loss: 0.42318344 ---Validation accuracy:--- 0.8748 Validation Loss: 0.4655126
Epoch: 5 ---Training accuracy:--- 0.875 Training Loss: 0.45616454 ---Validation accuracy:--- 0.876 Validation Loss: 0.46457988
Epoch: 5 ---Training accuracy:--- 0.83 Training Loss: 0.60993 ---Validation accuracy:--- 0.877 Validation Loss: 0.46380782
Epoch: 5 ---Training accuracy:--- 0.905 Training Loss: 0.41169366 ---Validation accuracy:--- 0.8762 Validation Loss: 0.46378314
Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.48116156 ---Validation accuracy:--- 0.8752 Validation Loss: 0.46419835
Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.56301606 ---Validation accuracy:--- 0.875 Validation Loss: 0.46399286
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.4597667 ---Validation accuracy:--- 0.8758 Validation Loss: 0.4636751
Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.4802482 ---Validation accuracy:--- 0.8764 Validation Loss: 0.46356142
Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.5377488 ---Validation accuracy:--- 0.8768 Validation Loss: 0.46363848
Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.49584687 ---Validation accuracy:--- 0.8764 Validation Loss: 0.46344668
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.40475938 ---Validation accuracy:--- 0.8772 Validation Loss: 0.46338525
Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.5716409 ---Validation accuracy:--- 0.8762 Validation Loss: 0.46398544
Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.43903014 ---Validation accuracy:--- 0.8762 Validation Loss: 0.46300858
Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.39159667 ---Validation accuracy:--- 0.875 Validation Loss: 0.4636082
Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.472296 ---Validation accuracy:--- 0.8762 Validation Loss: 0.46307823
Epoch: 6 ---Training accuracy:--- 0.905 Training Loss: 0.4882148 ---Validation accuracy:--- 0.8766 Validation Loss: 0.46366173
Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.47293335 ---Validation accuracy:--- 0.8756 Validation Loss: 0.46340898
Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.48260757 ---Validation accuracy:--- 0.8754 Validation Loss: 0.4625625
Epoch: 6 ---Training accuracy:--- 0.895 Training Loss: 0.38309953 ---Validation accuracy:--- 0.8746 Validation Loss: 0.46261847
Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.47494447 ---Validation accuracy:--- 0.8752 Validation Loss: 0.46209803
Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.44428903 ---Validation accuracy:--- 0.875 Validation Loss: 0.46208885
Epoch: 6 ---Training accuracy:--- 0.855 Training Loss: 0.4578936 ---Validation accuracy:--- 0.876 Validation Loss: 0.46163568
Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.43574166 ---Validation accuracy:--- 0.8766 Validation Loss: 0.4621455
Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.43482715 ---Validation accuracy:--- 0.877 Validation Loss: 0.4609504
Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.40715232 ---Validation accuracy:--- 0.8764 Validation Loss: 0.460785
Epoch: 6 ---Training accuracy:--- 0.825 Training Loss: 0.54991263 ---Validation accuracy:--- 0.8764 Validation Loss: 0.46070138
Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.44249007 ---Validation accuracy:--- 0.8762 Validation Loss: 0.46082225
Epoch: 6 ---Training accuracy:--- 0.835 Training Loss: 0.6025375 ---Validation accuracy:--- 0.876 Validation Loss: 0.46045968
Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.47128516 ---Validation accuracy:--- 0.8758 Validation Loss: 0.46039164
Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.5290484 ---Validation accuracy:--- 0.8776 Validation Loss: 0.4596542
Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.49937314 ---Validation accuracy:--- 0.8774 Validation Loss: 0.45938048
Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.51128554 ---Validation accuracy:--- 0.8774 Validation Loss: 0.45959708
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.46003395 ---Validation accuracy:--- 0.8774 Validation Loss: 0.459629
Epoch: 6 ---Training accuracy:--- 0.83 Training Loss: 0.48462257 ---Validation accuracy:--- 0.876 Validation Loss: 0.4598368
Epoch: 6 ---Training accuracy:--- 0.855 Training Loss: 0.49925917 ---Validation accuracy:--- 0.8746 Validation Loss: 0.46049288
Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.48445222 ---Validation accuracy:--- 0.8746 Validation Loss: 0.4606043
Epoch: 6 ---Training accuracy:--- 0.855 Training Loss: 0.5051799 ---Validation accuracy:--- 0.8768 Validation Loss: 0.45946324
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.4088639 ---Validation accuracy:--- 0.8778 Validation Loss: 0.4589573
Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.53506446 ---Validation accuracy:--- 0.8782 Validation Loss: 0.4585584
Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.5050912 ---Validation accuracy:--- 0.8778 Validation Loss: 0.45892823
Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.42730075 ---Validation accuracy:--- 0.8782 Validation Loss: 0.4585881
Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.4829671 ---Validation accuracy:--- 0.8766 Validation Loss: 0.45889345
Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.40970993 ---Validation accuracy:--- 0.878 Validation Loss: 0.45797777
Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.4627289 ---Validation accuracy:--- 0.8774 Validation Loss: 0.4576049
Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.60716337 ---Validation accuracy:--- 0.8778 Validation Loss: 0.45710513
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.35570258 ---Validation accuracy:--- 0.8768 Validation Loss: 0.45783114
Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.42406312 ---Validation accuracy:--- 0.8774 Validation Loss: 0.45724425
Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.4735538 ---Validation accuracy:--- 0.8772 Validation Loss: 0.45647216
Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.4853434 ---Validation accuracy:--- 0.879 Validation Loss: 0.45605284
Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.43788254 ---Validation accuracy:--- 0.878 Validation Loss: 0.45634902
Epoch: 6 ---Training accuracy:--- 0.835 Training Loss: 0.54578406 ---Validation accuracy:--- 0.8794 Validation Loss: 0.45562345
Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.48344654 ---Validation accuracy:--- 0.8778 Validation Loss: 0.45630693
Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.45757496 ---Validation accuracy:--- 0.8778 Validation Loss: 0.45616117
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.38174918 ---Validation accuracy:--- 0.8786 Validation Loss: 0.45576122
Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.4646747 ---Validation accuracy:--- 0.879 Validation Loss: 0.4553315
Epoch: 6 ---Training accuracy:--- 0.82 Training Loss: 0.46386558 ---Validation accuracy:--- 0.8794 Validation Loss: 0.45486978
Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.42753586 ---Validation accuracy:--- 0.8784 Validation Loss: 0.454859
Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.5237266 ---Validation accuracy:--- 0.8792 Validation Loss: 0.4543005
Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.5546449 ---Validation accuracy:--- 0.879 Validation Loss: 0.45429897
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.38297543 ---Validation accuracy:--- 0.8796 Validation Loss: 0.45438686
Epoch: 6 ---Training accuracy:--- 0.895 Training Loss: 0.4611085 ---Validation accuracy:--- 0.8788 Validation Loss: 0.45411554
Epoch: 6 ---Training accuracy:--- 0.825 Training Loss: 0.5143747 ---Validation accuracy:--- 0.8782 Validation Loss: 0.45499638
Epoch: 6 ---Training accuracy:--- 0.835 Training Loss: 0.56709707 ---Validation accuracy:--- 0.8792 Validation Loss: 0.4540999
Epoch: 6 ---Training accuracy:--- 0.825 Training Loss: 0.5484504 ---Validation accuracy:--- 0.8816 Validation Loss: 0.4539176
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.48641977 ---Validation accuracy:--- 0.8818 Validation Loss: 0.45347276
Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.5758461 ---Validation accuracy:--- 0.88 Validation Loss: 0.45418966
Epoch: 6 ---Training accuracy:--- 0.835 Training Loss: 0.627551 ---Validation accuracy:--- 0.8788 Validation Loss: 0.4549286
Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.5625235 ---Validation accuracy:--- 0.8796 Validation Loss: 0.45434374
Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.4340191 ---Validation accuracy:--- 0.8786 Validation Loss: 0.4533712
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.47071716 ---Validation accuracy:--- 0.8794 Validation Loss: 0.45359364
Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.53250057 ---Validation accuracy:--- 0.8778 Validation Loss: 0.454603
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.4400594 ---Validation accuracy:--- 0.8786 Validation Loss: 0.4534249
Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.47693923 ---Validation accuracy:--- 0.8798 Validation Loss: 0.4523619
Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.43727782 ---Validation accuracy:--- 0.8782 Validation Loss: 0.45307618
Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.5695278 ---Validation accuracy:--- 0.8796 Validation Loss: 0.45285302
Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.64020556 ---Validation accuracy:--- 0.878 Validation Loss: 0.45311972
Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.44018885 ---Validation accuracy:--- 0.8798 Validation Loss: 0.45296973
Epoch: 6 ---Training accuracy:--- 0.855 Training Loss: 0.42870545 ---Validation accuracy:--- 0.879 Validation Loss: 0.45305404
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.39122993 ---Validation accuracy:--- 0.8798 Validation Loss: 0.45268407
Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.46695423 ---Validation accuracy:--- 0.8804 Validation Loss: 0.4516203
Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.4197467 ---Validation accuracy:--- 0.881 Validation Loss: 0.45168555
Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.45205715 ---Validation accuracy:--- 0.8822 Validation Loss: 0.45130038
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.48862985 ---Validation accuracy:--- 0.8818 Validation Loss: 0.45078486
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.42665294 ---Validation accuracy:--- 0.881 Validation Loss: 0.4508169
Epoch: 6 ---Training accuracy:--- 0.905 Training Loss: 0.42045555 ---Validation accuracy:--- 0.8788 Validation Loss: 0.45097998
Epoch: 6 ---Training accuracy:--- 0.915 Training Loss: 0.35009933 ---Validation accuracy:--- 0.8784 Validation Loss: 0.45123827
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.402275 ---Validation accuracy:--- 0.8786 Validation Loss: 0.45124048
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.3929061 ---Validation accuracy:--- 0.878 Validation Loss: 0.45104864
Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.3999552 ---Validation accuracy:--- 0.88 Validation Loss: 0.4509912
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.41192567 ---Validation accuracy:--- 0.8814 Validation Loss: 0.4502032
Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.5466552 ---Validation accuracy:--- 0.879 Validation Loss: 0.45096603
Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.5720329 ---Validation accuracy:--- 0.8792 Validation Loss: 0.45110127
Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.4948951 ---Validation accuracy:--- 0.8786 Validation Loss: 0.4508094
Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.4449165 ---Validation accuracy:--- 0.8816 Validation Loss: 0.44958296
Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.5395852 ---Validation accuracy:--- 0.8808 Validation Loss: 0.44954297
Epoch: 6 ---Training accuracy:--- 0.855 Training Loss: 0.41924882 ---Validation accuracy:--- 0.8808 Validation Loss: 0.44945586
Epoch: 6 ---Training accuracy:--- 0.895 Training Loss: 0.38773328 ---Validation accuracy:--- 0.88 Validation Loss: 0.4491308
Epoch: 6 ---Training accuracy:--- 0.83 Training Loss: 0.53551406 ---Validation accuracy:--- 0.8812 Validation Loss: 0.44885284
Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.49879226 ---Validation accuracy:--- 0.8806 Validation Loss: 0.44828227
Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.4303664 ---Validation accuracy:--- 0.8812 Validation Loss: 0.44853634
Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.43497795 ---Validation accuracy:--- 0.8804 Validation Loss: 0.448606
Epoch: 6 ---Training accuracy:--- 0.895 Training Loss: 0.4308906 ---Validation accuracy:--- 0.8802 Validation Loss: 0.44823998
Epoch: 6 ---Training accuracy:--- 0.925 Training Loss: 0.3827543 ---Validation accuracy:--- 0.8794 Validation Loss: 0.44854972
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.41735604 ---Validation accuracy:--- 0.8798 Validation Loss: 0.4484926
Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.4863354 ---Validation accuracy:--- 0.88 Validation Loss: 0.44800714
Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.4933352 ---Validation accuracy:--- 0.8798 Validation Loss: 0.4473128
Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.48344567 ---Validation accuracy:--- 0.8806 Validation Loss: 0.44731718
Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.50037855 ---Validation accuracy:--- 0.8806 Validation Loss: 0.446688
Epoch: 6 ---Training accuracy:--- 0.905 Training Loss: 0.42723632 ---Validation accuracy:--- 0.8796 Validation Loss: 0.44698536
Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.5145485 ---Validation accuracy:--- 0.8812 Validation Loss: 0.44621992
Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.47648293 ---Validation accuracy:--- 0.881 Validation Loss: 0.44600272
Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.6131018 ---Validation accuracy:--- 0.8812 Validation Loss: 0.4458059
Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.46780187 ---Validation accuracy:--- 0.881 Validation Loss: 0.44560972
Epoch: 6 ---Training accuracy:--- 0.855 Training Loss: 0.48850343 ---Validation accuracy:--- 0.882 Validation Loss: 0.44529408
Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.45046103 ---Validation accuracy:--- 0.8808 Validation Loss: 0.44551957
Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.55790114 ---Validation accuracy:--- 0.8812 Validation Loss: 0.4461376
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.38650054 ---Validation accuracy:--- 0.8818 Validation Loss: 0.44611153
Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.53225374 ---Validation accuracy:--- 0.8826 Validation Loss: 0.44598442
Epoch: 6 ---Training accuracy:--- 0.835 Training Loss: 0.51337904 ---Validation accuracy:--- 0.8824 Validation Loss: 0.44563273
Epoch: 6 ---Training accuracy:--- 0.905 Training Loss: 0.46549565 ---Validation accuracy:--- 0.8832 Validation Loss: 0.44620487
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.49562177 ---Validation accuracy:--- 0.8824 Validation Loss: 0.44603583
Epoch: 6 ---Training accuracy:--- 0.83 Training Loss: 0.46605298 ---Validation accuracy:--- 0.8826 Validation Loss: 0.4461373
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.44771644 ---Validation accuracy:--- 0.8822 Validation Loss: 0.4455207
Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.48739547 ---Validation accuracy:--- 0.8826 Validation Loss: 0.44550255
Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.50281745 ---Validation accuracy:--- 0.883 Validation Loss: 0.4457733
Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.44617736 ---Validation accuracy:--- 0.8842 Validation Loss: 0.44462404
Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.4881903 ---Validation accuracy:--- 0.884 Validation Loss: 0.44402328
Epoch: 6 ---Training accuracy:--- 0.825 Training Loss: 0.54694647 ---Validation accuracy:--- 0.8832 Validation Loss: 0.44443053
Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.53816766 ---Validation accuracy:--- 0.8812 Validation Loss: 0.4439425
Epoch: 6 ---Training accuracy:--- 0.925 Training Loss: 0.33969748 ---Validation accuracy:--- 0.8812 Validation Loss: 0.4439959
Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.47012913 ---Validation accuracy:--- 0.8812 Validation Loss: 0.44411346
Epoch: 6 ---Training accuracy:--- 0.925 Training Loss: 0.43519935 ---Validation accuracy:--- 0.8812 Validation Loss: 0.4435726
Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.45452228 ---Validation accuracy:--- 0.881 Validation Loss: 0.4437282
Epoch: 6 ---Training accuracy:--- 0.905 Training Loss: 0.39775184 ---Validation accuracy:--- 0.8808 Validation Loss: 0.44391215
Epoch: 6 ---Training accuracy:--- 0.915 Training Loss: 0.3561726 ---Validation accuracy:--- 0.8806 Validation Loss: 0.44444922
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.39631295 ---Validation accuracy:--- 0.8796 Validation Loss: 0.4442504
Epoch: 6 ---Training accuracy:--- 0.83 Training Loss: 0.542135 ---Validation accuracy:--- 0.8798 Validation Loss: 0.4433084
Epoch: 6 ---Training accuracy:--- 0.835 Training Loss: 0.6282842 ---Validation accuracy:--- 0.8818 Validation Loss: 0.44277617
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.5130104 ---Validation accuracy:--- 0.8808 Validation Loss: 0.44320795
Epoch: 6 ---Training accuracy:--- 0.895 Training Loss: 0.35162362 ---Validation accuracy:--- 0.8802 Validation Loss: 0.44296417
Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.3920067 ---Validation accuracy:--- 0.8818 Validation Loss: 0.44280782
Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.48469996 ---Validation accuracy:--- 0.8818 Validation Loss: 0.44254604
Epoch: 6 ---Training accuracy:--- 0.83 Training Loss: 0.54541516 ---Validation accuracy:--- 0.8814 Validation Loss: 0.4420588
Epoch: 6 ---Training accuracy:--- 0.915 Training Loss: 0.41871756 ---Validation accuracy:--- 0.882 Validation Loss: 0.4422257
Epoch: 6 ---Training accuracy:--- 0.895 Training Loss: 0.3919439 ---Validation accuracy:--- 0.8834 Validation Loss: 0.4416521
Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.4992493 ---Validation accuracy:--- 0.8832 Validation Loss: 0.44098732
Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.41863737 ---Validation accuracy:--- 0.8852 Validation Loss: 0.4408756
Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.48353985 ---Validation accuracy:--- 0.8848 Validation Loss: 0.44085175
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.39804322 ---Validation accuracy:--- 0.8852 Validation Loss: 0.44052646
Epoch: 6 ---Training accuracy:--- 0.835 Training Loss: 0.5274204 ---Validation accuracy:--- 0.8844 Validation Loss: 0.43999237
Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.43183196 ---Validation accuracy:--- 0.884 Validation Loss: 0.43988726
Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.40316 ---Validation accuracy:--- 0.8844 Validation Loss: 0.43984962
Epoch: 6 ---Training accuracy:--- 0.905 Training Loss: 0.38369653 ---Validation accuracy:--- 0.885 Validation Loss: 0.4397609
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.47935882 ---Validation accuracy:--- 0.8854 Validation Loss: 0.4396371
Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.45383334 ---Validation accuracy:--- 0.8846 Validation Loss: 0.43972027
Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.48085606 ---Validation accuracy:--- 0.8844 Validation Loss: 0.43920556
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.41716096 ---Validation accuracy:--- 0.8836 Validation Loss: 0.438909
Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.4529208 ---Validation accuracy:--- 0.8844 Validation Loss: 0.4388882
Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.627744 ---Validation accuracy:--- 0.8838 Validation Loss: 0.43860438
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.35357943 ---Validation accuracy:--- 0.8836 Validation Loss: 0.4392503
Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.4757756 ---Validation accuracy:--- 0.8844 Validation Loss: 0.43908155
Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.4749602 ---Validation accuracy:--- 0.8818 Validation Loss: 0.44024092
Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.559119 ---Validation accuracy:--- 0.881 Validation Loss: 0.44028446
Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.5103843 ---Validation accuracy:--- 0.8814 Validation Loss: 0.44017226
Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.46190947 ---Validation accuracy:--- 0.8814 Validation Loss: 0.4414067
Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.48977795 ---Validation accuracy:--- 0.8822 Validation Loss: 0.44053212
Epoch: 6 ---Training accuracy:--- 0.83 Training Loss: 0.54552245 ---Validation accuracy:--- 0.8828 Validation Loss: 0.43938047
Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.43839827 ---Validation accuracy:--- 0.8832 Validation Loss: 0.4396666
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.37251878 ---Validation accuracy:--- 0.8824 Validation Loss: 0.44027612
Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.48632306 ---Validation accuracy:--- 0.8842 Validation Loss: 0.43953535
Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.4190039 ---Validation accuracy:--- 0.8836 Validation Loss: 0.43961534
Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.4002503 ---Validation accuracy:--- 0.8844 Validation Loss: 0.43875
Epoch: 6 ---Training accuracy:--- 0.835 Training Loss: 0.5436195 ---Validation accuracy:--- 0.8854 Validation Loss: 0.43874708
Epoch: 6 ---Training accuracy:--- 0.925 Training Loss: 0.3249869 ---Validation accuracy:--- 0.8864 Validation Loss: 0.43944678
Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.4548731 ---Validation accuracy:--- 0.8854 Validation Loss: 0.4394084
Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.5668397 ---Validation accuracy:--- 0.8852 Validation Loss: 0.4388274
Epoch: 6 ---Training accuracy:--- 0.835 Training Loss: 0.5044423 ---Validation accuracy:--- 0.8854 Validation Loss: 0.43809855
Epoch: 6 ---Training accuracy:--- 0.915 Training Loss: 0.36830136 ---Validation accuracy:--- 0.8854 Validation Loss: 0.43790329
Epoch: 6 ---Training accuracy:--- 0.835 Training Loss: 0.5403559 ---Validation accuracy:--- 0.8856 Validation Loss: 0.43758437
Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.4307604 ---Validation accuracy:--- 0.8854 Validation Loss: 0.4376713
Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.44669452 ---Validation accuracy:--- 0.8836 Validation Loss: 0.4375211
Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.45540836 ---Validation accuracy:--- 0.8834 Validation Loss: 0.43705693
Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.4887544 ---Validation accuracy:--- 0.886 Validation Loss: 0.4367077
Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.47165218 ---Validation accuracy:--- 0.8854 Validation Loss: 0.43696865
Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.584456 ---Validation accuracy:--- 0.8842 Validation Loss: 0.43678156
Epoch: 6 ---Training accuracy:--- 0.835 Training Loss: 0.55962366 ---Validation accuracy:--- 0.884 Validation Loss: 0.437579
Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.46059114 ---Validation accuracy:--- 0.8842 Validation Loss: 0.43709806
Epoch: 6 ---Training accuracy:--- 0.915 Training Loss: 0.3724128 ---Validation accuracy:--- 0.883 Validation Loss: 0.43761835
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.43843552 ---Validation accuracy:--- 0.8834 Validation Loss: 0.43779644
Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.38937116 ---Validation accuracy:--- 0.884 Validation Loss: 0.43739644
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.448346 ---Validation accuracy:--- 0.8854 Validation Loss: 0.43643478
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.3918869 ---Validation accuracy:--- 0.8848 Validation Loss: 0.435645
Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.5164796 ---Validation accuracy:--- 0.886 Validation Loss: 0.43557003
Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.4463377 ---Validation accuracy:--- 0.8868 Validation Loss: 0.43495235
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.43061057 ---Validation accuracy:--- 0.8876 Validation Loss: 0.43528172
Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.5577979 ---Validation accuracy:--- 0.8876 Validation Loss: 0.4352034
Epoch: 6 ---Training accuracy:--- 0.855 Training Loss: 0.5294976 ---Validation accuracy:--- 0.8868 Validation Loss: 0.43495536
Epoch: 6 ---Training accuracy:--- 0.855 Training Loss: 0.46621537 ---Validation accuracy:--- 0.8868 Validation Loss: 0.43533516
Epoch: 6 ---Training accuracy:--- 0.895 Training Loss: 0.4701667 ---Validation accuracy:--- 0.8852 Validation Loss: 0.43557075
Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.49342334 ---Validation accuracy:--- 0.8844 Validation Loss: 0.43595782
Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.47967762 ---Validation accuracy:--- 0.8842 Validation Loss: 0.43510014
Epoch: 6 ---Training accuracy:--- 0.91 Training Loss: 0.42160144 ---Validation accuracy:--- 0.8854 Validation Loss: 0.43431273
Epoch: 6 ---Training accuracy:--- 0.895 Training Loss: 0.37642986 ---Validation accuracy:--- 0.8856 Validation Loss: 0.43404296
Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.4154013 ---Validation accuracy:--- 0.886 Validation Loss: 0.43400997
Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.3908705 ---Validation accuracy:--- 0.8852 Validation Loss: 0.43415332
Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.46151283 ---Validation accuracy:--- 0.8848 Validation Loss: 0.43412188
Epoch: 6 ---Training accuracy:--- 0.87 Training Loss: 0.5093648 ---Validation accuracy:--- 0.8848 Validation Loss: 0.43408924
Epoch: 6 ---Training accuracy:--- 0.855 Training Loss: 0.47049335 ---Validation accuracy:--- 0.8866 Validation Loss: 0.43328986
Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.5161201 ---Validation accuracy:--- 0.8868 Validation Loss: 0.43285668
Epoch: 6 ---Training accuracy:--- 0.805 Training Loss: 0.63047606 ---Validation accuracy:--- 0.8854 Validation Loss: 0.43419755
Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.5170362 ---Validation accuracy:--- 0.886 Validation Loss: 0.4337207
Epoch: 6 ---Training accuracy:--- 0.905 Training Loss: 0.4006778 ---Validation accuracy:--- 0.886 Validation Loss: 0.4344457
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.45590112 ---Validation accuracy:--- 0.8876 Validation Loss: 0.43316078
Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.39451668 ---Validation accuracy:--- 0.8894 Validation Loss: 0.43214843
Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.4640706 ---Validation accuracy:--- 0.8884 Validation Loss: 0.43229404
Epoch: 6 ---Training accuracy:--- 0.895 Training Loss: 0.4092316 ---Validation accuracy:--- 0.8896 Validation Loss: 0.43226388
Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.5232132 ---Validation accuracy:--- 0.8884 Validation Loss: 0.4320898
Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.45733583 ---Validation accuracy:--- 0.8882 Validation Loss: 0.4325088
Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.5515324 ---Validation accuracy:--- 0.888 Validation Loss: 0.43227613
Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.49644604 ---Validation accuracy:--- 0.8874 Validation Loss: 0.43243805
Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.436176 ---Validation accuracy:--- 0.8882 Validation Loss: 0.43209657
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.30987132 ---Validation accuracy:--- 0.8884 Validation Loss: 0.43140987
Epoch: 6 ---Training accuracy:--- 0.895 Training Loss: 0.3888587 ---Validation accuracy:--- 0.8882 Validation Loss: 0.43136021
Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.46915597 ---Validation accuracy:--- 0.8884 Validation Loss: 0.43226537
Epoch: 6 ---Training accuracy:--- 0.895 Training Loss: 0.3606988 ---Validation accuracy:--- 0.887 Validation Loss: 0.4326434
Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.47148037 ---Validation accuracy:--- 0.8868 Validation Loss: 0.43144935
Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.37881088 ---Validation accuracy:--- 0.8878 Validation Loss: 0.43071625
Epoch: 6 ---Training accuracy:--- 0.855 Training Loss: 0.46469352 ---Validation accuracy:--- 0.8872 Validation Loss: 0.4311898
Epoch: 6 ---Training accuracy:--- 0.915 Training Loss: 0.3220974 ---Validation accuracy:--- 0.8884 Validation Loss: 0.43025938
Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.43798363 ---Validation accuracy:--- 0.8874 Validation Loss: 0.43036637
Epoch: 6 ---Training accuracy:--- 0.795 Training Loss: 0.6423346 ---Validation accuracy:--- 0.8876 Validation Loss: 0.43060365
Epoch: 6 ---Training accuracy:--- 0.915 Training Loss: 0.41259927 ---Validation accuracy:--- 0.8888 Validation Loss: 0.4303468
Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.5392548 ---Validation accuracy:--- 0.8898 Validation Loss: 0.43010908
Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.4485422 ---Validation accuracy:--- 0.8888 Validation Loss: 0.43014926
Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.41494736 ---Validation accuracy:--- 0.8884 Validation Loss: 0.4296056
Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.38591644 ---Validation accuracy:--- 0.8886 Validation Loss: 0.42967373
Epoch: 6 ---Training accuracy:--- 0.905 Training Loss: 0.3350733 ---Validation accuracy:--- 0.8872 Validation Loss: 0.42962003
Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.4293688 ---Validation accuracy:--- 0.8876 Validation Loss: 0.42905337
Epoch: 6 ---Training accuracy:--- 0.905 Training Loss: 0.3703862 ---Validation accuracy:--- 0.8878 Validation Loss: 0.42889512
Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.5057307 ---Validation accuracy:--- 0.888 Validation Loss: 0.4295464
Epoch: 6 ---Training accuracy:--- 0.83 Training Loss: 0.5656142 ---Validation accuracy:--- 0.8872 Validation Loss: 0.42996103
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.39733315 ---Validation accuracy:--- 0.8864 Validation Loss: 0.43005127
Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.47894424 ---Validation accuracy:--- 0.8878 Validation Loss: 0.4294254
Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.41902158 ---Validation accuracy:--- 0.8868 Validation Loss: 0.42959005
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.4028785 ---Validation accuracy:--- 0.8876 Validation Loss: 0.4286743
Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.39564773 ---Validation accuracy:--- 0.8878 Validation Loss: 0.42860147
Epoch: 6 ---Training accuracy:--- 0.835 Training Loss: 0.5949009 ---Validation accuracy:--- 0.8872 Validation Loss: 0.42842305
Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.4723659 ---Validation accuracy:--- 0.8874 Validation Loss: 0.42841095
Epoch: 6 ---Training accuracy:--- 0.855 Training Loss: 0.4744397 ---Validation accuracy:--- 0.888 Validation Loss: 0.42821866
Epoch: 6 ---Training accuracy:--- 0.815 Training Loss: 0.49141297 ---Validation accuracy:--- 0.8894 Validation Loss: 0.42800367
Epoch: 6 ---Training accuracy:--- 0.85 Training Loss: 0.47947234 ---Validation accuracy:--- 0.889 Validation Loss: 0.427542
Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.44961712 ---Validation accuracy:--- 0.8894 Validation Loss: 0.4272293
Epoch: 6 ---Training accuracy:--- 0.92 Training Loss: 0.3535058 ---Validation accuracy:--- 0.8896 Validation Loss: 0.4270692
Epoch: 6 ---Training accuracy:--- 0.855 Training Loss: 0.45375237 ---Validation accuracy:--- 0.8898 Validation Loss: 0.427267
Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.53860945 ---Validation accuracy:--- 0.89 Validation Loss: 0.4269477
Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.4222457 ---Validation accuracy:--- 0.8888 Validation Loss: 0.4266971
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.33575866 ---Validation accuracy:--- 0.8882 Validation Loss: 0.42674717
Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.45365372 ---Validation accuracy:--- 0.8878 Validation Loss: 0.42682642
Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.49187833 ---Validation accuracy:--- 0.8866 Validation Loss: 0.42737842
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.4267286 ---Validation accuracy:--- 0.8854 Validation Loss: 0.42761973
Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.41920584 ---Validation accuracy:--- 0.8862 Validation Loss: 0.4269631
Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.49538574 ---Validation accuracy:--- 0.8864 Validation Loss: 0.42753083
Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.47285157 ---Validation accuracy:--- 0.8876 Validation Loss: 0.42633232
Epoch: 6 ---Training accuracy:--- 0.84 Training Loss: 0.5115205 ---Validation accuracy:--- 0.8878 Validation Loss: 0.42603734
Epoch: 6 ---Training accuracy:--- 0.905 Training Loss: 0.365364 ---Validation accuracy:--- 0.888 Validation Loss: 0.42633095
Epoch: 6 ---Training accuracy:--- 0.89 Training Loss: 0.45809662 ---Validation accuracy:--- 0.8884 Validation Loss: 0.4265711
Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.40530726 ---Validation accuracy:--- 0.8886 Validation Loss: 0.42624286
Epoch: 6 ---Training accuracy:--- 0.905 Training Loss: 0.31196782 ---Validation accuracy:--- 0.8894 Validation Loss: 0.42571807
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.3889595 ---Validation accuracy:--- 0.889 Validation Loss: 0.42555732
Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.4834523 ---Validation accuracy:--- 0.8884 Validation Loss: 0.4260082
Epoch: 6 ---Training accuracy:--- 0.885 Training Loss: 0.4122571 ---Validation accuracy:--- 0.8866 Validation Loss: 0.42645165
Epoch: 6 ---Training accuracy:--- 0.88 Training Loss: 0.36063454 ---Validation accuracy:--- 0.886 Validation Loss: 0.4259277
Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.44874904 ---Validation accuracy:--- 0.8886 Validation Loss: 0.42586708
Epoch: 6 ---Training accuracy:--- 0.855 Training Loss: 0.50296104 ---Validation accuracy:--- 0.8884 Validation Loss: 0.42621475
Epoch: 6 ---Training accuracy:--- 0.86 Training Loss: 0.47017825 ---Validation accuracy:--- 0.8882 Validation Loss: 0.42609024
Epoch: 6 ---Training accuracy:--- 0.875 Training Loss: 0.41811123 ---Validation accuracy:--- 0.889 Validation Loss: 0.42635372
Epoch: 6 ---Training accuracy:--- 0.9 Training Loss: 0.38751948 ---Validation accuracy:--- 0.8876 Validation Loss: 0.4259126
Epoch: 6 ---Training accuracy:--- 0.865 Training Loss: 0.48604405 ---Validation accuracy:--- 0.8876 Validation Loss: 0.4254914
Epoch: 6 ---Training accuracy:--- 0.845 Training Loss: 0.4693944 ---Validation accuracy:--- 0.888 Validation Loss: 0.42579347
Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.61031294 ---Validation accuracy:--- 0.8884 Validation Loss: 0.4249581
Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.43190992 ---Validation accuracy:--- 0.888 Validation Loss: 0.42522404
Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.4383832 ---Validation accuracy:--- 0.8882 Validation Loss: 0.42506552
Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.4136506 ---Validation accuracy:--- 0.8866 Validation Loss: 0.42579478
Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.5163738 ---Validation accuracy:--- 0.8882 Validation Loss: 0.4255916
Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.45303887 ---Validation accuracy:--- 0.8876 Validation Loss: 0.4240884
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.49973828 ---Validation accuracy:--- 0.8882 Validation Loss: 0.42415303
Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.42880914 ---Validation accuracy:--- 0.8888 Validation Loss: 0.42407125
Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.36325824 ---Validation accuracy:--- 0.8888 Validation Loss: 0.42353907
Epoch: 7 ---Training accuracy:--- 0.865 Training Loss: 0.47075173 ---Validation accuracy:--- 0.8894 Validation Loss: 0.42361134
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.5027174 ---Validation accuracy:--- 0.8886 Validation Loss: 0.42367753
Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.39890832 ---Validation accuracy:--- 0.8884 Validation Loss: 0.42316923
Epoch: 7 ---Training accuracy:--- 0.915 Training Loss: 0.3870249 ---Validation accuracy:--- 0.8886 Validation Loss: 0.42374814
Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.53958285 ---Validation accuracy:--- 0.8898 Validation Loss: 0.42299503
Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.37144816 ---Validation accuracy:--- 0.8886 Validation Loss: 0.42296493
Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.40690726 ---Validation accuracy:--- 0.8898 Validation Loss: 0.42233583
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.3884516 ---Validation accuracy:--- 0.89 Validation Loss: 0.4221875
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.35149735 ---Validation accuracy:--- 0.8892 Validation Loss: 0.4225123
Epoch: 7 ---Training accuracy:--- 0.905 Training Loss: 0.3967524 ---Validation accuracy:--- 0.889 Validation Loss: 0.42303124
Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.3927125 ---Validation accuracy:--- 0.8892 Validation Loss: 0.42230937
Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.43888006 ---Validation accuracy:--- 0.8884 Validation Loss: 0.42299297
Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.5077943 ---Validation accuracy:--- 0.8896 Validation Loss: 0.42227188
Epoch: 7 ---Training accuracy:--- 0.905 Training Loss: 0.35648164 ---Validation accuracy:--- 0.8884 Validation Loss: 0.4220744
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.44763076 ---Validation accuracy:--- 0.8896 Validation Loss: 0.42194176
Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.4674681 ---Validation accuracy:--- 0.8896 Validation Loss: 0.4218262
Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.54212403 ---Validation accuracy:--- 0.8894 Validation Loss: 0.4217751
Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.46686232 ---Validation accuracy:--- 0.8892 Validation Loss: 0.42192665
Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.50903887 ---Validation accuracy:--- 0.89 Validation Loss: 0.4213329
Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.50727594 ---Validation accuracy:--- 0.8914 Validation Loss: 0.42104477
Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.43853974 ---Validation accuracy:--- 0.8912 Validation Loss: 0.42083383
Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.51139694 ---Validation accuracy:--- 0.8902 Validation Loss: 0.42072797
Epoch: 7 ---Training accuracy:--- 0.83 Training Loss: 0.6075766 ---Validation accuracy:--- 0.8914 Validation Loss: 0.4203255
Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.3202816 ---Validation accuracy:--- 0.8914 Validation Loss: 0.42038417
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.36200324 ---Validation accuracy:--- 0.8914 Validation Loss: 0.42049408
Epoch: 7 ---Training accuracy:--- 0.865 Training Loss: 0.49267995 ---Validation accuracy:--- 0.8902 Validation Loss: 0.42123717
Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.5597952 ---Validation accuracy:--- 0.8902 Validation Loss: 0.4204068
Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.47874528 ---Validation accuracy:--- 0.8894 Validation Loss: 0.42036802
Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.39924353 ---Validation accuracy:--- 0.8896 Validation Loss: 0.4203334
Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.56168896 ---Validation accuracy:--- 0.8894 Validation Loss: 0.42088267
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.3907918 ---Validation accuracy:--- 0.8898 Validation Loss: 0.42037687
Epoch: 7 ---Training accuracy:--- 0.865 Training Loss: 0.41941702 ---Validation accuracy:--- 0.8902 Validation Loss: 0.42011943
Epoch: 7 ---Training accuracy:--- 0.865 Training Loss: 0.45740527 ---Validation accuracy:--- 0.8904 Validation Loss: 0.41954717
Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.45336434 ---Validation accuracy:--- 0.8908 Validation Loss: 0.41949868
Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.448591 ---Validation accuracy:--- 0.89 Validation Loss: 0.41948444
Epoch: 7 ---Training accuracy:--- 0.865 Training Loss: 0.46972916 ---Validation accuracy:--- 0.891 Validation Loss: 0.41939062
Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.45107597 ---Validation accuracy:--- 0.8904 Validation Loss: 0.4194081
Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.43442252 ---Validation accuracy:--- 0.8912 Validation Loss: 0.41880527
Epoch: 7 ---Training accuracy:--- 0.82 Training Loss: 0.5697989 ---Validation accuracy:--- 0.8912 Validation Loss: 0.41872266
Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.43778756 ---Validation accuracy:--- 0.8906 Validation Loss: 0.41832763
Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.536499 ---Validation accuracy:--- 0.8912 Validation Loss: 0.41796163
Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.3636616 ---Validation accuracy:--- 0.891 Validation Loss: 0.4178922
Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.5163151 ---Validation accuracy:--- 0.8904 Validation Loss: 0.41790995
Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.42546067 ---Validation accuracy:--- 0.8904 Validation Loss: 0.4179002
Epoch: 7 ---Training accuracy:--- 0.84 Training Loss: 0.46657464 ---Validation accuracy:--- 0.8914 Validation Loss: 0.4178866
Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.40011588 ---Validation accuracy:--- 0.8902 Validation Loss: 0.4182707
Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.48590645 ---Validation accuracy:--- 0.889 Validation Loss: 0.41891915
Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.43104354 ---Validation accuracy:--- 0.8908 Validation Loss: 0.41827232
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.32500866 ---Validation accuracy:--- 0.8906 Validation Loss: 0.41846493
Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.4163959 ---Validation accuracy:--- 0.8898 Validation Loss: 0.41836825
Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.5590403 ---Validation accuracy:--- 0.8904 Validation Loss: 0.41784444
Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.3561713 ---Validation accuracy:--- 0.891 Validation Loss: 0.41879386
Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.36998963 ---Validation accuracy:--- 0.8904 Validation Loss: 0.41799194
Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.41744286 ---Validation accuracy:--- 0.89 Validation Loss: 0.4188283
Epoch: 7 ---Training accuracy:--- 0.84 Training Loss: 0.46480274 ---Validation accuracy:--- 0.8914 Validation Loss: 0.41811377
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.39627022 ---Validation accuracy:--- 0.8918 Validation Loss: 0.4172533
Epoch: 7 ---Training accuracy:--- 0.925 Training Loss: 0.31845784 ---Validation accuracy:--- 0.8894 Validation Loss: 0.41810682
Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.45868617 ---Validation accuracy:--- 0.8894 Validation Loss: 0.4182564
Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.43411446 ---Validation accuracy:--- 0.8904 Validation Loss: 0.41779688
Epoch: 7 ---Training accuracy:--- 0.915 Training Loss: 0.35158256 ---Validation accuracy:--- 0.8914 Validation Loss: 0.41774657
Epoch: 7 ---Training accuracy:--- 0.84 Training Loss: 0.5222015 ---Validation accuracy:--- 0.8908 Validation Loss: 0.41758105
Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.4513176 ---Validation accuracy:--- 0.8894 Validation Loss: 0.41774732
Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.51172876 ---Validation accuracy:--- 0.8914 Validation Loss: 0.41700742
Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.40162444 ---Validation accuracy:--- 0.8898 Validation Loss: 0.41685346
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.3876892 ---Validation accuracy:--- 0.8892 Validation Loss: 0.41674966
Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.3609795 ---Validation accuracy:--- 0.8896 Validation Loss: 0.41670966
Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.41298854 ---Validation accuracy:--- 0.8906 Validation Loss: 0.41651797
Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.35478577 ---Validation accuracy:--- 0.8912 Validation Loss: 0.41604605
Epoch: 7 ---Training accuracy:--- 0.955 Training Loss: 0.2899275 ---Validation accuracy:--- 0.8918 Validation Loss: 0.416225
Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.45989913 ---Validation accuracy:--- 0.8906 Validation Loss: 0.4159991
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.3719856 ---Validation accuracy:--- 0.8902 Validation Loss: 0.41592836
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.35983688 ---Validation accuracy:--- 0.8918 Validation Loss: 0.41580224
Epoch: 7 ---Training accuracy:--- 0.865 Training Loss: 0.4775396 ---Validation accuracy:--- 0.8916 Validation Loss: 0.4158082
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.41425133 ---Validation accuracy:--- 0.8912 Validation Loss: 0.41576913
Epoch: 7 ---Training accuracy:--- 0.845 Training Loss: 0.55157673 ---Validation accuracy:--- 0.889 Validation Loss: 0.41738966
Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.40420943 ---Validation accuracy:--- 0.8886 Validation Loss: 0.4171728
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.43550736 ---Validation accuracy:--- 0.8878 Validation Loss: 0.41742018
Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.46247643 ---Validation accuracy:--- 0.8892 Validation Loss: 0.4158709
Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.44411826 ---Validation accuracy:--- 0.8884 Validation Loss: 0.41573402
Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.41609105 ---Validation accuracy:--- 0.8892 Validation Loss: 0.41586924
Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.39929062 ---Validation accuracy:--- 0.8892 Validation Loss: 0.41579384
Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.48870465 ---Validation accuracy:--- 0.8884 Validation Loss: 0.41546533
Epoch: 7 ---Training accuracy:--- 0.845 Training Loss: 0.5033912 ---Validation accuracy:--- 0.8894 Validation Loss: 0.41542333
Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.42437035 ---Validation accuracy:--- 0.8914 Validation Loss: 0.4147283
Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.49591598 ---Validation accuracy:--- 0.8916 Validation Loss: 0.41383594
Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.41729832 ---Validation accuracy:--- 0.8916 Validation Loss: 0.41322607
Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.47538787 ---Validation accuracy:--- 0.8904 Validation Loss: 0.4141045
Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.42525178 ---Validation accuracy:--- 0.889 Validation Loss: 0.4150497
Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.42161447 ---Validation accuracy:--- 0.8876 Validation Loss: 0.4162759
Epoch: 7 ---Training accuracy:--- 0.905 Training Loss: 0.4347332 ---Validation accuracy:--- 0.8896 Validation Loss: 0.41557628
Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.51940465 ---Validation accuracy:--- 0.89 Validation Loss: 0.41517228
Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.4192909 ---Validation accuracy:--- 0.8906 Validation Loss: 0.41376913
Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.42320985 ---Validation accuracy:--- 0.8924 Validation Loss: 0.41312715
Epoch: 7 ---Training accuracy:--- 0.845 Training Loss: 0.5436659 ---Validation accuracy:--- 0.8922 Validation Loss: 0.41334262
Epoch: 7 ---Training accuracy:--- 0.905 Training Loss: 0.3720626 ---Validation accuracy:--- 0.8928 Validation Loss: 0.41288576
Epoch: 7 ---Training accuracy:--- 0.865 Training Loss: 0.5901386 ---Validation accuracy:--- 0.891 Validation Loss: 0.41273487
Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.3612206 ---Validation accuracy:--- 0.891 Validation Loss: 0.41297895
Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.3921766 ---Validation accuracy:--- 0.892 Validation Loss: 0.4129043
Epoch: 7 ---Training accuracy:--- 0.845 Training Loss: 0.45029145 ---Validation accuracy:--- 0.892 Validation Loss: 0.41355312
Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.41635662 ---Validation accuracy:--- 0.892 Validation Loss: 0.4129755
Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.47759837 ---Validation accuracy:--- 0.8916 Validation Loss: 0.41291383
Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.4121834 ---Validation accuracy:--- 0.8918 Validation Loss: 0.41252935
Epoch: 7 ---Training accuracy:--- 0.915 Training Loss: 0.4201005 ---Validation accuracy:--- 0.8908 Validation Loss: 0.41287616
Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.40745866 ---Validation accuracy:--- 0.8902 Validation Loss: 0.4135141
Epoch: 7 ---Training accuracy:--- 0.915 Training Loss: 0.42966014 ---Validation accuracy:--- 0.8898 Validation Loss: 0.41371095
Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.44742543 ---Validation accuracy:--- 0.8906 Validation Loss: 0.41343662
Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.46301857 ---Validation accuracy:--- 0.8916 Validation Loss: 0.4123151
Epoch: 7 ---Training accuracy:--- 0.835 Training Loss: 0.47884548 ---Validation accuracy:--- 0.8938 Validation Loss: 0.4124874
Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.47207868 ---Validation accuracy:--- 0.893 Validation Loss: 0.41318986
Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.5184904 ---Validation accuracy:--- 0.8934 Validation Loss: 0.41252315
Epoch: 7 ---Training accuracy:--- 0.84 Training Loss: 0.5404931 ---Validation accuracy:--- 0.8936 Validation Loss: 0.41213867
Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.37534472 ---Validation accuracy:--- 0.8934 Validation Loss: 0.41161108
Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.38581517 ---Validation accuracy:--- 0.8918 Validation Loss: 0.4118585
Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.49945754 ---Validation accuracy:--- 0.8918 Validation Loss: 0.41188312
Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.40799797 ---Validation accuracy:--- 0.8926 Validation Loss: 0.41161454
Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.43233898 ---Validation accuracy:--- 0.8934 Validation Loss: 0.4112109
Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.42658845 ---Validation accuracy:--- 0.8932 Validation Loss: 0.41098136
Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.55455106 ---Validation accuracy:--- 0.8928 Validation Loss: 0.41155633
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.3955723 ---Validation accuracy:--- 0.8922 Validation Loss: 0.41151598
Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.39926374 ---Validation accuracy:--- 0.8926 Validation Loss: 0.41195145
Epoch: 7 ---Training accuracy:--- 0.845 Training Loss: 0.4226561 ---Validation accuracy:--- 0.8928 Validation Loss: 0.4105688
Epoch: 7 ---Training accuracy:--- 0.93 Training Loss: 0.31879982 ---Validation accuracy:--- 0.893 Validation Loss: 0.41038105
Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.5713323 ---Validation accuracy:--- 0.8914 Validation Loss: 0.41074494
Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.4538381 ---Validation accuracy:--- 0.8942 Validation Loss: 0.4100293
Epoch: 7 ---Training accuracy:--- 0.865 Training Loss: 0.4056781 ---Validation accuracy:--- 0.8928 Validation Loss: 0.40993848
Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.5060038 ---Validation accuracy:--- 0.8924 Validation Loss: 0.41052765
Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.41675386 ---Validation accuracy:--- 0.8918 Validation Loss: 0.41122553
Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.45433402 ---Validation accuracy:--- 0.8918 Validation Loss: 0.41071132
Epoch: 7 ---Training accuracy:--- 0.915 Training Loss: 0.35452682 ---Validation accuracy:--- 0.8922 Validation Loss: 0.4101626
Epoch: 7 ---Training accuracy:--- 0.905 Training Loss: 0.37752303 ---Validation accuracy:--- 0.8914 Validation Loss: 0.41038135
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.35784683 ---Validation accuracy:--- 0.8932 Validation Loss: 0.40975127
Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.3564053 ---Validation accuracy:--- 0.8932 Validation Loss: 0.41000283
Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.4248178 ---Validation accuracy:--- 0.894 Validation Loss: 0.4094938
Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.5142166 ---Validation accuracy:--- 0.8916 Validation Loss: 0.41036955
Epoch: 7 ---Training accuracy:--- 0.84 Training Loss: 0.6006454 ---Validation accuracy:--- 0.8916 Validation Loss: 0.409183
Epoch: 7 ---Training accuracy:--- 0.905 Training Loss: 0.38124692 ---Validation accuracy:--- 0.8906 Validation Loss: 0.40963134
Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.42879114 ---Validation accuracy:--- 0.891 Validation Loss: 0.4096709
Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.42847413 ---Validation accuracy:--- 0.891 Validation Loss: 0.4098903
Epoch: 7 ---Training accuracy:--- 0.845 Training Loss: 0.4655751 ---Validation accuracy:--- 0.8928 Validation Loss: 0.41039288
Epoch: 7 ---Training accuracy:--- 0.865 Training Loss: 0.47428095 ---Validation accuracy:--- 0.8922 Validation Loss: 0.40974522
Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.43853015 ---Validation accuracy:--- 0.8926 Validation Loss: 0.4096613
Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.46512267 ---Validation accuracy:--- 0.8924 Validation Loss: 0.40981388
Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.50887513 ---Validation accuracy:--- 0.8938 Validation Loss: 0.40864375
Epoch: 7 ---Training accuracy:--- 0.905 Training Loss: 0.43845063 ---Validation accuracy:--- 0.8924 Validation Loss: 0.4091367
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.4421595 ---Validation accuracy:--- 0.8928 Validation Loss: 0.40853998
Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.4354805 ---Validation accuracy:--- 0.8926 Validation Loss: 0.40925425
Epoch: 7 ---Training accuracy:--- 0.865 Training Loss: 0.49537238 ---Validation accuracy:--- 0.8922 Validation Loss: 0.4091977
Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.43186036 ---Validation accuracy:--- 0.891 Validation Loss: 0.41012695
Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.35499722 ---Validation accuracy:--- 0.8908 Validation Loss: 0.4098881
Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.460983 ---Validation accuracy:--- 0.8922 Validation Loss: 0.40951166
Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.42951232 ---Validation accuracy:--- 0.8918 Validation Loss: 0.40885648
Epoch: 7 ---Training accuracy:--- 0.905 Training Loss: 0.3973575 ---Validation accuracy:--- 0.892 Validation Loss: 0.4091177
Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.4580179 ---Validation accuracy:--- 0.8926 Validation Loss: 0.40768167
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.34582958 ---Validation accuracy:--- 0.8936 Validation Loss: 0.40731665
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.39098445 ---Validation accuracy:--- 0.8938 Validation Loss: 0.40745816
Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.40253943 ---Validation accuracy:--- 0.8914 Validation Loss: 0.40908563
Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.37471008 ---Validation accuracy:--- 0.8926 Validation Loss: 0.407977
Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.40819085 ---Validation accuracy:--- 0.8922 Validation Loss: 0.4078295
Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.42615935 ---Validation accuracy:--- 0.892 Validation Loss: 0.40760836
Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.41629058 ---Validation accuracy:--- 0.8938 Validation Loss: 0.4075952
Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.32672736 ---Validation accuracy:--- 0.8938 Validation Loss: 0.40718028
Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.36245987 ---Validation accuracy:--- 0.8942 Validation Loss: 0.4067259
Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.31004277 ---Validation accuracy:--- 0.8934 Validation Loss: 0.40685347
Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.34610355 ---Validation accuracy:--- 0.8942 Validation Loss: 0.40633616
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.3511383 ---Validation accuracy:--- 0.8942 Validation Loss: 0.40681002
Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.38986215 ---Validation accuracy:--- 0.8946 Validation Loss: 0.40657806
Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.4992321 ---Validation accuracy:--- 0.8938 Validation Loss: 0.4070202
Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.41220915 ---Validation accuracy:--- 0.8928 Validation Loss: 0.406838
Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.46619415 ---Validation accuracy:--- 0.8942 Validation Loss: 0.40690318
Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.4389518 ---Validation accuracy:--- 0.8956 Validation Loss: 0.406142
Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.36059037 ---Validation accuracy:--- 0.894 Validation Loss: 0.40648678
Epoch: 7 ---Training accuracy:--- 0.845 Training Loss: 0.47996947 ---Validation accuracy:--- 0.8926 Validation Loss: 0.40645033
Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.38161314 ---Validation accuracy:--- 0.8934 Validation Loss: 0.40563002
Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.47630772 ---Validation accuracy:--- 0.8938 Validation Loss: 0.4053112
Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.46200863 ---Validation accuracy:--- 0.8936 Validation Loss: 0.4052266
Epoch: 7 ---Training accuracy:--- 0.905 Training Loss: 0.35263133 ---Validation accuracy:--- 0.8928 Validation Loss: 0.40522447
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.34707886 ---Validation accuracy:--- 0.8926 Validation Loss: 0.4051832
Epoch: 7 ---Training accuracy:--- 0.845 Training Loss: 0.42455977 ---Validation accuracy:--- 0.8928 Validation Loss: 0.40552366
Epoch: 7 ---Training accuracy:--- 0.855 Training Loss: 0.46916217 ---Validation accuracy:--- 0.893 Validation Loss: 0.40507266
Epoch: 7 ---Training accuracy:--- 0.845 Training Loss: 0.5205727 ---Validation accuracy:--- 0.8936 Validation Loss: 0.40504014
Epoch: 7 ---Training accuracy:--- 0.835 Training Loss: 0.5853117 ---Validation accuracy:--- 0.893 Validation Loss: 0.4048612
Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.37394965 ---Validation accuracy:--- 0.893 Validation Loss: 0.40506855
Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.44198346 ---Validation accuracy:--- 0.8924 Validation Loss: 0.4054914
Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.37637755 ---Validation accuracy:--- 0.89 Validation Loss: 0.40633225
Epoch: 7 ---Training accuracy:--- 0.915 Training Loss: 0.40353462 ---Validation accuracy:--- 0.8908 Validation Loss: 0.4062521
Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.45331207 ---Validation accuracy:--- 0.8906 Validation Loss: 0.40670952
Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.34681243 ---Validation accuracy:--- 0.8902 Validation Loss: 0.4056158
Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.4167482 ---Validation accuracy:--- 0.893 Validation Loss: 0.4049559
Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.4739061 ---Validation accuracy:--- 0.8918 Validation Loss: 0.4060806
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.28612813 ---Validation accuracy:--- 0.8916 Validation Loss: 0.40692383
Epoch: 7 ---Training accuracy:--- 0.905 Training Loss: 0.41930485 ---Validation accuracy:--- 0.8912 Validation Loss: 0.40673563
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.2756022 ---Validation accuracy:--- 0.893 Validation Loss: 0.40517735
Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.47426632 ---Validation accuracy:--- 0.8938 Validation Loss: 0.40520045
Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.4035042 ---Validation accuracy:--- 0.8932 Validation Loss: 0.4049602
Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.45524547 ---Validation accuracy:--- 0.8926 Validation Loss: 0.404955
Epoch: 7 ---Training accuracy:--- 0.915 Training Loss: 0.37075606 ---Validation accuracy:--- 0.8922 Validation Loss: 0.40492094
Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.42885548 ---Validation accuracy:--- 0.8934 Validation Loss: 0.40406957
Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.46429142 ---Validation accuracy:--- 0.8922 Validation Loss: 0.40426272
Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.5430136 ---Validation accuracy:--- 0.8922 Validation Loss: 0.40409923
Epoch: 7 ---Training accuracy:--- 0.845 Training Loss: 0.54837346 ---Validation accuracy:--- 0.8924 Validation Loss: 0.40381527
Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.43942115 ---Validation accuracy:--- 0.8936 Validation Loss: 0.40337116
Epoch: 7 ---Training accuracy:--- 0.905 Training Loss: 0.36881393 ---Validation accuracy:--- 0.893 Validation Loss: 0.40339896
Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.38189727 ---Validation accuracy:--- 0.8938 Validation Loss: 0.403977
Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.42526045 ---Validation accuracy:--- 0.8928 Validation Loss: 0.40401134
Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.41078308 ---Validation accuracy:--- 0.893 Validation Loss: 0.40336066
Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.36986053 ---Validation accuracy:--- 0.8936 Validation Loss: 0.4033652
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.32469255 ---Validation accuracy:--- 0.8932 Validation Loss: 0.40308827
Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.46295044 ---Validation accuracy:--- 0.8944 Validation Loss: 0.40249804
Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.38839152 ---Validation accuracy:--- 0.8946 Validation Loss: 0.40247998
Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.40122658 ---Validation accuracy:--- 0.8948 Validation Loss: 0.4029236
Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.45990884 ---Validation accuracy:--- 0.895 Validation Loss: 0.40250987
Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.42414215 ---Validation accuracy:--- 0.8946 Validation Loss: 0.4022019
Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.45581377 ---Validation accuracy:--- 0.8948 Validation Loss: 0.40204525
Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.29905888 ---Validation accuracy:--- 0.8932 Validation Loss: 0.40250385
Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.38518828 ---Validation accuracy:--- 0.8944 Validation Loss: 0.40222615
Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.49170357 ---Validation accuracy:--- 0.895 Validation Loss: 0.40234268
Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.43075013 ---Validation accuracy:--- 0.8964 Validation Loss: 0.40226078
Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.40772727 ---Validation accuracy:--- 0.8954 Validation Loss: 0.40154713
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.42789528 ---Validation accuracy:--- 0.8952 Validation Loss: 0.4016642
Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.39920697 ---Validation accuracy:--- 0.8938 Validation Loss: 0.40167925
Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.338998 ---Validation accuracy:--- 0.8944 Validation Loss: 0.40182322
Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.43255997 ---Validation accuracy:--- 0.8936 Validation Loss: 0.40245652
Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.4110076 ---Validation accuracy:--- 0.8948 Validation Loss: 0.4025999
Epoch: 7 ---Training accuracy:--- 0.85 Training Loss: 0.47018513 ---Validation accuracy:--- 0.8948 Validation Loss: 0.4023407
Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.32799378 ---Validation accuracy:--- 0.8946 Validation Loss: 0.40245298
Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.33657253 ---Validation accuracy:--- 0.8944 Validation Loss: 0.401748
Epoch: 7 ---Training accuracy:--- 0.915 Training Loss: 0.3171787 ---Validation accuracy:--- 0.8948 Validation Loss: 0.4015775
Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.41618398 ---Validation accuracy:--- 0.8962 Validation Loss: 0.40139234
Epoch: 7 ---Training accuracy:--- 0.865 Training Loss: 0.49174985 ---Validation accuracy:--- 0.896 Validation Loss: 0.40075815
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.410178 ---Validation accuracy:--- 0.8946 Validation Loss: 0.40109473
Epoch: 7 ---Training accuracy:--- 0.845 Training Loss: 0.46692163 ---Validation accuracy:--- 0.8948 Validation Loss: 0.40075317
Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.38919106 ---Validation accuracy:--- 0.8952 Validation Loss: 0.400381
Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.48691186 ---Validation accuracy:--- 0.895 Validation Loss: 0.4004046
Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.53246343 ---Validation accuracy:--- 0.8942 Validation Loss: 0.40055457
Epoch: 7 ---Training accuracy:--- 0.905 Training Loss: 0.3495705 ---Validation accuracy:--- 0.8954 Validation Loss: 0.40065384
Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.48348793 ---Validation accuracy:--- 0.8932 Validation Loss: 0.40111563
Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.33615136 ---Validation accuracy:--- 0.8946 Validation Loss: 0.40080115
Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.3603407 ---Validation accuracy:--- 0.8938 Validation Loss: 0.40113926
Epoch: 7 ---Training accuracy:--- 0.87 Training Loss: 0.46568504 ---Validation accuracy:--- 0.8936 Validation Loss: 0.4008155
Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.50683624 ---Validation accuracy:--- 0.894 Validation Loss: 0.4008736
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.35349298 ---Validation accuracy:--- 0.8936 Validation Loss: 0.40030414
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.4259258 ---Validation accuracy:--- 0.8928 Validation Loss: 0.4008525
Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.45232895 ---Validation accuracy:--- 0.8934 Validation Loss: 0.40021315
Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.41401643 ---Validation accuracy:--- 0.8946 Validation Loss: 0.3998157
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.40135387 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3995459
Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.39060006 ---Validation accuracy:--- 0.8936 Validation Loss: 0.39903218
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.3955581 ---Validation accuracy:--- 0.8954 Validation Loss: 0.3990555
Epoch: 7 ---Training accuracy:--- 0.845 Training Loss: 0.59750193 ---Validation accuracy:--- 0.8946 Validation Loss: 0.39896888
Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.34404486 ---Validation accuracy:--- 0.896 Validation Loss: 0.39891514
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.40033227 ---Validation accuracy:--- 0.896 Validation Loss: 0.39853743
Epoch: 7 ---Training accuracy:--- 0.865 Training Loss: 0.4522126 ---Validation accuracy:--- 0.8942 Validation Loss: 0.3985317
Epoch: 7 ---Training accuracy:--- 0.895 Training Loss: 0.38717818 ---Validation accuracy:--- 0.895 Validation Loss: 0.39884365
Epoch: 7 ---Training accuracy:--- 0.91 Training Loss: 0.37177277 ---Validation accuracy:--- 0.8952 Validation Loss: 0.39934418
Epoch: 7 ---Training accuracy:--- 0.875 Training Loss: 0.41566384 ---Validation accuracy:--- 0.893 Validation Loss: 0.40046182
Epoch: 7 ---Training accuracy:--- 0.945 Training Loss: 0.30444837 ---Validation accuracy:--- 0.8926 Validation Loss: 0.40041062
Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.42948523 ---Validation accuracy:--- 0.894 Validation Loss: 0.40022784
Epoch: 7 ---Training accuracy:--- 0.89 Training Loss: 0.44183433 ---Validation accuracy:--- 0.893 Validation Loss: 0.40034887
Epoch: 7 ---Training accuracy:--- 0.905 Training Loss: 0.42388973 ---Validation accuracy:--- 0.892 Validation Loss: 0.40057606
Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.4022053 ---Validation accuracy:--- 0.8916 Validation Loss: 0.4019955
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.31816533 ---Validation accuracy:--- 0.8912 Validation Loss: 0.40205696
Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.43141642 ---Validation accuracy:--- 0.8912 Validation Loss: 0.40160492
Epoch: 7 ---Training accuracy:--- 0.86 Training Loss: 0.48577973 ---Validation accuracy:--- 0.8918 Validation Loss: 0.4018592
Epoch: 7 ---Training accuracy:--- 0.885 Training Loss: 0.38924262 ---Validation accuracy:--- 0.8934 Validation Loss: 0.4003607
Epoch: 7 ---Training accuracy:--- 0.9 Training Loss: 0.3972429 ---Validation accuracy:--- 0.8938 Validation Loss: 0.39994302
Epoch: 7 ---Training accuracy:--- 0.88 Training Loss: 0.41937882 ---Validation accuracy:--- 0.8936 Validation Loss: 0.39970884
Epoch: 7 ---Training accuracy:--- 0.92 Training Loss: 0.32774383 ---Validation accuracy:--- 0.893 Validation Loss: 0.399335
Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.4439907 ---Validation accuracy:--- 0.8936 Validation Loss: 0.39878258
Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.4333792 ---Validation accuracy:--- 0.8928 Validation Loss: 0.3992367
Epoch: 8 ---Training accuracy:--- 0.855 Training Loss: 0.48481438 ---Validation accuracy:--- 0.8934 Validation Loss: 0.3988031
Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.37970105 ---Validation accuracy:--- 0.894 Validation Loss: 0.3976567
Epoch: 8 ---Training accuracy:--- 0.815 Training Loss: 0.5430147 ---Validation accuracy:--- 0.8944 Validation Loss: 0.39748314
Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.41132814 ---Validation accuracy:--- 0.8934 Validation Loss: 0.39751738
Epoch: 8 ---Training accuracy:--- 0.86 Training Loss: 0.4282602 ---Validation accuracy:--- 0.8944 Validation Loss: 0.39708412
Epoch: 8 ---Training accuracy:--- 0.85 Training Loss: 0.4631196 ---Validation accuracy:--- 0.894 Validation Loss: 0.39751732
Epoch: 8 ---Training accuracy:--- 0.905 Training Loss: 0.41840753 ---Validation accuracy:--- 0.8932 Validation Loss: 0.39795893
Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.4422546 ---Validation accuracy:--- 0.893 Validation Loss: 0.39889914
Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.42369437 ---Validation accuracy:--- 0.8934 Validation Loss: 0.3976499
Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.33327997 ---Validation accuracy:--- 0.8948 Validation Loss: 0.39809677
Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.45920455 ---Validation accuracy:--- 0.8968 Validation Loss: 0.39718488
Epoch: 8 ---Training accuracy:--- 0.865 Training Loss: 0.4022966 ---Validation accuracy:--- 0.8948 Validation Loss: 0.3967835
Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.4191301 ---Validation accuracy:--- 0.8946 Validation Loss: 0.3963785
Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.39797774 ---Validation accuracy:--- 0.8944 Validation Loss: 0.39670238
Epoch: 8 ---Training accuracy:--- 0.855 Training Loss: 0.42488074 ---Validation accuracy:--- 0.8944 Validation Loss: 0.39666647
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.4212106 ---Validation accuracy:--- 0.894 Validation Loss: 0.39620888
Epoch: 8 ---Training accuracy:--- 0.855 Training Loss: 0.41706154 ---Validation accuracy:--- 0.8952 Validation Loss: 0.39564058
Epoch: 8 ---Training accuracy:--- 0.905 Training Loss: 0.35163403 ---Validation accuracy:--- 0.895 Validation Loss: 0.39573798
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.30256745 ---Validation accuracy:--- 0.895 Validation Loss: 0.39582345
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.38287804 ---Validation accuracy:--- 0.8952 Validation Loss: 0.39596993
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.41686928 ---Validation accuracy:--- 0.895 Validation Loss: 0.39673755
Epoch: 8 ---Training accuracy:--- 0.84 Training Loss: 0.47738594 ---Validation accuracy:--- 0.8954 Validation Loss: 0.3961882
Epoch: 8 ---Training accuracy:--- 0.845 Training Loss: 0.44622758 ---Validation accuracy:--- 0.8954 Validation Loss: 0.3955141
Epoch: 8 ---Training accuracy:--- 0.86 Training Loss: 0.43590912 ---Validation accuracy:--- 0.8956 Validation Loss: 0.3952634
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.45545608 ---Validation accuracy:--- 0.896 Validation Loss: 0.39500967
Epoch: 8 ---Training accuracy:--- 0.905 Training Loss: 0.37882355 ---Validation accuracy:--- 0.8964 Validation Loss: 0.39501488
Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.37628403 ---Validation accuracy:--- 0.897 Validation Loss: 0.39493713
Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.40829635 ---Validation accuracy:--- 0.8966 Validation Loss: 0.39474615
Epoch: 8 ---Training accuracy:--- 0.925 Training Loss: 0.35877174 ---Validation accuracy:--- 0.8964 Validation Loss: 0.39466724
Epoch: 8 ---Training accuracy:--- 0.905 Training Loss: 0.37022617 ---Validation accuracy:--- 0.8964 Validation Loss: 0.39441356
Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.4392324 ---Validation accuracy:--- 0.8966 Validation Loss: 0.3943913
Epoch: 8 ---Training accuracy:--- 0.925 Training Loss: 0.30142108 ---Validation accuracy:--- 0.896 Validation Loss: 0.3944782
Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.39115345 ---Validation accuracy:--- 0.8956 Validation Loss: 0.39460254
Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.35883495 ---Validation accuracy:--- 0.8954 Validation Loss: 0.39450815
Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.4397174 ---Validation accuracy:--- 0.896 Validation Loss: 0.39414352
Epoch: 8 ---Training accuracy:--- 0.85 Training Loss: 0.5518606 ---Validation accuracy:--- 0.8958 Validation Loss: 0.39411607
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.41989598 ---Validation accuracy:--- 0.8954 Validation Loss: 0.39427745
Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.38978902 ---Validation accuracy:--- 0.8964 Validation Loss: 0.39410016
Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.41647163 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3943782
Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.44679916 ---Validation accuracy:--- 0.8962 Validation Loss: 0.3947839
Epoch: 8 ---Training accuracy:--- 0.925 Training Loss: 0.31344068 ---Validation accuracy:--- 0.8958 Validation Loss: 0.39444605
Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.43994483 ---Validation accuracy:--- 0.8958 Validation Loss: 0.3942445
Epoch: 8 ---Training accuracy:--- 0.85 Training Loss: 0.4568152 ---Validation accuracy:--- 0.8966 Validation Loss: 0.39474255
Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.37798905 ---Validation accuracy:--- 0.895 Validation Loss: 0.39517543
Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.3858465 ---Validation accuracy:--- 0.894 Validation Loss: 0.39607373
Epoch: 8 ---Training accuracy:--- 0.85 Training Loss: 0.4178301 ---Validation accuracy:--- 0.8944 Validation Loss: 0.3953612
Epoch: 8 ---Training accuracy:--- 0.915 Training Loss: 0.37066048 ---Validation accuracy:--- 0.8958 Validation Loss: 0.39483768
Epoch: 8 ---Training accuracy:--- 0.865 Training Loss: 0.49039 ---Validation accuracy:--- 0.8972 Validation Loss: 0.39474398
Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.435486 ---Validation accuracy:--- 0.897 Validation Loss: 0.39402425
Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.37023383 ---Validation accuracy:--- 0.8962 Validation Loss: 0.3944767
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.3209471 ---Validation accuracy:--- 0.8958 Validation Loss: 0.39397633
Epoch: 8 ---Training accuracy:--- 0.855 Training Loss: 0.40822095 ---Validation accuracy:--- 0.8964 Validation Loss: 0.39337465
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.44809324 ---Validation accuracy:--- 0.8984 Validation Loss: 0.39363104
Epoch: 8 ---Training accuracy:--- 0.925 Training Loss: 0.31738463 ---Validation accuracy:--- 0.8968 Validation Loss: 0.3929992
Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.32403505 ---Validation accuracy:--- 0.8968 Validation Loss: 0.39273605
Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.36401403 ---Validation accuracy:--- 0.8972 Validation Loss: 0.3927904
Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.5728378 ---Validation accuracy:--- 0.8964 Validation Loss: 0.3930188
Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.43100533 ---Validation accuracy:--- 0.8962 Validation Loss: 0.3929662
Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.4148076 ---Validation accuracy:--- 0.8966 Validation Loss: 0.39270812
Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.4099979 ---Validation accuracy:--- 0.896 Validation Loss: 0.3923867
Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.42334038 ---Validation accuracy:--- 0.8968 Validation Loss: 0.39239925
Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.42491153 ---Validation accuracy:--- 0.8976 Validation Loss: 0.39209422
Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.38789123 ---Validation accuracy:--- 0.8974 Validation Loss: 0.39184657
Epoch: 8 ---Training accuracy:--- 0.85 Training Loss: 0.5155175 ---Validation accuracy:--- 0.8968 Validation Loss: 0.39192632
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.34483695 ---Validation accuracy:--- 0.8962 Validation Loss: 0.3917543
Epoch: 8 ---Training accuracy:--- 0.86 Training Loss: 0.5590204 ---Validation accuracy:--- 0.8972 Validation Loss: 0.39203966
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.4594957 ---Validation accuracy:--- 0.8954 Validation Loss: 0.39202076
Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.32438698 ---Validation accuracy:--- 0.8948 Validation Loss: 0.3922595
Epoch: 8 ---Training accuracy:--- 0.865 Training Loss: 0.42952386 ---Validation accuracy:--- 0.8948 Validation Loss: 0.39222923
Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.40787947 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3918991
Epoch: 8 ---Training accuracy:--- 0.865 Training Loss: 0.45376956 ---Validation accuracy:--- 0.8956 Validation Loss: 0.3920243
Epoch: 8 ---Training accuracy:--- 0.905 Training Loss: 0.3894284 ---Validation accuracy:--- 0.895 Validation Loss: 0.3920058
Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.3938138 ---Validation accuracy:--- 0.8954 Validation Loss: 0.3918356
Epoch: 8 ---Training accuracy:--- 0.85 Training Loss: 0.44612426 ---Validation accuracy:--- 0.8954 Validation Loss: 0.39180517
Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.43185464 ---Validation accuracy:--- 0.8954 Validation Loss: 0.3919959
Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.39495155 ---Validation accuracy:--- 0.8936 Validation Loss: 0.39320254
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.35092694 ---Validation accuracy:--- 0.8946 Validation Loss: 0.39219064
Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.36332878 ---Validation accuracy:--- 0.8928 Validation Loss: 0.39286846
Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.38019395 ---Validation accuracy:--- 0.8934 Validation Loss: 0.39315602
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.36771983 ---Validation accuracy:--- 0.8936 Validation Loss: 0.39332062
Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.40848336 ---Validation accuracy:--- 0.8932 Validation Loss: 0.39402422
Epoch: 8 ---Training accuracy:--- 0.825 Training Loss: 0.489497 ---Validation accuracy:--- 0.8944 Validation Loss: 0.39220896
Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.37890723 ---Validation accuracy:--- 0.895 Validation Loss: 0.39277676
Epoch: 8 ---Training accuracy:--- 0.905 Training Loss: 0.37677515 ---Validation accuracy:--- 0.894 Validation Loss: 0.39334288
Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.42527434 ---Validation accuracy:--- 0.8938 Validation Loss: 0.3923196
Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.38244027 ---Validation accuracy:--- 0.8942 Validation Loss: 0.3916836
Epoch: 8 ---Training accuracy:--- 0.905 Training Loss: 0.39037988 ---Validation accuracy:--- 0.8964 Validation Loss: 0.3907183
Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.46525773 ---Validation accuracy:--- 0.8972 Validation Loss: 0.3908957
Epoch: 8 ---Training accuracy:--- 0.905 Training Loss: 0.32817253 ---Validation accuracy:--- 0.8968 Validation Loss: 0.39063054
Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.4618126 ---Validation accuracy:--- 0.8962 Validation Loss: 0.39126122
Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.4377129 ---Validation accuracy:--- 0.8956 Validation Loss: 0.39096618
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.36062676 ---Validation accuracy:--- 0.8972 Validation Loss: 0.39130315
Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.48785976 ---Validation accuracy:--- 0.8944 Validation Loss: 0.391896
Epoch: 8 ---Training accuracy:--- 0.86 Training Loss: 0.4116941 ---Validation accuracy:--- 0.893 Validation Loss: 0.3913839
Epoch: 8 ---Training accuracy:--- 0.845 Training Loss: 0.51184577 ---Validation accuracy:--- 0.8938 Validation Loss: 0.3908565
Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.35825402 ---Validation accuracy:--- 0.8934 Validation Loss: 0.39119762
Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.3814235 ---Validation accuracy:--- 0.8936 Validation Loss: 0.39116284
Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.40494508 ---Validation accuracy:--- 0.894 Validation Loss: 0.39053047
Epoch: 8 ---Training accuracy:--- 0.905 Training Loss: 0.37356108 ---Validation accuracy:--- 0.8952 Validation Loss: 0.39009768
Epoch: 8 ---Training accuracy:--- 0.85 Training Loss: 0.47302297 ---Validation accuracy:--- 0.896 Validation Loss: 0.38992494
Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.3284258 ---Validation accuracy:--- 0.895 Validation Loss: 0.39046174
Epoch: 8 ---Training accuracy:--- 0.915 Training Loss: 0.3615922 ---Validation accuracy:--- 0.8946 Validation Loss: 0.3910823
Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.39853728 ---Validation accuracy:--- 0.8946 Validation Loss: 0.39042497
Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.39451268 ---Validation accuracy:--- 0.896 Validation Loss: 0.39001024
Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.40110505 ---Validation accuracy:--- 0.897 Validation Loss: 0.3894007
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.4128553 ---Validation accuracy:--- 0.896 Validation Loss: 0.38986933
Epoch: 8 ---Training accuracy:--- 0.915 Training Loss: 0.35900146 ---Validation accuracy:--- 0.8964 Validation Loss: 0.39041504
Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.39036503 ---Validation accuracy:--- 0.8986 Validation Loss: 0.38973197
Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.43481395 ---Validation accuracy:--- 0.8972 Validation Loss: 0.38909677
Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.3989196 ---Validation accuracy:--- 0.897 Validation Loss: 0.38882574
Epoch: 8 ---Training accuracy:--- 0.905 Training Loss: 0.3723782 ---Validation accuracy:--- 0.8958 Validation Loss: 0.38865736
Epoch: 8 ---Training accuracy:--- 0.855 Training Loss: 0.49356785 ---Validation accuracy:--- 0.8968 Validation Loss: 0.38877672
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.4645378 ---Validation accuracy:--- 0.897 Validation Loss: 0.38877347
Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.44510728 ---Validation accuracy:--- 0.8974 Validation Loss: 0.388812
Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.35573402 ---Validation accuracy:--- 0.8966 Validation Loss: 0.38862133
Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.38540307 ---Validation accuracy:--- 0.8966 Validation Loss: 0.38881803
Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.35059837 ---Validation accuracy:--- 0.897 Validation Loss: 0.3891669
Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.41963333 ---Validation accuracy:--- 0.896 Validation Loss: 0.38850215
Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.41374198 ---Validation accuracy:--- 0.8964 Validation Loss: 0.38895792
Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.3325515 ---Validation accuracy:--- 0.8962 Validation Loss: 0.3885157
Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.38429397 ---Validation accuracy:--- 0.8968 Validation Loss: 0.38864547
Epoch: 8 ---Training accuracy:--- 0.905 Training Loss: 0.37828037 ---Validation accuracy:--- 0.8968 Validation Loss: 0.38801447
Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.35066348 ---Validation accuracy:--- 0.8954 Validation Loss: 0.38783237
Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.371203 ---Validation accuracy:--- 0.8954 Validation Loss: 0.38868207
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.39272058 ---Validation accuracy:--- 0.894 Validation Loss: 0.388839
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.46161893 ---Validation accuracy:--- 0.895 Validation Loss: 0.3895985
Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.38821116 ---Validation accuracy:--- 0.8962 Validation Loss: 0.39007723
Epoch: 8 ---Training accuracy:--- 0.905 Training Loss: 0.36919767 ---Validation accuracy:--- 0.8964 Validation Loss: 0.3888042
Epoch: 8 ---Training accuracy:--- 0.93 Training Loss: 0.3240995 ---Validation accuracy:--- 0.8946 Validation Loss: 0.38900977
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.3885475 ---Validation accuracy:--- 0.8938 Validation Loss: 0.38868687
Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.32495856 ---Validation accuracy:--- 0.8944 Validation Loss: 0.3882266
Epoch: 8 ---Training accuracy:--- 0.85 Training Loss: 0.48913193 ---Validation accuracy:--- 0.895 Validation Loss: 0.3886222
Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.35072738 ---Validation accuracy:--- 0.896 Validation Loss: 0.38800865
Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.36670327 ---Validation accuracy:--- 0.8944 Validation Loss: 0.38765407
Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.44660857 ---Validation accuracy:--- 0.8956 Validation Loss: 0.38739455
Epoch: 8 ---Training accuracy:--- 0.905 Training Loss: 0.36313483 ---Validation accuracy:--- 0.8952 Validation Loss: 0.38836488
Epoch: 8 ---Training accuracy:--- 0.935 Training Loss: 0.271687 ---Validation accuracy:--- 0.8956 Validation Loss: 0.38817683
Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.36263734 ---Validation accuracy:--- 0.8944 Validation Loss: 0.38802636
Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.41405922 ---Validation accuracy:--- 0.8952 Validation Loss: 0.38697723
Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.35100242 ---Validation accuracy:--- 0.895 Validation Loss: 0.38675308
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.41061854 ---Validation accuracy:--- 0.8954 Validation Loss: 0.38781622
Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.3572412 ---Validation accuracy:--- 0.8958 Validation Loss: 0.38698867
Epoch: 8 ---Training accuracy:--- 0.825 Training Loss: 0.530454 ---Validation accuracy:--- 0.8956 Validation Loss: 0.3868363
Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.3916321 ---Validation accuracy:--- 0.8962 Validation Loss: 0.38754338
Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.33885056 ---Validation accuracy:--- 0.895 Validation Loss: 0.38754213
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.3079208 ---Validation accuracy:--- 0.896 Validation Loss: 0.3876253
Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.33023873 ---Validation accuracy:--- 0.8958 Validation Loss: 0.38716245
Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.33877808 ---Validation accuracy:--- 0.8952 Validation Loss: 0.38707134
Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.39285576 ---Validation accuracy:--- 0.8956 Validation Loss: 0.3874937
Epoch: 8 ---Training accuracy:--- 0.845 Training Loss: 0.415672 ---Validation accuracy:--- 0.8966 Validation Loss: 0.38698485
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.42597023 ---Validation accuracy:--- 0.8964 Validation Loss: 0.3862872
Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.45209336 ---Validation accuracy:--- 0.896 Validation Loss: 0.38633305
Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.35428673 ---Validation accuracy:--- 0.896 Validation Loss: 0.38681865
Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.40487826 ---Validation accuracy:--- 0.8958 Validation Loss: 0.3866347
Epoch: 8 ---Training accuracy:--- 0.915 Training Loss: 0.33985108 ---Validation accuracy:--- 0.8972 Validation Loss: 0.38574442
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.35478044 ---Validation accuracy:--- 0.8958 Validation Loss: 0.3851566
Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.38055176 ---Validation accuracy:--- 0.8958 Validation Loss: 0.38519388
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.45509788 ---Validation accuracy:--- 0.8964 Validation Loss: 0.38503692
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.4328737 ---Validation accuracy:--- 0.8954 Validation Loss: 0.3852406
Epoch: 8 ---Training accuracy:--- 0.865 Training Loss: 0.4577642 ---Validation accuracy:--- 0.8962 Validation Loss: 0.3860242
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.44862175 ---Validation accuracy:--- 0.8956 Validation Loss: 0.38664928
Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.3833105 ---Validation accuracy:--- 0.896 Validation Loss: 0.38658458
Epoch: 8 ---Training accuracy:--- 0.915 Training Loss: 0.35143256 ---Validation accuracy:--- 0.8956 Validation Loss: 0.38569173
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.4662071 ---Validation accuracy:--- 0.8962 Validation Loss: 0.3854783
Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.29991582 ---Validation accuracy:--- 0.8954 Validation Loss: 0.38552284
Epoch: 8 ---Training accuracy:--- 0.83 Training Loss: 0.41422072 ---Validation accuracy:--- 0.893 Validation Loss: 0.38644212
Epoch: 8 ---Training accuracy:--- 0.905 Training Loss: 0.3974508 ---Validation accuracy:--- 0.8946 Validation Loss: 0.38658535
Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.38519126 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3871017
Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.32606184 ---Validation accuracy:--- 0.8946 Validation Loss: 0.3863959
Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.40170944 ---Validation accuracy:--- 0.8938 Validation Loss: 0.3861836
Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.43135017 ---Validation accuracy:--- 0.895 Validation Loss: 0.3850583
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.46446532 ---Validation accuracy:--- 0.8954 Validation Loss: 0.38471025
Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.34965104 ---Validation accuracy:--- 0.896 Validation Loss: 0.3849533
Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.4256665 ---Validation accuracy:--- 0.896 Validation Loss: 0.3849532
Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.37328088 ---Validation accuracy:--- 0.8962 Validation Loss: 0.38558277
Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.36819923 ---Validation accuracy:--- 0.8954 Validation Loss: 0.38522822
Epoch: 8 ---Training accuracy:--- 0.925 Training Loss: 0.35547838 ---Validation accuracy:--- 0.8946 Validation Loss: 0.38508937
Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.34289917 ---Validation accuracy:--- 0.8946 Validation Loss: 0.38508248
Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.43831334 ---Validation accuracy:--- 0.8952 Validation Loss: 0.38436782
Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.40817285 ---Validation accuracy:--- 0.8958 Validation Loss: 0.3842042
Epoch: 8 ---Training accuracy:--- 0.855 Training Loss: 0.4505855 ---Validation accuracy:--- 0.8942 Validation Loss: 0.38477468
Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.33229226 ---Validation accuracy:--- 0.8952 Validation Loss: 0.38501352
Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.39366493 ---Validation accuracy:--- 0.894 Validation Loss: 0.38668483
Epoch: 8 ---Training accuracy:--- 0.855 Training Loss: 0.4499678 ---Validation accuracy:--- 0.8948 Validation Loss: 0.38460112
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.2787621 ---Validation accuracy:--- 0.8942 Validation Loss: 0.38472545
Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.41667956 ---Validation accuracy:--- 0.8926 Validation Loss: 0.3853856
Epoch: 8 ---Training accuracy:--- 0.86 Training Loss: 0.43024525 ---Validation accuracy:--- 0.8936 Validation Loss: 0.38563207
Epoch: 8 ---Training accuracy:--- 0.915 Training Loss: 0.30116028 ---Validation accuracy:--- 0.8942 Validation Loss: 0.3854133
Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.3923306 ---Validation accuracy:--- 0.8932 Validation Loss: 0.38541147
Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.43619797 ---Validation accuracy:--- 0.8944 Validation Loss: 0.38461828
Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.43222886 ---Validation accuracy:--- 0.893 Validation Loss: 0.38426402
Epoch: 8 ---Training accuracy:--- 0.85 Training Loss: 0.464089 ---Validation accuracy:--- 0.8948 Validation Loss: 0.38398185
Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.4540957 ---Validation accuracy:--- 0.894 Validation Loss: 0.38408116
Epoch: 8 ---Training accuracy:--- 0.925 Training Loss: 0.27869275 ---Validation accuracy:--- 0.894 Validation Loss: 0.38342825
Epoch: 8 ---Training accuracy:--- 0.855 Training Loss: 0.4114937 ---Validation accuracy:--- 0.8954 Validation Loss: 0.38306418
Epoch: 8 ---Training accuracy:--- 0.815 Training Loss: 0.5725443 ---Validation accuracy:--- 0.8954 Validation Loss: 0.3829059
Epoch: 8 ---Training accuracy:--- 0.855 Training Loss: 0.42901397 ---Validation accuracy:--- 0.8962 Validation Loss: 0.38299003
Epoch: 8 ---Training accuracy:--- 0.855 Training Loss: 0.48965845 ---Validation accuracy:--- 0.8964 Validation Loss: 0.38267323
Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.3388526 ---Validation accuracy:--- 0.8976 Validation Loss: 0.38266933
Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.44663987 ---Validation accuracy:--- 0.8964 Validation Loss: 0.38260394
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.36308956 ---Validation accuracy:--- 0.897 Validation Loss: 0.38256142
Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.4880036 ---Validation accuracy:--- 0.8974 Validation Loss: 0.3821561
Epoch: 8 ---Training accuracy:--- 0.865 Training Loss: 0.40363267 ---Validation accuracy:--- 0.8984 Validation Loss: 0.38238218
Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.3794429 ---Validation accuracy:--- 0.898 Validation Loss: 0.3823833
Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.4064749 ---Validation accuracy:--- 0.8974 Validation Loss: 0.38240096
Epoch: 8 ---Training accuracy:--- 0.865 Training Loss: 0.45842302 ---Validation accuracy:--- 0.8974 Validation Loss: 0.3823009
Epoch: 8 ---Training accuracy:--- 0.845 Training Loss: 0.49750367 ---Validation accuracy:--- 0.8976 Validation Loss: 0.3819971
Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.42406765 ---Validation accuracy:--- 0.8968 Validation Loss: 0.3818695
Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.47767058 ---Validation accuracy:--- 0.8978 Validation Loss: 0.38191703
Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.41703865 ---Validation accuracy:--- 0.8988 Validation Loss: 0.38191953
Epoch: 8 ---Training accuracy:--- 0.855 Training Loss: 0.44658387 ---Validation accuracy:--- 0.8978 Validation Loss: 0.38235152
Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.36657152 ---Validation accuracy:--- 0.8962 Validation Loss: 0.3823981
Epoch: 8 ---Training accuracy:--- 0.835 Training Loss: 0.43039373 ---Validation accuracy:--- 0.8964 Validation Loss: 0.382407
Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.44734222 ---Validation accuracy:--- 0.897 Validation Loss: 0.38263988
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.30767572 ---Validation accuracy:--- 0.897 Validation Loss: 0.38227952
Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.35858417 ---Validation accuracy:--- 0.896 Validation Loss: 0.38284463
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.57842314 ---Validation accuracy:--- 0.8956 Validation Loss: 0.38256207
Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.4431881 ---Validation accuracy:--- 0.8958 Validation Loss: 0.38270357
Epoch: 8 ---Training accuracy:--- 0.85 Training Loss: 0.4521341 ---Validation accuracy:--- 0.8958 Validation Loss: 0.382608
Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.4344406 ---Validation accuracy:--- 0.897 Validation Loss: 0.3817905
Epoch: 8 ---Training accuracy:--- 0.915 Training Loss: 0.29363936 ---Validation accuracy:--- 0.8966 Validation Loss: 0.38182116
Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.421157 ---Validation accuracy:--- 0.8982 Validation Loss: 0.3813501
Epoch: 8 ---Training accuracy:--- 0.86 Training Loss: 0.44577217 ---Validation accuracy:--- 0.898 Validation Loss: 0.3809641
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.41009483 ---Validation accuracy:--- 0.899 Validation Loss: 0.38072744
Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.3762939 ---Validation accuracy:--- 0.8978 Validation Loss: 0.38067338
Epoch: 8 ---Training accuracy:--- 0.85 Training Loss: 0.44377413 ---Validation accuracy:--- 0.898 Validation Loss: 0.38062003
Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.3690587 ---Validation accuracy:--- 0.897 Validation Loss: 0.3803193
Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.41988117 ---Validation accuracy:--- 0.8976 Validation Loss: 0.3802106
Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.35962525 ---Validation accuracy:--- 0.8974 Validation Loss: 0.38006786
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.4105926 ---Validation accuracy:--- 0.8976 Validation Loss: 0.38012686
Epoch: 8 ---Training accuracy:--- 0.86 Training Loss: 0.42857915 ---Validation accuracy:--- 0.8982 Validation Loss: 0.38029256
Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.430727 ---Validation accuracy:--- 0.8988 Validation Loss: 0.38049328
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.45328492 ---Validation accuracy:--- 0.8986 Validation Loss: 0.380675
Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.38746482 ---Validation accuracy:--- 0.9008 Validation Loss: 0.3810246
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.32969055 ---Validation accuracy:--- 0.8988 Validation Loss: 0.38053444
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.36751994 ---Validation accuracy:--- 0.9 Validation Loss: 0.3803419
Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.45641696 ---Validation accuracy:--- 0.9002 Validation Loss: 0.38057324
Epoch: 8 ---Training accuracy:--- 0.905 Training Loss: 0.38736135 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37982392
Epoch: 8 ---Training accuracy:--- 0.86 Training Loss: 0.42543384 ---Validation accuracy:--- 0.899 Validation Loss: 0.37997267
Epoch: 8 ---Training accuracy:--- 0.855 Training Loss: 0.48773125 ---Validation accuracy:--- 0.8972 Validation Loss: 0.38038284
Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.34772682 ---Validation accuracy:--- 0.8984 Validation Loss: 0.38073653
Epoch: 8 ---Training accuracy:--- 0.915 Training Loss: 0.32672417 ---Validation accuracy:--- 0.8988 Validation Loss: 0.38106915
Epoch: 8 ---Training accuracy:--- 0.835 Training Loss: 0.47885522 ---Validation accuracy:--- 0.898 Validation Loss: 0.38088107
Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.38110593 ---Validation accuracy:--- 0.8982 Validation Loss: 0.3806521
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.46026093 ---Validation accuracy:--- 0.8984 Validation Loss: 0.38039845
Epoch: 8 ---Training accuracy:--- 0.87 Training Loss: 0.4184321 ---Validation accuracy:--- 0.8968 Validation Loss: 0.38100094
Epoch: 8 ---Training accuracy:--- 0.86 Training Loss: 0.47451445 ---Validation accuracy:--- 0.8976 Validation Loss: 0.38131294
Epoch: 8 ---Training accuracy:--- 0.92 Training Loss: 0.33691597 ---Validation accuracy:--- 0.8968 Validation Loss: 0.3809867
Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.43764868 ---Validation accuracy:--- 0.8982 Validation Loss: 0.38103488
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.4323355 ---Validation accuracy:--- 0.8968 Validation Loss: 0.38059843
Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.37421426 ---Validation accuracy:--- 0.8966 Validation Loss: 0.3804248
Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.4064928 ---Validation accuracy:--- 0.898 Validation Loss: 0.38011864
Epoch: 8 ---Training accuracy:--- 0.865 Training Loss: 0.47849724 ---Validation accuracy:--- 0.898 Validation Loss: 0.38002035
Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.32128814 ---Validation accuracy:--- 0.8988 Validation Loss: 0.37981007
Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.40569746 ---Validation accuracy:--- 0.9 Validation Loss: 0.38068342
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.39344788 ---Validation accuracy:--- 0.9016 Validation Loss: 0.37956756
Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.3682363 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3793647
Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.33218932 ---Validation accuracy:--- 0.8994 Validation Loss: 0.37930572
Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.41888833 ---Validation accuracy:--- 0.8988 Validation Loss: 0.3785702
Epoch: 8 ---Training accuracy:--- 0.925 Training Loss: 0.2984284 ---Validation accuracy:--- 0.8986 Validation Loss: 0.3783226
Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.4344023 ---Validation accuracy:--- 0.9 Validation Loss: 0.37848774
Epoch: 8 ---Training accuracy:--- 0.9 Training Loss: 0.37509346 ---Validation accuracy:--- 0.8994 Validation Loss: 0.37837017
Epoch: 8 ---Training accuracy:--- 0.85 Training Loss: 0.6020538 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3786069
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.4155893 ---Validation accuracy:--- 0.8994 Validation Loss: 0.37793258
Epoch: 8 ---Training accuracy:--- 0.875 Training Loss: 0.3978163 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37840348
Epoch: 8 ---Training accuracy:--- 0.84 Training Loss: 0.45408866 ---Validation accuracy:--- 0.8994 Validation Loss: 0.37918904
Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.2867251 ---Validation accuracy:--- 0.8988 Validation Loss: 0.37920067
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.42519456 ---Validation accuracy:--- 0.8994 Validation Loss: 0.37944898
Epoch: 8 ---Training accuracy:--- 0.885 Training Loss: 0.44949216 ---Validation accuracy:--- 0.8994 Validation Loss: 0.37901983
Epoch: 8 ---Training accuracy:--- 0.91 Training Loss: 0.35824788 ---Validation accuracy:--- 0.899 Validation Loss: 0.3787355
Epoch: 8 ---Training accuracy:--- 0.88 Training Loss: 0.43839034 ---Validation accuracy:--- 0.8992 Validation Loss: 0.37852296
Epoch: 8 ---Training accuracy:--- 0.89 Training Loss: 0.41250095 ---Validation accuracy:--- 0.8988 Validation Loss: 0.3789607
Epoch: 8 ---Training accuracy:--- 0.895 Training Loss: 0.35837215 ---Validation accuracy:--- 0.8986 Validation Loss: 0.37890387
Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.35996377 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37904423
Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.42649373 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37914822
Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.32274705 ---Validation accuracy:--- 0.8988 Validation Loss: 0.37910214
Epoch: 9 ---Training accuracy:--- 0.855 Training Loss: 0.45744103 ---Validation accuracy:--- 0.8978 Validation Loss: 0.37841865
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.331264 ---Validation accuracy:--- 0.8988 Validation Loss: 0.37860626
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.34075958 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3783098
Epoch: 9 ---Training accuracy:--- 0.855 Training Loss: 0.5452543 ---Validation accuracy:--- 0.8984 Validation Loss: 0.3783632
Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.43761417 ---Validation accuracy:--- 0.9 Validation Loss: 0.37878224
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.4289106 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3785403
Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.443778 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37871465
Epoch: 9 ---Training accuracy:--- 0.935 Training Loss: 0.3048224 ---Validation accuracy:--- 0.899 Validation Loss: 0.37857255
Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.37813294 ---Validation accuracy:--- 0.8988 Validation Loss: 0.37854683
Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.45005313 ---Validation accuracy:--- 0.8998 Validation Loss: 0.37831312
Epoch: 9 ---Training accuracy:--- 0.85 Training Loss: 0.47492546 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3776401
Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.39939895 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37806386
Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.33625844 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37814662
Epoch: 9 ---Training accuracy:--- 0.925 Training Loss: 0.35970718 ---Validation accuracy:--- 0.8994 Validation Loss: 0.37871775
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.28013322 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37817594
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.3118209 ---Validation accuracy:--- 0.901 Validation Loss: 0.37761804
Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.4397733 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37747929
Epoch: 9 ---Training accuracy:--- 0.86 Training Loss: 0.43694445 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37738994
Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.4187224 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37723073
Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.36855012 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37637207
Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.39550057 ---Validation accuracy:--- 0.899 Validation Loss: 0.37613168
Epoch: 9 ---Training accuracy:--- 0.865 Training Loss: 0.511792 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37633455
Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.38147476 ---Validation accuracy:--- 0.9006 Validation Loss: 0.37609816
Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.42582184 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37700197
Epoch: 9 ---Training accuracy:--- 0.915 Training Loss: 0.3270978 ---Validation accuracy:--- 0.8998 Validation Loss: 0.37724155
Epoch: 9 ---Training accuracy:--- 0.915 Training Loss: 0.32797843 ---Validation accuracy:--- 0.899 Validation Loss: 0.37754023
Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.43970338 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37684083
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.4072706 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37706342
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.3193838 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37695688
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.3579422 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3769553
Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.39967087 ---Validation accuracy:--- 0.8998 Validation Loss: 0.37635466
Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.41869813 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37639895
Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.34283203 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3760254
Epoch: 9 ---Training accuracy:--- 0.855 Training Loss: 0.44842324 ---Validation accuracy:--- 0.8994 Validation Loss: 0.376476
Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.41433823 ---Validation accuracy:--- 0.9004 Validation Loss: 0.37680295
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.34992287 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3771009
Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.3390391 ---Validation accuracy:--- 0.9004 Validation Loss: 0.37722507
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.30773324 ---Validation accuracy:--- 0.8992 Validation Loss: 0.37743708
Epoch: 9 ---Training accuracy:--- 0.915 Training Loss: 0.33319893 ---Validation accuracy:--- 0.8998 Validation Loss: 0.376647
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.3509771 ---Validation accuracy:--- 0.8998 Validation Loss: 0.37631604
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.35653564 ---Validation accuracy:--- 0.899 Validation Loss: 0.37648687
Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.38889283 ---Validation accuracy:--- 0.899 Validation Loss: 0.37795892
Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.3919989 ---Validation accuracy:--- 0.8988 Validation Loss: 0.37744832
Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.3247264 ---Validation accuracy:--- 0.8984 Validation Loss: 0.37680355
Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.36235064 ---Validation accuracy:--- 0.8988 Validation Loss: 0.37700123
Epoch: 9 ---Training accuracy:--- 0.85 Training Loss: 0.46580818 ---Validation accuracy:--- 0.8994 Validation Loss: 0.37662694
Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.403367 ---Validation accuracy:--- 0.899 Validation Loss: 0.37617648
Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.41382176 ---Validation accuracy:--- 0.8974 Validation Loss: 0.37603444
Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.4115998 ---Validation accuracy:--- 0.8992 Validation Loss: 0.37592667
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.41458642 ---Validation accuracy:--- 0.8978 Validation Loss: 0.3749224
Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.40501496 ---Validation accuracy:--- 0.8992 Validation Loss: 0.3749757
Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.40142968 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37520084
Epoch: 9 ---Training accuracy:--- 0.86 Training Loss: 0.46224785 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37523994
Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.43485054 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37424785
Epoch: 9 ---Training accuracy:--- 0.855 Training Loss: 0.45086074 ---Validation accuracy:--- 0.9014 Validation Loss: 0.37440673
Epoch: 9 ---Training accuracy:--- 0.915 Training Loss: 0.32660496 ---Validation accuracy:--- 0.9014 Validation Loss: 0.37441912
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.43339077 ---Validation accuracy:--- 0.8994 Validation Loss: 0.37469798
Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.48395103 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3743393
Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.44273433 ---Validation accuracy:--- 0.9006 Validation Loss: 0.3741973
Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.3731914 ---Validation accuracy:--- 0.9004 Validation Loss: 0.37427202
Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.3662397 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37377134
Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.35891494 ---Validation accuracy:--- 0.8998 Validation Loss: 0.374612
Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.40969864 ---Validation accuracy:--- 0.9 Validation Loss: 0.37394542
Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.34359595 ---Validation accuracy:--- 0.8984 Validation Loss: 0.3748489
Epoch: 9 ---Training accuracy:--- 0.855 Training Loss: 0.44658282 ---Validation accuracy:--- 0.8988 Validation Loss: 0.37507367
Epoch: 9 ---Training accuracy:--- 0.95 Training Loss: 0.2761649 ---Validation accuracy:--- 0.8988 Validation Loss: 0.37486422
Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.40495965 ---Validation accuracy:--- 0.8988 Validation Loss: 0.37477106
Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.31234884 ---Validation accuracy:--- 0.8974 Validation Loss: 0.37489405
Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.45338535 ---Validation accuracy:--- 0.8992 Validation Loss: 0.37509745
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.3737902 ---Validation accuracy:--- 0.8988 Validation Loss: 0.37358496
Epoch: 9 ---Training accuracy:--- 0.915 Training Loss: 0.30061698 ---Validation accuracy:--- 0.8994 Validation Loss: 0.3733124
Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.45094514 ---Validation accuracy:--- 0.9 Validation Loss: 0.37309596
Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.39005494 ---Validation accuracy:--- 0.9006 Validation Loss: 0.37317452
Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.432559 ---Validation accuracy:--- 0.901 Validation Loss: 0.373492
Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.38288864 ---Validation accuracy:--- 0.9012 Validation Loss: 0.37404892
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.40748855 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3740003
Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.45672268 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3752972
Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.36721665 ---Validation accuracy:--- 0.9006 Validation Loss: 0.374325
Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.40060768 ---Validation accuracy:--- 0.9 Validation Loss: 0.37391022
Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.33587855 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37386444
Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.393969 ---Validation accuracy:--- 0.9004 Validation Loss: 0.37356734
Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.42991775 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37405854
Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.48719063 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37288454
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.29569036 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37330514
Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.36819708 ---Validation accuracy:--- 0.9016 Validation Loss: 0.37345225
Epoch: 9 ---Training accuracy:--- 0.925 Training Loss: 0.36446044 ---Validation accuracy:--- 0.9018 Validation Loss: 0.3732472
Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.44471863 ---Validation accuracy:--- 0.9016 Validation Loss: 0.37294176
Epoch: 9 ---Training accuracy:--- 0.945 Training Loss: 0.29416114 ---Validation accuracy:--- 0.901 Validation Loss: 0.3727981
Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.34251747 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37227437
Epoch: 9 ---Training accuracy:--- 0.865 Training Loss: 0.46347436 ---Validation accuracy:--- 0.9006 Validation Loss: 0.3722308
Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.3693972 ---Validation accuracy:--- 0.9 Validation Loss: 0.37223843
Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.38906014 ---Validation accuracy:--- 0.9 Validation Loss: 0.37255868
Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.33257103 ---Validation accuracy:--- 0.8994 Validation Loss: 0.37246603
Epoch: 9 ---Training accuracy:--- 0.915 Training Loss: 0.28950948 ---Validation accuracy:--- 0.899 Validation Loss: 0.37254235
Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.3362371 ---Validation accuracy:--- 0.8992 Validation Loss: 0.37247556
Epoch: 9 ---Training accuracy:--- 0.925 Training Loss: 0.30999702 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37235627
Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.33801728 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3721768
Epoch: 9 ---Training accuracy:--- 0.86 Training Loss: 0.47139934 ---Validation accuracy:--- 0.9 Validation Loss: 0.3719983
Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.38378447 ---Validation accuracy:--- 0.8998 Validation Loss: 0.37242445
Epoch: 9 ---Training accuracy:--- 0.94 Training Loss: 0.28785005 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3718315
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.36211318 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37204996
Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.39875042 ---Validation accuracy:--- 0.8998 Validation Loss: 0.37170935
Epoch: 9 ---Training accuracy:--- 0.865 Training Loss: 0.4977954 ---Validation accuracy:--- 0.8996 Validation Loss: 0.37118146
Epoch: 9 ---Training accuracy:--- 0.925 Training Loss: 0.23986153 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37156272
Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.40118438 ---Validation accuracy:--- 0.8998 Validation Loss: 0.37112466
Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.37898055 ---Validation accuracy:--- 0.901 Validation Loss: 0.37089923
Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.3272377 ---Validation accuracy:--- 0.9006 Validation Loss: 0.3713667
Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.31728452 ---Validation accuracy:--- 0.9008 Validation Loss: 0.371674
Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.3320352 ---Validation accuracy:--- 0.901 Validation Loss: 0.3711835
Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.39063558 ---Validation accuracy:--- 0.9006 Validation Loss: 0.3713347
Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.37005097 ---Validation accuracy:--- 0.8998 Validation Loss: 0.37148687
Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.43762586 ---Validation accuracy:--- 0.8994 Validation Loss: 0.37201557
Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.41944268 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3718559
Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.32143998 ---Validation accuracy:--- 0.9004 Validation Loss: 0.37080783
Epoch: 9 ---Training accuracy:--- 0.915 Training Loss: 0.30052498 ---Validation accuracy:--- 0.8994 Validation Loss: 0.37140673
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.3075083 ---Validation accuracy:--- 0.8988 Validation Loss: 0.3713042
Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.46662125 ---Validation accuracy:--- 0.8998 Validation Loss: 0.37149826
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.3792794 ---Validation accuracy:--- 0.8982 Validation Loss: 0.37207913
Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.34711608 ---Validation accuracy:--- 0.899 Validation Loss: 0.3715216
Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.32950455 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3716396
Epoch: 9 ---Training accuracy:--- 0.915 Training Loss: 0.29704234 ---Validation accuracy:--- 0.9004 Validation Loss: 0.37087834
Epoch: 9 ---Training accuracy:--- 0.915 Training Loss: 0.3264792 ---Validation accuracy:--- 0.9 Validation Loss: 0.37067252
Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.5133791 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37057582
Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.3422692 ---Validation accuracy:--- 0.9006 Validation Loss: 0.37099057
Epoch: 9 ---Training accuracy:--- 0.845 Training Loss: 0.4967511 ---Validation accuracy:--- 0.8988 Validation Loss: 0.37132806
Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.3934522 ---Validation accuracy:--- 0.899 Validation Loss: 0.37117666
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.28647834 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37041634
Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.50117046 ---Validation accuracy:--- 0.901 Validation Loss: 0.37046605
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.388022 ---Validation accuracy:--- 0.901 Validation Loss: 0.3706062
Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.37767154 ---Validation accuracy:--- 0.901 Validation Loss: 0.3706546
Epoch: 9 ---Training accuracy:--- 0.845 Training Loss: 0.45527455 ---Validation accuracy:--- 0.901 Validation Loss: 0.37062767
Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.43339455 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3714344
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.42105788 ---Validation accuracy:--- 0.9008 Validation Loss: 0.37059814
Epoch: 9 ---Training accuracy:--- 0.86 Training Loss: 0.42972878 ---Validation accuracy:--- 0.8994 Validation Loss: 0.37048
Epoch: 9 ---Training accuracy:--- 0.865 Training Loss: 0.45236236 ---Validation accuracy:--- 0.9006 Validation Loss: 0.37007627
Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.39374924 ---Validation accuracy:--- 0.901 Validation Loss: 0.36989635
Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.3766054 ---Validation accuracy:--- 0.901 Validation Loss: 0.36986887
Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.3487917 ---Validation accuracy:--- 0.901 Validation Loss: 0.36998817
Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.36281794 ---Validation accuracy:--- 0.901 Validation Loss: 0.36969742
Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.35054955 ---Validation accuracy:--- 0.9016 Validation Loss: 0.36964336
Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.35900715 ---Validation accuracy:--- 0.9002 Validation Loss: 0.37015167
Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.40375856 ---Validation accuracy:--- 0.902 Validation Loss: 0.36997363
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.41751394 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36923024
Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.3532914 ---Validation accuracy:--- 0.8996 Validation Loss: 0.36916056
Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.4007988 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3692956
Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.38300118 ---Validation accuracy:--- 0.9004 Validation Loss: 0.36954543
Epoch: 9 ---Training accuracy:--- 0.865 Training Loss: 0.50051516 ---Validation accuracy:--- 0.8986 Validation Loss: 0.37145627
Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.45137906 ---Validation accuracy:--- 0.9 Validation Loss: 0.37050277
Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.39440522 ---Validation accuracy:--- 0.8988 Validation Loss: 0.3707128
Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.42272216 ---Validation accuracy:--- 0.8982 Validation Loss: 0.37087867
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.35241404 ---Validation accuracy:--- 0.8984 Validation Loss: 0.37120175
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.33135685 ---Validation accuracy:--- 0.898 Validation Loss: 0.37063682
Epoch: 9 ---Training accuracy:--- 0.925 Training Loss: 0.25354514 ---Validation accuracy:--- 0.8986 Validation Loss: 0.37049252
Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.3715234 ---Validation accuracy:--- 0.8992 Validation Loss: 0.36979395
Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.32150963 ---Validation accuracy:--- 0.8996 Validation Loss: 0.36953798
Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.32921097 ---Validation accuracy:--- 0.8988 Validation Loss: 0.3701251
Epoch: 9 ---Training accuracy:--- 0.865 Training Loss: 0.42910722 ---Validation accuracy:--- 0.8996 Validation Loss: 0.36905876
Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.36737335 ---Validation accuracy:--- 0.8992 Validation Loss: 0.36905515
Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.36076146 ---Validation accuracy:--- 0.8986 Validation Loss: 0.3690727
Epoch: 9 ---Training accuracy:--- 0.855 Training Loss: 0.44354516 ---Validation accuracy:--- 0.9 Validation Loss: 0.368479
Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.41229767 ---Validation accuracy:--- 0.9 Validation Loss: 0.3687113
Epoch: 9 ---Training accuracy:--- 0.915 Training Loss: 0.35133994 ---Validation accuracy:--- 0.899 Validation Loss: 0.3690879
Epoch: 9 ---Training accuracy:--- 0.85 Training Loss: 0.48326263 ---Validation accuracy:--- 0.8992 Validation Loss: 0.3684143
Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.45209923 ---Validation accuracy:--- 0.8998 Validation Loss: 0.36820233
Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.31717822 ---Validation accuracy:--- 0.8996 Validation Loss: 0.36844626
Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.39548054 ---Validation accuracy:--- 0.8998 Validation Loss: 0.36817944
Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.42983848 ---Validation accuracy:--- 0.9006 Validation Loss: 0.36757055
Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.39371055 ---Validation accuracy:--- 0.901 Validation Loss: 0.36837882
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.388917 ---Validation accuracy:--- 0.9004 Validation Loss: 0.36801186
Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.29249957 ---Validation accuracy:--- 0.8998 Validation Loss: 0.3683689
Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.46037734 ---Validation accuracy:--- 0.9 Validation Loss: 0.36855757
Epoch: 9 ---Training accuracy:--- 0.84 Training Loss: 0.39402816 ---Validation accuracy:--- 0.901 Validation Loss: 0.3679703
Epoch: 9 ---Training accuracy:--- 0.865 Training Loss: 0.41046897 ---Validation accuracy:--- 0.9002 Validation Loss: 0.36762103
Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.41596642 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3674413
Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.3733773 ---Validation accuracy:--- 0.9 Validation Loss: 0.36725134
Epoch: 9 ---Training accuracy:--- 0.855 Training Loss: 0.367927 ---Validation accuracy:--- 0.9 Validation Loss: 0.36721176
Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.44148284 ---Validation accuracy:--- 0.8994 Validation Loss: 0.36736462
Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.39379746 ---Validation accuracy:--- 0.9004 Validation Loss: 0.36722484
Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.36429012 ---Validation accuracy:--- 0.9014 Validation Loss: 0.3668997
Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.32772407 ---Validation accuracy:--- 0.901 Validation Loss: 0.36698732
Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.34096277 ---Validation accuracy:--- 0.9018 Validation Loss: 0.36783978
Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.32861686 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36759293
Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.4024152 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36761618
Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.3679168 ---Validation accuracy:--- 0.9008 Validation Loss: 0.36751813
Epoch: 9 ---Training accuracy:--- 0.865 Training Loss: 0.4268902 ---Validation accuracy:--- 0.9002 Validation Loss: 0.36780536
Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.37022942 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36695513
Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.26822263 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3670555
Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.35180092 ---Validation accuracy:--- 0.9 Validation Loss: 0.36781466
Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.3637925 ---Validation accuracy:--- 0.8988 Validation Loss: 0.3683997
Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.40605873 ---Validation accuracy:--- 0.9 Validation Loss: 0.3676965
Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.33812875 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3673303
Epoch: 9 ---Training accuracy:--- 0.835 Training Loss: 0.4711586 ---Validation accuracy:--- 0.9006 Validation Loss: 0.36744052
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.3013104 ---Validation accuracy:--- 0.8996 Validation Loss: 0.3677568
Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.39455512 ---Validation accuracy:--- 0.9004 Validation Loss: 0.36768535
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.41457057 ---Validation accuracy:--- 0.8996 Validation Loss: 0.36776495
Epoch: 9 ---Training accuracy:--- 0.855 Training Loss: 0.39746207 ---Validation accuracy:--- 0.8996 Validation Loss: 0.36773998
Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.4293565 ---Validation accuracy:--- 0.9002 Validation Loss: 0.36717692
Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.3455494 ---Validation accuracy:--- 0.9 Validation Loss: 0.36728653
Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.44928378 ---Validation accuracy:--- 0.9016 Validation Loss: 0.366916
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.39197046 ---Validation accuracy:--- 0.9008 Validation Loss: 0.3673149
Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.4108906 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3665612
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.37814477 ---Validation accuracy:--- 0.9014 Validation Loss: 0.3671281
Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.37787133 ---Validation accuracy:--- 0.9002 Validation Loss: 0.36763602
Epoch: 9 ---Training accuracy:--- 0.865 Training Loss: 0.50498664 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3675618
Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.3338298 ---Validation accuracy:--- 0.9016 Validation Loss: 0.36665863
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.29897904 ---Validation accuracy:--- 0.901 Validation Loss: 0.36642194
Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.39862874 ---Validation accuracy:--- 0.9014 Validation Loss: 0.36698735
Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.3625626 ---Validation accuracy:--- 0.9014 Validation Loss: 0.36597762
Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.43878812 ---Validation accuracy:--- 0.901 Validation Loss: 0.36580038
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.524473 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36614022
Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.35257432 ---Validation accuracy:--- 0.9014 Validation Loss: 0.36607057
Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.46852058 ---Validation accuracy:--- 0.902 Validation Loss: 0.36594027
Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.34701157 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36591226
Epoch: 9 ---Training accuracy:--- 0.845 Training Loss: 0.36244065 ---Validation accuracy:--- 0.9014 Validation Loss: 0.36613393
Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.45555207 ---Validation accuracy:--- 0.9018 Validation Loss: 0.36580303
Epoch: 9 ---Training accuracy:--- 0.935 Training Loss: 0.25839195 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3658347
Epoch: 9 ---Training accuracy:--- 0.845 Training Loss: 0.44039276 ---Validation accuracy:--- 0.9014 Validation Loss: 0.36627364
Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.334618 ---Validation accuracy:--- 0.9016 Validation Loss: 0.36620262
Epoch: 9 ---Training accuracy:--- 0.84 Training Loss: 0.45023414 ---Validation accuracy:--- 0.9018 Validation Loss: 0.36601523
Epoch: 9 ---Training accuracy:--- 0.855 Training Loss: 0.5048019 ---Validation accuracy:--- 0.8994 Validation Loss: 0.36545
Epoch: 9 ---Training accuracy:--- 0.855 Training Loss: 0.4947116 ---Validation accuracy:--- 0.9006 Validation Loss: 0.36537465
Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.35843334 ---Validation accuracy:--- 0.902 Validation Loss: 0.36550513
Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.39024657 ---Validation accuracy:--- 0.9024 Validation Loss: 0.365773
Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.38802475 ---Validation accuracy:--- 0.9032 Validation Loss: 0.36558658
Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.34103027 ---Validation accuracy:--- 0.9028 Validation Loss: 0.36618122
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.44957423 ---Validation accuracy:--- 0.9028 Validation Loss: 0.36592418
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.35681984 ---Validation accuracy:--- 0.9018 Validation Loss: 0.36555406
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.35635966 ---Validation accuracy:--- 0.9022 Validation Loss: 0.36531597
Epoch: 9 ---Training accuracy:--- 0.915 Training Loss: 0.32868332 ---Validation accuracy:--- 0.902 Validation Loss: 0.36496156
Epoch: 9 ---Training accuracy:--- 0.86 Training Loss: 0.46924794 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36561936
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.3224308 ---Validation accuracy:--- 0.9016 Validation Loss: 0.3652123
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.408023 ---Validation accuracy:--- 0.902 Validation Loss: 0.3650755
Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.45636794 ---Validation accuracy:--- 0.9016 Validation Loss: 0.36433828
Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.3715555 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36475587
Epoch: 9 ---Training accuracy:--- 0.86 Training Loss: 0.5164351 ---Validation accuracy:--- 0.9008 Validation Loss: 0.3649389
Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.3731712 ---Validation accuracy:--- 0.9014 Validation Loss: 0.36493257
Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.39189368 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36477047
Epoch: 9 ---Training accuracy:--- 0.86 Training Loss: 0.43331486 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36555898
Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.3925971 ---Validation accuracy:--- 0.9008 Validation Loss: 0.3660594
Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.37429944 ---Validation accuracy:--- 0.8996 Validation Loss: 0.3656432
Epoch: 9 ---Training accuracy:--- 0.93 Training Loss: 0.31438613 ---Validation accuracy:--- 0.8994 Validation Loss: 0.365688
Epoch: 9 ---Training accuracy:--- 0.855 Training Loss: 0.4769421 ---Validation accuracy:--- 0.8994 Validation Loss: 0.3649455
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.38871217 ---Validation accuracy:--- 0.8988 Validation Loss: 0.3659104
Epoch: 9 ---Training accuracy:--- 0.885 Training Loss: 0.43369815 ---Validation accuracy:--- 0.8996 Validation Loss: 0.3651028
Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.39958954 ---Validation accuracy:--- 0.8996 Validation Loss: 0.36496463
Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.30238825 ---Validation accuracy:--- 0.8994 Validation Loss: 0.3655827
Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.36659443 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3654089
Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.3438959 ---Validation accuracy:--- 0.8998 Validation Loss: 0.36654195
Epoch: 9 ---Training accuracy:--- 0.855 Training Loss: 0.49680614 ---Validation accuracy:--- 0.8994 Validation Loss: 0.3657336
Epoch: 9 ---Training accuracy:--- 0.87 Training Loss: 0.42027938 ---Validation accuracy:--- 0.9 Validation Loss: 0.3659005
Epoch: 9 ---Training accuracy:--- 0.915 Training Loss: 0.31410164 ---Validation accuracy:--- 0.8998 Validation Loss: 0.36674646
Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.30746648 ---Validation accuracy:--- 0.8992 Validation Loss: 0.3661593
Epoch: 9 ---Training accuracy:--- 0.92 Training Loss: 0.28641725 ---Validation accuracy:--- 0.8996 Validation Loss: 0.36498517
Epoch: 9 ---Training accuracy:--- 0.88 Training Loss: 0.37371114 ---Validation accuracy:--- 0.8988 Validation Loss: 0.36450136
Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.30526462 ---Validation accuracy:--- 0.8996 Validation Loss: 0.36460406
Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.38620597 ---Validation accuracy:--- 0.901 Validation Loss: 0.36418626
Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.33368033 ---Validation accuracy:--- 0.9004 Validation Loss: 0.36441225
Epoch: 9 ---Training accuracy:--- 0.925 Training Loss: 0.31439254 ---Validation accuracy:--- 0.9004 Validation Loss: 0.36457887
Epoch: 9 ---Training accuracy:--- 0.86 Training Loss: 0.44171616 ---Validation accuracy:--- 0.901 Validation Loss: 0.36458427
Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.39036366 ---Validation accuracy:--- 0.902 Validation Loss: 0.36405978
Epoch: 9 ---Training accuracy:--- 0.83 Training Loss: 0.5274843 ---Validation accuracy:--- 0.902 Validation Loss: 0.36360452
Epoch: 9 ---Training accuracy:--- 0.91 Training Loss: 0.3665265 ---Validation accuracy:--- 0.9028 Validation Loss: 0.3638129
Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.31978706 ---Validation accuracy:--- 0.9024 Validation Loss: 0.36370456
Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.38283607 ---Validation accuracy:--- 0.9022 Validation Loss: 0.3635028
Epoch: 9 ---Training accuracy:--- 0.915 Training Loss: 0.38459495 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3633364
Epoch: 9 ---Training accuracy:--- 0.875 Training Loss: 0.51584005 ---Validation accuracy:--- 0.9024 Validation Loss: 0.36335477
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.37585282 ---Validation accuracy:--- 0.9024 Validation Loss: 0.36303365
Epoch: 9 ---Training accuracy:--- 0.905 Training Loss: 0.446777 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36390987
Epoch: 9 ---Training accuracy:--- 0.89 Training Loss: 0.39624593 ---Validation accuracy:--- 0.902 Validation Loss: 0.36375427
Epoch: 9 ---Training accuracy:--- 0.865 Training Loss: 0.44406813 ---Validation accuracy:--- 0.9022 Validation Loss: 0.36371583
Epoch: 9 ---Training accuracy:--- 0.9 Training Loss: 0.40006974 ---Validation accuracy:--- 0.903 Validation Loss: 0.36374795
Epoch: 9 ---Training accuracy:--- 0.895 Training Loss: 0.39664707 ---Validation accuracy:--- 0.9026 Validation Loss: 0.3625998
Epoch: 10 ---Training accuracy:--- 0.87 Training Loss: 0.40872574 ---Validation accuracy:--- 0.9024 Validation Loss: 0.36292803
Epoch: 10 ---Training accuracy:--- 0.905 Training Loss: 0.37255016 ---Validation accuracy:--- 0.9028 Validation Loss: 0.36280453
Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.32973567 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3625969
Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.3552188 ---Validation accuracy:--- 0.9008 Validation Loss: 0.36385792
Epoch: 10 ---Training accuracy:--- 0.935 Training Loss: 0.26801014 ---Validation accuracy:--- 0.9008 Validation Loss: 0.36416316
Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.40816578 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36343977
Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.38719848 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36252964
Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.30235878 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36241075
Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.39786187 ---Validation accuracy:--- 0.9016 Validation Loss: 0.36257038
Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.332645 ---Validation accuracy:--- 0.9024 Validation Loss: 0.36201635
Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.40333295 ---Validation accuracy:--- 0.901 Validation Loss: 0.3625254
Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.42916527 ---Validation accuracy:--- 0.9018 Validation Loss: 0.36303666
Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.31610104 ---Validation accuracy:--- 0.9008 Validation Loss: 0.36411923
Epoch: 10 ---Training accuracy:--- 0.835 Training Loss: 0.45636436 ---Validation accuracy:--- 0.901 Validation Loss: 0.36406446
Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.49855658 ---Validation accuracy:--- 0.9022 Validation Loss: 0.36253515
Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.39331192 ---Validation accuracy:--- 0.9018 Validation Loss: 0.3628165
Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.3360345 ---Validation accuracy:--- 0.9014 Validation Loss: 0.3634578
Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.351106 ---Validation accuracy:--- 0.9022 Validation Loss: 0.36382347
Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.47703746 ---Validation accuracy:--- 0.9024 Validation Loss: 0.36294898
Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.372773 ---Validation accuracy:--- 0.9016 Validation Loss: 0.36417484
Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.3123426 ---Validation accuracy:--- 0.9018 Validation Loss: 0.36465436
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.3714248 ---Validation accuracy:--- 0.901 Validation Loss: 0.36522168
Epoch: 10 ---Training accuracy:--- 0.845 Training Loss: 0.4520764 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3641438
Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.3966014 ---Validation accuracy:--- 0.9008 Validation Loss: 0.3633524
Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.38840148 ---Validation accuracy:--- 0.9008 Validation Loss: 0.36270455
Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.35732228 ---Validation accuracy:--- 0.9014 Validation Loss: 0.3628832
Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.31628862 ---Validation accuracy:--- 0.901 Validation Loss: 0.36265612
Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.40408394 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36214116
Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.4299826 ---Validation accuracy:--- 0.901 Validation Loss: 0.36244276
Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.4069023 ---Validation accuracy:--- 0.9 Validation Loss: 0.3631016
Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.4067804 ---Validation accuracy:--- 0.8996 Validation Loss: 0.363888
Epoch: 10 ---Training accuracy:--- 0.905 Training Loss: 0.3668436 ---Validation accuracy:--- 0.8992 Validation Loss: 0.36324713
Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.35676572 ---Validation accuracy:--- 0.8998 Validation Loss: 0.36369157
Epoch: 10 ---Training accuracy:--- 0.905 Training Loss: 0.33868095 ---Validation accuracy:--- 0.9006 Validation Loss: 0.3638317
Epoch: 10 ---Training accuracy:--- 0.855 Training Loss: 0.42050812 ---Validation accuracy:--- 0.9004 Validation Loss: 0.36293557
Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.36997613 ---Validation accuracy:--- 0.9006 Validation Loss: 0.36289784
Epoch: 10 ---Training accuracy:--- 0.865 Training Loss: 0.5258032 ---Validation accuracy:--- 0.9012 Validation Loss: 0.36182088
Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.42071015 ---Validation accuracy:--- 0.9016 Validation Loss: 0.36130875
Epoch: 10 ---Training accuracy:--- 0.94 Training Loss: 0.24617058 ---Validation accuracy:--- 0.9016 Validation Loss: 0.36111087
Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.40165535 ---Validation accuracy:--- 0.9014 Validation Loss: 0.36113822
Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.44029894 ---Validation accuracy:--- 0.9024 Validation Loss: 0.36125904
Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.3244769 ---Validation accuracy:--- 0.9028 Validation Loss: 0.36102372
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.3006172 ---Validation accuracy:--- 0.9014 Validation Loss: 0.36075997
Epoch: 10 ---Training accuracy:--- 0.96 Training Loss: 0.21944426 ---Validation accuracy:--- 0.9028 Validation Loss: 0.3610605
Epoch: 10 ---Training accuracy:--- 0.915 Training Loss: 0.31699485 ---Validation accuracy:--- 0.9026 Validation Loss: 0.36063784
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.4369797 ---Validation accuracy:--- 0.9018 Validation Loss: 0.36243343
Epoch: 10 ---Training accuracy:--- 0.93 Training Loss: 0.24569806 ---Validation accuracy:--- 0.9028 Validation Loss: 0.36195996
Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.32480523 ---Validation accuracy:--- 0.903 Validation Loss: 0.36126027
Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.37925953 ---Validation accuracy:--- 0.9036 Validation Loss: 0.35996324
Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.31746033 ---Validation accuracy:--- 0.902 Validation Loss: 0.3601477
Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.39145997 ---Validation accuracy:--- 0.9018 Validation Loss: 0.3603688
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.3797947 ---Validation accuracy:--- 0.903 Validation Loss: 0.36104873
Epoch: 10 ---Training accuracy:--- 0.87 Training Loss: 0.46413493 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3612307
Epoch: 10 ---Training accuracy:--- 0.87 Training Loss: 0.44548675 ---Validation accuracy:--- 0.902 Validation Loss: 0.36034796
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.3999855 ---Validation accuracy:--- 0.9022 Validation Loss: 0.36051348
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.2926297 ---Validation accuracy:--- 0.902 Validation Loss: 0.36041075
Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.4145239 ---Validation accuracy:--- 0.9022 Validation Loss: 0.36006626
Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.3122973 ---Validation accuracy:--- 0.903 Validation Loss: 0.3606563
Epoch: 10 ---Training accuracy:--- 0.93 Training Loss: 0.2832906 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35991538
Epoch: 10 ---Training accuracy:--- 0.87 Training Loss: 0.430616 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3593838
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.42502117 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35904625
Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.3809276 ---Validation accuracy:--- 0.903 Validation Loss: 0.35905477
Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.43755382 ---Validation accuracy:--- 0.9036 Validation Loss: 0.35951138
Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.42930177 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35959196
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.41215706 ---Validation accuracy:--- 0.903 Validation Loss: 0.35941046
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.39416653 ---Validation accuracy:--- 0.9014 Validation Loss: 0.35908353
Epoch: 10 ---Training accuracy:--- 0.925 Training Loss: 0.3114613 ---Validation accuracy:--- 0.9016 Validation Loss: 0.3596999
Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.34510514 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35976857
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.35769203 ---Validation accuracy:--- 0.9034 Validation Loss: 0.35976216
Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.3814482 ---Validation accuracy:--- 0.9034 Validation Loss: 0.36034685
Epoch: 10 ---Training accuracy:--- 0.915 Training Loss: 0.36076477 ---Validation accuracy:--- 0.903 Validation Loss: 0.35951242
Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.31845048 ---Validation accuracy:--- 0.9028 Validation Loss: 0.3589508
Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.30977172 ---Validation accuracy:--- 0.903 Validation Loss: 0.35897723
Epoch: 10 ---Training accuracy:--- 0.93 Training Loss: 0.2990002 ---Validation accuracy:--- 0.902 Validation Loss: 0.35938212
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.3437307 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35943556
Epoch: 10 ---Training accuracy:--- 0.845 Training Loss: 0.5199426 ---Validation accuracy:--- 0.9012 Validation Loss: 0.35930285
Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.3154575 ---Validation accuracy:--- 0.9012 Validation Loss: 0.35960984
Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.39996636 ---Validation accuracy:--- 0.9014 Validation Loss: 0.3589494
Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.39534158 ---Validation accuracy:--- 0.902 Validation Loss: 0.3590557
Epoch: 10 ---Training accuracy:--- 0.865 Training Loss: 0.41244102 ---Validation accuracy:--- 0.9032 Validation Loss: 0.35898942
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.402824 ---Validation accuracy:--- 0.902 Validation Loss: 0.35942963
Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.4154809 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35922655
Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.39850524 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35893956
Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.30566165 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35929397
Epoch: 10 ---Training accuracy:--- 0.94 Training Loss: 0.24614963 ---Validation accuracy:--- 0.9016 Validation Loss: 0.35982856
Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.36952615 ---Validation accuracy:--- 0.9002 Validation Loss: 0.36055708
Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.43766823 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3605448
Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.29752603 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3599777
Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.40868396 ---Validation accuracy:--- 0.902 Validation Loss: 0.35972232
Epoch: 10 ---Training accuracy:--- 0.87 Training Loss: 0.3830323 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35944524
Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.38323337 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35980406
Epoch: 10 ---Training accuracy:--- 0.865 Training Loss: 0.43153244 ---Validation accuracy:--- 0.9022 Validation Loss: 0.3590882
Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.41758078 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3583589
Epoch: 10 ---Training accuracy:--- 0.915 Training Loss: 0.44394317 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35834247
Epoch: 10 ---Training accuracy:--- 0.915 Training Loss: 0.2622889 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3585534
Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.34707054 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35843027
Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.33132175 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35906732
Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.2335463 ---Validation accuracy:--- 0.902 Validation Loss: 0.35939708
Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.46427962 ---Validation accuracy:--- 0.902 Validation Loss: 0.35901406
Epoch: 10 ---Training accuracy:--- 0.945 Training Loss: 0.2796623 ---Validation accuracy:--- 0.9018 Validation Loss: 0.35980415
Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.35773793 ---Validation accuracy:--- 0.902 Validation Loss: 0.35898975
Epoch: 10 ---Training accuracy:--- 0.925 Training Loss: 0.34521812 ---Validation accuracy:--- 0.902 Validation Loss: 0.35888448
Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.4091127 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35891923
Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.44690448 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35861158
Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.40203956 ---Validation accuracy:--- 0.9016 Validation Loss: 0.3584011
Epoch: 10 ---Training accuracy:--- 0.94 Training Loss: 0.30581954 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35835987
Epoch: 10 ---Training accuracy:--- 0.925 Training Loss: 0.29932043 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35821187
Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.2851286 ---Validation accuracy:--- 0.903 Validation Loss: 0.35794532
Epoch: 10 ---Training accuracy:--- 0.93 Training Loss: 0.26577243 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35772496
Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.35043067 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35778162
Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.414391 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35781026
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.46057984 ---Validation accuracy:--- 0.902 Validation Loss: 0.35807404
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.37822556 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35805196
Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.3901704 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35770622
Epoch: 10 ---Training accuracy:--- 0.86 Training Loss: 0.5029981 ---Validation accuracy:--- 0.9026 Validation Loss: 0.3576879
Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.33976585 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35772684
Epoch: 10 ---Training accuracy:--- 0.925 Training Loss: 0.32221118 ---Validation accuracy:--- 0.903 Validation Loss: 0.35772642
Epoch: 10 ---Training accuracy:--- 0.905 Training Loss: 0.3414286 ---Validation accuracy:--- 0.9032 Validation Loss: 0.35751513
Epoch: 10 ---Training accuracy:--- 0.865 Training Loss: 0.42749217 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35738197
Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.3274347 ---Validation accuracy:--- 0.903 Validation Loss: 0.35750526
Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.30068657 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35748133
Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.34722108 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35791832
Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.40431023 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35772023
Epoch: 10 ---Training accuracy:--- 0.915 Training Loss: 0.29640058 ---Validation accuracy:--- 0.9034 Validation Loss: 0.35842636
Epoch: 10 ---Training accuracy:--- 0.915 Training Loss: 0.33152142 ---Validation accuracy:--- 0.9038 Validation Loss: 0.3578807
Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.3838051 ---Validation accuracy:--- 0.9038 Validation Loss: 0.3573742
Epoch: 10 ---Training accuracy:--- 0.855 Training Loss: 0.45628604 ---Validation accuracy:--- 0.9038 Validation Loss: 0.35671645
Epoch: 10 ---Training accuracy:--- 0.915 Training Loss: 0.3025911 ---Validation accuracy:--- 0.903 Validation Loss: 0.35700107
Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.30202937 ---Validation accuracy:--- 0.9032 Validation Loss: 0.35694635
Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.4343657 ---Validation accuracy:--- 0.902 Validation Loss: 0.35682496
Epoch: 10 ---Training accuracy:--- 0.87 Training Loss: 0.47952205 ---Validation accuracy:--- 0.9018 Validation Loss: 0.3569312
Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.26603776 ---Validation accuracy:--- 0.9032 Validation Loss: 0.35682946
Epoch: 10 ---Training accuracy:--- 0.865 Training Loss: 0.40009454 ---Validation accuracy:--- 0.9018 Validation Loss: 0.3574073
Epoch: 10 ---Training accuracy:--- 0.93 Training Loss: 0.30255315 ---Validation accuracy:--- 0.9018 Validation Loss: 0.35826054
Epoch: 10 ---Training accuracy:--- 0.915 Training Loss: 0.3759204 ---Validation accuracy:--- 0.9008 Validation Loss: 0.3589201
Epoch: 10 ---Training accuracy:--- 0.85 Training Loss: 0.4391544 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3582964
Epoch: 10 ---Training accuracy:--- 0.86 Training Loss: 0.39632553 ---Validation accuracy:--- 0.9002 Validation Loss: 0.3590148
Epoch: 10 ---Training accuracy:--- 0.925 Training Loss: 0.32062882 ---Validation accuracy:--- 0.9004 Validation Loss: 0.360504
Epoch: 10 ---Training accuracy:--- 0.865 Training Loss: 0.41641796 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3606306
Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.3165419 ---Validation accuracy:--- 0.9004 Validation Loss: 0.3589573
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.4088571 ---Validation accuracy:--- 0.9 Validation Loss: 0.35851976
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.4479328 ---Validation accuracy:--- 0.9002 Validation Loss: 0.35813108
Epoch: 10 ---Training accuracy:--- 0.935 Training Loss: 0.25549063 ---Validation accuracy:--- 0.901 Validation Loss: 0.35742533
Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.4209645 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35692716
Epoch: 10 ---Training accuracy:--- 0.93 Training Loss: 0.27186906 ---Validation accuracy:--- 0.9016 Validation Loss: 0.35712454
Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.38453332 ---Validation accuracy:--- 0.904 Validation Loss: 0.3567588
Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.35515136 ---Validation accuracy:--- 0.9032 Validation Loss: 0.35632306
Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.38859493 ---Validation accuracy:--- 0.9032 Validation Loss: 0.35613507
Epoch: 10 ---Training accuracy:--- 0.87 Training Loss: 0.3687419 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35614374
Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.40715617 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35600826
Epoch: 10 ---Training accuracy:--- 0.87 Training Loss: 0.39218742 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35587764
Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.40206572 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35621947
Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.31042695 ---Validation accuracy:--- 0.9018 Validation Loss: 0.3567195
Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.30971944 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3565722
Epoch: 10 ---Training accuracy:--- 0.87 Training Loss: 0.4458312 ---Validation accuracy:--- 0.9044 Validation Loss: 0.35547936
Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.33792773 ---Validation accuracy:--- 0.9054 Validation Loss: 0.35585025
Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.36799514 ---Validation accuracy:--- 0.9054 Validation Loss: 0.3556263
Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.31791556 ---Validation accuracy:--- 0.9036 Validation Loss: 0.35532266
Epoch: 10 ---Training accuracy:--- 0.87 Training Loss: 0.43669772 ---Validation accuracy:--- 0.9036 Validation Loss: 0.35521454
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.39255998 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35555804
Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.4813892 ---Validation accuracy:--- 0.9022 Validation Loss: 0.3557941
Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.37415108 ---Validation accuracy:--- 0.9012 Validation Loss: 0.35586953
Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.3374752 ---Validation accuracy:--- 0.901 Validation Loss: 0.35655093
Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.45567086 ---Validation accuracy:--- 0.9014 Validation Loss: 0.35597387
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.40704697 ---Validation accuracy:--- 0.9008 Validation Loss: 0.35711312
Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.37879997 ---Validation accuracy:--- 0.9014 Validation Loss: 0.35659862
Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.3582385 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35643318
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.40616718 ---Validation accuracy:--- 0.902 Validation Loss: 0.3570023
Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.47875664 ---Validation accuracy:--- 0.9014 Validation Loss: 0.35671127
Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.3684284 ---Validation accuracy:--- 0.902 Validation Loss: 0.355651
Epoch: 10 ---Training accuracy:--- 0.855 Training Loss: 0.40767768 ---Validation accuracy:--- 0.9016 Validation Loss: 0.3562288
Epoch: 10 ---Training accuracy:--- 0.94 Training Loss: 0.23477542 ---Validation accuracy:--- 0.901 Validation Loss: 0.35667944
Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.37130868 ---Validation accuracy:--- 0.9012 Validation Loss: 0.35682252
Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.32107273 ---Validation accuracy:--- 0.9016 Validation Loss: 0.3570302
Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.29749924 ---Validation accuracy:--- 0.9014 Validation Loss: 0.35674313
Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.38759628 ---Validation accuracy:--- 0.9022 Validation Loss: 0.3557304
Epoch: 10 ---Training accuracy:--- 0.865 Training Loss: 0.4524525 ---Validation accuracy:--- 0.9012 Validation Loss: 0.35587415
Epoch: 10 ---Training accuracy:--- 0.865 Training Loss: 0.33975694 ---Validation accuracy:--- 0.9008 Validation Loss: 0.35618475
Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.3233815 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35584167
Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.3873333 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35611886
Epoch: 10 ---Training accuracy:--- 0.915 Training Loss: 0.33170268 ---Validation accuracy:--- 0.9016 Validation Loss: 0.35615546
Epoch: 10 ---Training accuracy:--- 0.87 Training Loss: 0.40626612 ---Validation accuracy:--- 0.9004 Validation Loss: 0.35621288
Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.28680545 ---Validation accuracy:--- 0.902 Validation Loss: 0.35532197
Epoch: 10 ---Training accuracy:--- 0.945 Training Loss: 0.27756336 ---Validation accuracy:--- 0.9014 Validation Loss: 0.35616603
Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.36230546 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3563334
Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.33251733 ---Validation accuracy:--- 0.9018 Validation Loss: 0.35572177
Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.31338322 ---Validation accuracy:--- 0.903 Validation Loss: 0.3549012
Epoch: 10 ---Training accuracy:--- 0.865 Training Loss: 0.37080583 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35541978
Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.40175086 ---Validation accuracy:--- 0.9018 Validation Loss: 0.35509738
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.3362282 ---Validation accuracy:--- 0.903 Validation Loss: 0.35472167
Epoch: 10 ---Training accuracy:--- 0.84 Training Loss: 0.4993207 ---Validation accuracy:--- 0.9038 Validation Loss: 0.35444614
Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.3963916 ---Validation accuracy:--- 0.9032 Validation Loss: 0.35415992
Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.30197626 ---Validation accuracy:--- 0.9038 Validation Loss: 0.35427594
Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.40510237 ---Validation accuracy:--- 0.9036 Validation Loss: 0.35349917
Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.3699801 ---Validation accuracy:--- 0.9034 Validation Loss: 0.35405013
Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.3656465 ---Validation accuracy:--- 0.903 Validation Loss: 0.35397795
Epoch: 10 ---Training accuracy:--- 0.925 Training Loss: 0.2756048 ---Validation accuracy:--- 0.9032 Validation Loss: 0.35406175
Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.40634117 ---Validation accuracy:--- 0.9046 Validation Loss: 0.35374323
Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.5004683 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3549898
Epoch: 10 ---Training accuracy:--- 0.915 Training Loss: 0.3292092 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35515022
Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.32570693 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35572144
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.39301774 ---Validation accuracy:--- 0.9046 Validation Loss: 0.35443565
Epoch: 10 ---Training accuracy:--- 0.865 Training Loss: 0.41514832 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35415253
Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.36687902 ---Validation accuracy:--- 0.9048 Validation Loss: 0.354247
Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.34217438 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35367638
Epoch: 10 ---Training accuracy:--- 0.93 Training Loss: 0.26248705 ---Validation accuracy:--- 0.9038 Validation Loss: 0.35376376
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.36136052 ---Validation accuracy:--- 0.9032 Validation Loss: 0.35397738
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.3826291 ---Validation accuracy:--- 0.9038 Validation Loss: 0.35397306
Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.3530783 ---Validation accuracy:--- 0.9038 Validation Loss: 0.35359913
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.3078794 ---Validation accuracy:--- 0.9038 Validation Loss: 0.3535223
Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.4054046 ---Validation accuracy:--- 0.904 Validation Loss: 0.3533817
Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.32858068 ---Validation accuracy:--- 0.904 Validation Loss: 0.35334614
Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.3344517 ---Validation accuracy:--- 0.905 Validation Loss: 0.35326052
Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.34218177 ---Validation accuracy:--- 0.9048 Validation Loss: 0.35344544
Epoch: 10 ---Training accuracy:--- 0.865 Training Loss: 0.4007476 ---Validation accuracy:--- 0.9056 Validation Loss: 0.35413843
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.48286504 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35511935
Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.45720282 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35470003
Epoch: 10 ---Training accuracy:--- 0.925 Training Loss: 0.3159218 ---Validation accuracy:--- 0.9034 Validation Loss: 0.35422596
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.40907302 ---Validation accuracy:--- 0.9048 Validation Loss: 0.35446456
Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.31351933 ---Validation accuracy:--- 0.9046 Validation Loss: 0.35439885
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.35756102 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35421288
Epoch: 10 ---Training accuracy:--- 0.825 Training Loss: 0.6459722 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35489184
Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.49022073 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35503507
Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.47134414 ---Validation accuracy:--- 0.903 Validation Loss: 0.3543863
Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.35334265 ---Validation accuracy:--- 0.9034 Validation Loss: 0.35354254
Epoch: 10 ---Training accuracy:--- 0.925 Training Loss: 0.2953329 ---Validation accuracy:--- 0.9036 Validation Loss: 0.3530652
Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.42372552 ---Validation accuracy:--- 0.902 Validation Loss: 0.3532552
Epoch: 10 ---Training accuracy:--- 0.915 Training Loss: 0.31484807 ---Validation accuracy:--- 0.902 Validation Loss: 0.3535522
Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.44272393 ---Validation accuracy:--- 0.903 Validation Loss: 0.35394043
Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.30679458 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35386378
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.3928259 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35312977
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.3949746 ---Validation accuracy:--- 0.9028 Validation Loss: 0.3533338
Epoch: 10 ---Training accuracy:--- 0.87 Training Loss: 0.42433694 ---Validation accuracy:--- 0.904 Validation Loss: 0.353264
Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.4187633 ---Validation accuracy:--- 0.904 Validation Loss: 0.35220957
Epoch: 10 ---Training accuracy:--- 0.915 Training Loss: 0.25895286 ---Validation accuracy:--- 0.9038 Validation Loss: 0.35226354
Epoch: 10 ---Training accuracy:--- 0.905 Training Loss: 0.31714135 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35210937
Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.39611295 ---Validation accuracy:--- 0.9044 Validation Loss: 0.35201776
Epoch: 10 ---Training accuracy:--- 0.915 Training Loss: 0.3124971 ---Validation accuracy:--- 0.9052 Validation Loss: 0.35217345
Epoch: 10 ---Training accuracy:--- 0.87 Training Loss: 0.42928004 ---Validation accuracy:--- 0.904 Validation Loss: 0.35221776
Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.44426772 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35282505
Epoch: 10 ---Training accuracy:--- 0.87 Training Loss: 0.46437114 ---Validation accuracy:--- 0.9022 Validation Loss: 0.3531936
Epoch: 10 ---Training accuracy:--- 0.905 Training Loss: 0.3112929 ---Validation accuracy:--- 0.9014 Validation Loss: 0.35288414
Epoch: 10 ---Training accuracy:--- 0.925 Training Loss: 0.35686618 ---Validation accuracy:--- 0.9012 Validation Loss: 0.35298654
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.35700876 ---Validation accuracy:--- 0.902 Validation Loss: 0.35248187
Epoch: 10 ---Training accuracy:--- 0.905 Training Loss: 0.3067399 ---Validation accuracy:--- 0.9026 Validation Loss: 0.35276693
Epoch: 10 ---Training accuracy:--- 0.86 Training Loss: 0.5170118 ---Validation accuracy:--- 0.9022 Validation Loss: 0.3516515
Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.36636138 ---Validation accuracy:--- 0.9036 Validation Loss: 0.3515846
Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.3481305 ---Validation accuracy:--- 0.9034 Validation Loss: 0.35130155
Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.4349474 ---Validation accuracy:--- 0.9038 Validation Loss: 0.35121462
Epoch: 10 ---Training accuracy:--- 0.86 Training Loss: 0.44307637 ---Validation accuracy:--- 0.904 Validation Loss: 0.35134694
Epoch: 10 ---Training accuracy:--- 0.915 Training Loss: 0.3465531 ---Validation accuracy:--- 0.904 Validation Loss: 0.351811
Epoch: 10 ---Training accuracy:--- 0.925 Training Loss: 0.28891057 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35180733
Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.3952746 ---Validation accuracy:--- 0.9044 Validation Loss: 0.35204053
Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.34555826 ---Validation accuracy:--- 0.9066 Validation Loss: 0.35274312
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.4360876 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3531966
Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.44317654 ---Validation accuracy:--- 0.9052 Validation Loss: 0.35290346
Epoch: 10 ---Training accuracy:--- 0.945 Training Loss: 0.22391006 ---Validation accuracy:--- 0.9066 Validation Loss: 0.35298455
Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.30226406 ---Validation accuracy:--- 0.9056 Validation Loss: 0.35206473
Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.31053355 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35205764
Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.4084617 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35180438
Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.34914437 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35199803
Epoch: 10 ---Training accuracy:--- 0.915 Training Loss: 0.28409737 ---Validation accuracy:--- 0.903 Validation Loss: 0.35201818
Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.39035854 ---Validation accuracy:--- 0.9012 Validation Loss: 0.35209593
Epoch: 10 ---Training accuracy:--- 0.89 Training Loss: 0.36848855 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35230798
Epoch: 10 ---Training accuracy:--- 0.94 Training Loss: 0.27870202 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35197997
Epoch: 10 ---Training accuracy:--- 0.895 Training Loss: 0.3579775 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35252523
Epoch: 10 ---Training accuracy:--- 0.905 Training Loss: 0.34197557 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3520248
Epoch: 10 ---Training accuracy:--- 0.885 Training Loss: 0.3356311 ---Validation accuracy:--- 0.9018 Validation Loss: 0.35206762
Epoch: 10 ---Training accuracy:--- 0.92 Training Loss: 0.30600217 ---Validation accuracy:--- 0.9018 Validation Loss: 0.35262117
Epoch: 10 ---Training accuracy:--- 0.88 Training Loss: 0.3682972 ---Validation accuracy:--- 0.903 Validation Loss: 0.35130978
Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.41946015 ---Validation accuracy:--- 0.9038 Validation Loss: 0.35109815
Epoch: 10 ---Training accuracy:--- 0.91 Training Loss: 0.35601693 ---Validation accuracy:--- 0.9038 Validation Loss: 0.350298
Epoch: 10 ---Training accuracy:--- 0.9 Training Loss: 0.4087826 ---Validation accuracy:--- 0.9038 Validation Loss: 0.35009575
Epoch: 10 ---Training accuracy:--- 0.875 Training Loss: 0.4258052 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34972832
Epoch: 10 ---Training accuracy:--- 0.865 Training Loss: 0.42096996 ---Validation accuracy:--- 0.904 Validation Loss: 0.3497627
Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.32334283 ---Validation accuracy:--- 0.9038 Validation Loss: 0.35004488
Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.37323433 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35040665
Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.36746466 ---Validation accuracy:--- 0.9042 Validation Loss: 0.34972224
Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.39471725 ---Validation accuracy:--- 0.9046 Validation Loss: 0.3494019
Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.36365578 ---Validation accuracy:--- 0.9036 Validation Loss: 0.34951153
Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.3112878 ---Validation accuracy:--- 0.9036 Validation Loss: 0.34922716
Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.2869442 ---Validation accuracy:--- 0.9034 Validation Loss: 0.34925824
Epoch: 11 ---Training accuracy:--- 0.86 Training Loss: 0.37125093 ---Validation accuracy:--- 0.9034 Validation Loss: 0.34915757
Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.39129484 ---Validation accuracy:--- 0.904 Validation Loss: 0.34934607
Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.37398532 ---Validation accuracy:--- 0.9042 Validation Loss: 0.34931952
Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.36805743 ---Validation accuracy:--- 0.9032 Validation Loss: 0.3493291
Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.34303328 ---Validation accuracy:--- 0.9036 Validation Loss: 0.34921867
Epoch: 11 ---Training accuracy:--- 0.925 Training Loss: 0.29284987 ---Validation accuracy:--- 0.9032 Validation Loss: 0.34917584
Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.3933559 ---Validation accuracy:--- 0.9044 Validation Loss: 0.34927335
Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.38820022 ---Validation accuracy:--- 0.905 Validation Loss: 0.34925592
Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.26182854 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34955952
Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.38520184 ---Validation accuracy:--- 0.9054 Validation Loss: 0.3496021
Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.3065241 ---Validation accuracy:--- 0.905 Validation Loss: 0.34917384
Epoch: 11 ---Training accuracy:--- 0.845 Training Loss: 0.52621114 ---Validation accuracy:--- 0.9042 Validation Loss: 0.34948173
Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.395388 ---Validation accuracy:--- 0.905 Validation Loss: 0.3494262
Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.41155556 ---Validation accuracy:--- 0.904 Validation Loss: 0.34993973
Epoch: 11 ---Training accuracy:--- 0.935 Training Loss: 0.26970264 ---Validation accuracy:--- 0.904 Validation Loss: 0.3496886
Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.43231812 ---Validation accuracy:--- 0.9036 Validation Loss: 0.3507533
Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.3685405 ---Validation accuracy:--- 0.9042 Validation Loss: 0.350536
Epoch: 11 ---Training accuracy:--- 0.93 Training Loss: 0.26820683 ---Validation accuracy:--- 0.9042 Validation Loss: 0.35100323
Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.325984 ---Validation accuracy:--- 0.9048 Validation Loss: 0.35055697
Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.43112695 ---Validation accuracy:--- 0.9034 Validation Loss: 0.35055694
Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.34019455 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35118043
Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.36176407 ---Validation accuracy:--- 0.9034 Validation Loss: 0.3501211
Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.43057406 ---Validation accuracy:--- 0.9038 Validation Loss: 0.34999833
Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.3735061 ---Validation accuracy:--- 0.9032 Validation Loss: 0.350125
Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.39878032 ---Validation accuracy:--- 0.905 Validation Loss: 0.34960052
Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.34034374 ---Validation accuracy:--- 0.9042 Validation Loss: 0.3488229
Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.41203156 ---Validation accuracy:--- 0.9038 Validation Loss: 0.34871835
Epoch: 11 ---Training accuracy:--- 0.93 Training Loss: 0.28883404 ---Validation accuracy:--- 0.9042 Validation Loss: 0.34894004
Epoch: 11 ---Training accuracy:--- 0.86 Training Loss: 0.38054115 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34876978
Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.30878574 ---Validation accuracy:--- 0.904 Validation Loss: 0.34824574
Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.39528495 ---Validation accuracy:--- 0.904 Validation Loss: 0.3484485
Epoch: 11 ---Training accuracy:--- 0.87 Training Loss: 0.3506686 ---Validation accuracy:--- 0.9044 Validation Loss: 0.34826618
Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.39233574 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34815073
Epoch: 11 ---Training accuracy:--- 0.865 Training Loss: 0.4616378 ---Validation accuracy:--- 0.9046 Validation Loss: 0.34842482
Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.38910758 ---Validation accuracy:--- 0.9046 Validation Loss: 0.34835562
Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.37657902 ---Validation accuracy:--- 0.9042 Validation Loss: 0.34793755
Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.42382196 ---Validation accuracy:--- 0.904 Validation Loss: 0.34787583
Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.36692655 ---Validation accuracy:--- 0.9036 Validation Loss: 0.34790176
Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.2955276 ---Validation accuracy:--- 0.9044 Validation Loss: 0.34800014
Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.36406302 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3479692
Epoch: 11 ---Training accuracy:--- 0.925 Training Loss: 0.30402574 ---Validation accuracy:--- 0.906 Validation Loss: 0.34788072
Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.37848502 ---Validation accuracy:--- 0.906 Validation Loss: 0.34819698
Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.32833496 ---Validation accuracy:--- 0.905 Validation Loss: 0.3481216
Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.38064355 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34810388
Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.38110733 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3481306
Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.34618923 ---Validation accuracy:--- 0.906 Validation Loss: 0.34752905
Epoch: 11 ---Training accuracy:--- 0.87 Training Loss: 0.49160585 ---Validation accuracy:--- 0.9072 Validation Loss: 0.34798086
Epoch: 11 ---Training accuracy:--- 0.865 Training Loss: 0.38799766 ---Validation accuracy:--- 0.906 Validation Loss: 0.34768555
Epoch: 11 ---Training accuracy:--- 0.87 Training Loss: 0.43534064 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3472722
Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.42296487 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3472326
Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.39499715 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3473062
Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.33205998 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3474134
Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.3236848 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3474501
Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.3644187 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34711713
Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.40614793 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34708452
Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.33186677 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34719846
Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.3493464 ---Validation accuracy:--- 0.905 Validation Loss: 0.3468837
Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.24335362 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34711054
Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.36073348 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34679326
Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.36154458 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34682226
Epoch: 11 ---Training accuracy:--- 0.925 Training Loss: 0.34818155 ---Validation accuracy:--- 0.9036 Validation Loss: 0.34707382
Epoch: 11 ---Training accuracy:--- 0.855 Training Loss: 0.49344185 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34670785
Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.3323973 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34684023
Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.2630066 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34737396
Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.35372588 ---Validation accuracy:--- 0.905 Validation Loss: 0.34759703
Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.3773626 ---Validation accuracy:--- 0.9044 Validation Loss: 0.3475492
Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.30810001 ---Validation accuracy:--- 0.904 Validation Loss: 0.34816983
Epoch: 11 ---Training accuracy:--- 0.87 Training Loss: 0.42956161 ---Validation accuracy:--- 0.903 Validation Loss: 0.3482665
Epoch: 11 ---Training accuracy:--- 0.925 Training Loss: 0.37290046 ---Validation accuracy:--- 0.9024 Validation Loss: 0.3494041
Epoch: 11 ---Training accuracy:--- 0.935 Training Loss: 0.24584785 ---Validation accuracy:--- 0.9014 Validation Loss: 0.35063374
Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.30863172 ---Validation accuracy:--- 0.9022 Validation Loss: 0.35008296
Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.39000154 ---Validation accuracy:--- 0.9028 Validation Loss: 0.35059938
Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.3232506 ---Validation accuracy:--- 0.901 Validation Loss: 0.35041937
Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.32394528 ---Validation accuracy:--- 0.9012 Validation Loss: 0.3504774
Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.3567499 ---Validation accuracy:--- 0.9036 Validation Loss: 0.34963158
Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.29411417 ---Validation accuracy:--- 0.9034 Validation Loss: 0.34939703
Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.33330357 ---Validation accuracy:--- 0.9044 Validation Loss: 0.34843007
Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.35441947 ---Validation accuracy:--- 0.9042 Validation Loss: 0.34824845
Epoch: 11 ---Training accuracy:--- 0.93 Training Loss: 0.2814813 ---Validation accuracy:--- 0.905 Validation Loss: 0.34809017
Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.32541585 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34813192
Epoch: 11 ---Training accuracy:--- 0.86 Training Loss: 0.45551056 ---Validation accuracy:--- 0.903 Validation Loss: 0.3487844
Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.39191544 ---Validation accuracy:--- 0.9042 Validation Loss: 0.34883496
Epoch: 11 ---Training accuracy:--- 0.93 Training Loss: 0.32761016 ---Validation accuracy:--- 0.9036 Validation Loss: 0.34815714
Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.30558997 ---Validation accuracy:--- 0.905 Validation Loss: 0.34808472
Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.3511641 ---Validation accuracy:--- 0.9052 Validation Loss: 0.3474085
Epoch: 11 ---Training accuracy:--- 0.925 Training Loss: 0.33138427 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34693503
Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.38167658 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34660304
Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.44898355 ---Validation accuracy:--- 0.9046 Validation Loss: 0.34722564
Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.33639634 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3472623
Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.33156264 ---Validation accuracy:--- 0.9066 Validation Loss: 0.34685692
Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.36287072 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34634474
Epoch: 11 ---Training accuracy:--- 0.845 Training Loss: 0.4821877 ---Validation accuracy:--- 0.9064 Validation Loss: 0.3464737
Epoch: 11 ---Training accuracy:--- 0.87 Training Loss: 0.40528852 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34661293
Epoch: 11 ---Training accuracy:--- 0.87 Training Loss: 0.39506957 ---Validation accuracy:--- 0.906 Validation Loss: 0.34639415
Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.36105576 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3459777
Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.33073914 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34588283
Epoch: 11 ---Training accuracy:--- 0.835 Training Loss: 0.58111715 ---Validation accuracy:--- 0.905 Validation Loss: 0.345942
Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.36807215 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34608567
Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.34675848 ---Validation accuracy:--- 0.905 Validation Loss: 0.34593326
Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.4389586 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34565175
Epoch: 11 ---Training accuracy:--- 0.93 Training Loss: 0.2704936 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34567583
Epoch: 11 ---Training accuracy:--- 0.85 Training Loss: 0.44090378 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3461617
Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.27461225 ---Validation accuracy:--- 0.9066 Validation Loss: 0.34596217
Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.35864776 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34613323
Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.3413942 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34648034
Epoch: 11 ---Training accuracy:--- 0.85 Training Loss: 0.43877992 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34609827
Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.37527084 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34578913
Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.354488 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3461279
Epoch: 11 ---Training accuracy:--- 0.85 Training Loss: 0.523032 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34711686
Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.34137648 ---Validation accuracy:--- 0.904 Validation Loss: 0.3472012
Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.3638466 ---Validation accuracy:--- 0.905 Validation Loss: 0.3463765
Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.33632085 ---Validation accuracy:--- 0.906 Validation Loss: 0.34594464
Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.30496013 ---Validation accuracy:--- 0.9054 Validation Loss: 0.3457433
Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.28354064 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34591106
Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.38224426 ---Validation accuracy:--- 0.9044 Validation Loss: 0.3453992
Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.37480786 ---Validation accuracy:--- 0.9046 Validation Loss: 0.34548298
Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.37862507 ---Validation accuracy:--- 0.905 Validation Loss: 0.34698686
Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.32029557 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3469844
Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.34142128 ---Validation accuracy:--- 0.905 Validation Loss: 0.34668374
Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.40115577 ---Validation accuracy:--- 0.9036 Validation Loss: 0.3475768
Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.3897547 ---Validation accuracy:--- 0.9066 Validation Loss: 0.34664628
Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.305702 ---Validation accuracy:--- 0.906 Validation Loss: 0.34556168
Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.27713382 ---Validation accuracy:--- 0.9054 Validation Loss: 0.3455259
Epoch: 11 ---Training accuracy:--- 0.925 Training Loss: 0.2779336 ---Validation accuracy:--- 0.905 Validation Loss: 0.3456009
Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.29811722 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3459427
Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.33102977 ---Validation accuracy:--- 0.9066 Validation Loss: 0.346388
Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.32417923 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34697238
Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.36101884 ---Validation accuracy:--- 0.9046 Validation Loss: 0.34648734
Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.3149787 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34565318
Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.3368141 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34593433
Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.36446723 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34566435
Epoch: 11 ---Training accuracy:--- 0.945 Training Loss: 0.28199703 ---Validation accuracy:--- 0.905 Validation Loss: 0.34661552
Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.3444496 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34541577
Epoch: 11 ---Training accuracy:--- 0.935 Training Loss: 0.3731154 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3450407
Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.42111695 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34515738
Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.41195294 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3452898
Epoch: 11 ---Training accuracy:--- 0.935 Training Loss: 0.24055487 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3450766
Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.31192407 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3451438
Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.3386519 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34545425
Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.41151372 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34486875
Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.28833842 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34489682
Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.32671788 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3447392
Epoch: 11 ---Training accuracy:--- 0.945 Training Loss: 0.26629403 ---Validation accuracy:--- 0.9072 Validation Loss: 0.34477764
Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.31066436 ---Validation accuracy:--- 0.9066 Validation Loss: 0.34481305
Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.4045068 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34485307
Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.33937588 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3450818
Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.31701764 ---Validation accuracy:--- 0.906 Validation Loss: 0.34538105
Epoch: 11 ---Training accuracy:--- 0.865 Training Loss: 0.40197688 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34507617
Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.3477028 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34553966
Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.35951847 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34498093
Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.27768227 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3453831
Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.3378071 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34488896
Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.41695678 ---Validation accuracy:--- 0.907 Validation Loss: 0.34517667
Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.42506218 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34513938
Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.4174015 ---Validation accuracy:--- 0.906 Validation Loss: 0.34575078
Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.29760772 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34551132
Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.27935097 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34516102
Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.49526978 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34555534
Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.32457244 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3449707
Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.41610795 ---Validation accuracy:--- 0.9054 Validation Loss: 0.3452439
Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.30387017 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3448656
Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.3715848 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34498647
Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.42774856 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34434292
Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.49868628 ---Validation accuracy:--- 0.9042 Validation Loss: 0.34382272
Epoch: 11 ---Training accuracy:--- 0.865 Training Loss: 0.39509448 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34396973
Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.28945282 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34395477
Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.3215002 ---Validation accuracy:--- 0.906 Validation Loss: 0.3438404
Epoch: 11 ---Training accuracy:--- 0.87 Training Loss: 0.38220733 ---Validation accuracy:--- 0.906 Validation Loss: 0.34368217
Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.38406837 ---Validation accuracy:--- 0.9054 Validation Loss: 0.343401
Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.32183212 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34353098
Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.40740365 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34340438
Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.3011961 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34372675
Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.39045966 ---Validation accuracy:--- 0.906 Validation Loss: 0.34452534
Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.35129365 ---Validation accuracy:--- 0.908 Validation Loss: 0.34310284
Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.3061129 ---Validation accuracy:--- 0.9072 Validation Loss: 0.34374857
Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.41450226 ---Validation accuracy:--- 0.9066 Validation Loss: 0.34322459
Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.31934175 ---Validation accuracy:--- 0.9066 Validation Loss: 0.34325665
Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.36498094 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3430885
Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.29567906 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3431267
Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.26794216 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34353432
Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.46636522 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34352377
Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.29509148 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34365508
Epoch: 11 ---Training accuracy:--- 0.935 Training Loss: 0.24797791 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34419602
Epoch: 11 ---Training accuracy:--- 0.93 Training Loss: 0.303684 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34331787
Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.4268689 ---Validation accuracy:--- 0.9066 Validation Loss: 0.34316486
Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.4071344 ---Validation accuracy:--- 0.906 Validation Loss: 0.34338135
Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.32823715 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3439902
Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.3568292 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34377894
Epoch: 11 ---Training accuracy:--- 0.925 Training Loss: 0.34803018 ---Validation accuracy:--- 0.9056 Validation Loss: 0.343929
Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.42644662 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3435757
Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.30473557 ---Validation accuracy:--- 0.906 Validation Loss: 0.343739
Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.35999802 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34393105
Epoch: 11 ---Training accuracy:--- 0.93 Training Loss: 0.27921033 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34421372
Epoch: 11 ---Training accuracy:--- 0.86 Training Loss: 0.47209674 ---Validation accuracy:--- 0.905 Validation Loss: 0.3435266
Epoch: 11 ---Training accuracy:--- 0.925 Training Loss: 0.25856185 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34303838
Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.52919734 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34292504
Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.38016877 ---Validation accuracy:--- 0.905 Validation Loss: 0.34298593
Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.24658008 ---Validation accuracy:--- 0.9054 Validation Loss: 0.3441892
Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.46127105 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34427547
Epoch: 11 ---Training accuracy:--- 0.87 Training Loss: 0.37536624 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3436706
Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.37686408 ---Validation accuracy:--- 0.906 Validation Loss: 0.34361485
Epoch: 11 ---Training accuracy:--- 0.87 Training Loss: 0.39163736 ---Validation accuracy:--- 0.9046 Validation Loss: 0.34366646
Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.24375668 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34378514
Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.41239014 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3440997
Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.33047658 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34400973
Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.28382617 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34451354
Epoch: 11 ---Training accuracy:--- 0.87 Training Loss: 0.3592088 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3435789
Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.3700626 ---Validation accuracy:--- 0.9064 Validation Loss: 0.3437514
Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.38246128 ---Validation accuracy:--- 0.905 Validation Loss: 0.34492418
Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.42685783 ---Validation accuracy:--- 0.9046 Validation Loss: 0.34508872
Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.39154035 ---Validation accuracy:--- 0.9052 Validation Loss: 0.3445542
Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.37631753 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34373763
Epoch: 11 ---Training accuracy:--- 0.925 Training Loss: 0.28890103 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34353518
Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.3687551 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34358782
Epoch: 11 ---Training accuracy:--- 0.925 Training Loss: 0.30371794 ---Validation accuracy:--- 0.906 Validation Loss: 0.343845
Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.32801747 ---Validation accuracy:--- 0.906 Validation Loss: 0.34436536
Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.38358402 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34406942
Epoch: 11 ---Training accuracy:--- 0.855 Training Loss: 0.42216742 ---Validation accuracy:--- 0.9072 Validation Loss: 0.34312516
Epoch: 11 ---Training accuracy:--- 0.915 Training Loss: 0.29511505 ---Validation accuracy:--- 0.9072 Validation Loss: 0.34293082
Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.37405324 ---Validation accuracy:--- 0.907 Validation Loss: 0.34294033
Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.3152612 ---Validation accuracy:--- 0.907 Validation Loss: 0.34290057
Epoch: 11 ---Training accuracy:--- 0.86 Training Loss: 0.42771083 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34299758
Epoch: 11 ---Training accuracy:--- 0.845 Training Loss: 0.54525 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3426636
Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.3218071 ---Validation accuracy:--- 0.906 Validation Loss: 0.34291393
Epoch: 11 ---Training accuracy:--- 0.935 Training Loss: 0.2678431 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34258163
Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.42527637 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34308583
Epoch: 11 ---Training accuracy:--- 0.865 Training Loss: 0.4468671 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34269977
Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.27799547 ---Validation accuracy:--- 0.906 Validation Loss: 0.34282222
Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.37175778 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3434039
Epoch: 11 ---Training accuracy:--- 0.89 Training Loss: 0.42745155 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34224185
Epoch: 11 ---Training accuracy:--- 0.925 Training Loss: 0.25954595 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34185418
Epoch: 11 ---Training accuracy:--- 0.87 Training Loss: 0.38250756 ---Validation accuracy:--- 0.906 Validation Loss: 0.34161195
Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.39450416 ---Validation accuracy:--- 0.9056 Validation Loss: 0.34209648
Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.40493923 ---Validation accuracy:--- 0.905 Validation Loss: 0.3429899
Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.334597 ---Validation accuracy:--- 0.906 Validation Loss: 0.3420649
Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.47228065 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3417625
Epoch: 11 ---Training accuracy:--- 0.95 Training Loss: 0.21564797 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34153983
Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.30948365 ---Validation accuracy:--- 0.9064 Validation Loss: 0.3414749
Epoch: 11 ---Training accuracy:--- 0.925 Training Loss: 0.29833162 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34110624
Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.35848346 ---Validation accuracy:--- 0.9078 Validation Loss: 0.34148553
Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.38473785 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3421605
Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.34188834 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34205297
Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.39439353 ---Validation accuracy:--- 0.9066 Validation Loss: 0.34208894
Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.44082585 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3426284
Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.4854969 ---Validation accuracy:--- 0.9076 Validation Loss: 0.34132144
Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.45625508 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34201518
Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.27930415 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3427206
Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.34058732 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3442594
Epoch: 11 ---Training accuracy:--- 0.935 Training Loss: 0.27957007 ---Validation accuracy:--- 0.9054 Validation Loss: 0.3423897
Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.39521912 ---Validation accuracy:--- 0.905 Validation Loss: 0.3413979
Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.4355487 ---Validation accuracy:--- 0.907 Validation Loss: 0.34126207
Epoch: 11 ---Training accuracy:--- 0.905 Training Loss: 0.34849223 ---Validation accuracy:--- 0.9066 Validation Loss: 0.34077528
Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.271563 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34077188
Epoch: 11 ---Training accuracy:--- 0.94 Training Loss: 0.2683403 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3406527
Epoch: 11 ---Training accuracy:--- 0.855 Training Loss: 0.3205669 ---Validation accuracy:--- 0.9064 Validation Loss: 0.3405447
Epoch: 11 ---Training accuracy:--- 0.925 Training Loss: 0.2678793 ---Validation accuracy:--- 0.906 Validation Loss: 0.3405955
Epoch: 11 ---Training accuracy:--- 0.93 Training Loss: 0.2792903 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34030372
Epoch: 11 ---Training accuracy:--- 0.88 Training Loss: 0.36939076 ---Validation accuracy:--- 0.9064 Validation Loss: 0.34028736
Epoch: 11 ---Training accuracy:--- 0.9 Training Loss: 0.39558998 ---Validation accuracy:--- 0.906 Validation Loss: 0.34027973
Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.43109414 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34070137
Epoch: 11 ---Training accuracy:--- 0.895 Training Loss: 0.31997165 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3408227
Epoch: 11 ---Training accuracy:--- 0.865 Training Loss: 0.51566297 ---Validation accuracy:--- 0.907 Validation Loss: 0.34073564
Epoch: 11 ---Training accuracy:--- 0.945 Training Loss: 0.2348728 ---Validation accuracy:--- 0.9074 Validation Loss: 0.34123787
Epoch: 11 ---Training accuracy:--- 0.91 Training Loss: 0.30984217 ---Validation accuracy:--- 0.9074 Validation Loss: 0.34138706
Epoch: 11 ---Training accuracy:--- 0.885 Training Loss: 0.36749297 ---Validation accuracy:--- 0.9078 Validation Loss: 0.34105018
Epoch: 11 ---Training accuracy:--- 0.92 Training Loss: 0.27786177 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3404697
Epoch: 11 ---Training accuracy:--- 0.875 Training Loss: 0.39974305 ---Validation accuracy:--- 0.9076 Validation Loss: 0.34040326
Epoch: 11 ---Training accuracy:--- 0.865 Training Loss: 0.49515122 ---Validation accuracy:--- 0.9054 Validation Loss: 0.34173918
Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.3269569 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34069386
Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.34817383 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34088615
Epoch: 12 ---Training accuracy:--- 0.855 Training Loss: 0.49228582 ---Validation accuracy:--- 0.9072 Validation Loss: 0.34050724
Epoch: 12 ---Training accuracy:--- 0.945 Training Loss: 0.23744304 ---Validation accuracy:--- 0.9078 Validation Loss: 0.34000647
Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.34075797 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3400638
Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.45090374 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3405511
Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.40332344 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34052807
Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.3744323 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34029076
Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.4254434 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3398676
Epoch: 12 ---Training accuracy:--- 0.865 Training Loss: 0.4004245 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33965567
Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.38999245 ---Validation accuracy:--- 0.907 Validation Loss: 0.3402743
Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.3601307 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34013188
Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.36918426 ---Validation accuracy:--- 0.9052 Validation Loss: 0.34016007
Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.32089454 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33922088
Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.41934967 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3394563
Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.37986276 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33981723
Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.3047511 ---Validation accuracy:--- 0.907 Validation Loss: 0.33986837
Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.3231701 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34006885
Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.26976216 ---Validation accuracy:--- 0.9066 Validation Loss: 0.34012792
Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.36817992 ---Validation accuracy:--- 0.9062 Validation Loss: 0.34023824
Epoch: 12 ---Training accuracy:--- 0.86 Training Loss: 0.41020817 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33989057
Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.27213287 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34023988
Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.39288753 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34009418
Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.37450585 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3399159
Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.3178423 ---Validation accuracy:--- 0.9074 Validation Loss: 0.34044528
Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.2669437 ---Validation accuracy:--- 0.9064 Validation Loss: 0.340004
Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.45974544 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33915773
Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.32601428 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33984247
Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.36458638 ---Validation accuracy:--- 0.9068 Validation Loss: 0.34004724
Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.44102734 ---Validation accuracy:--- 0.906 Validation Loss: 0.33984518
Epoch: 12 ---Training accuracy:--- 0.93 Training Loss: 0.31771252 ---Validation accuracy:--- 0.9058 Validation Loss: 0.34003413
Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.35021153 ---Validation accuracy:--- 0.9058 Validation Loss: 0.33970162
Epoch: 12 ---Training accuracy:--- 0.935 Training Loss: 0.22546394 ---Validation accuracy:--- 0.9046 Validation Loss: 0.34000748
Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.31976518 ---Validation accuracy:--- 0.9044 Validation Loss: 0.340107
Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.2780479 ---Validation accuracy:--- 0.905 Validation Loss: 0.34016037
Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.30939507 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3397826
Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.44269362 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33957636
Epoch: 12 ---Training accuracy:--- 0.84 Training Loss: 0.45411012 ---Validation accuracy:--- 0.906 Validation Loss: 0.34001678
Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.32719424 ---Validation accuracy:--- 0.906 Validation Loss: 0.34034398
Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.44189948 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3414876
Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.29626665 ---Validation accuracy:--- 0.9044 Validation Loss: 0.34104282
Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.32825842 ---Validation accuracy:--- 0.905 Validation Loss: 0.3403611
Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.28892022 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3407215
Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.43867767 ---Validation accuracy:--- 0.9044 Validation Loss: 0.3407295
Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.31903505 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3404039
Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.32105857 ---Validation accuracy:--- 0.9048 Validation Loss: 0.34002668
Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.3343104 ---Validation accuracy:--- 0.905 Validation Loss: 0.34048265
Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.32570544 ---Validation accuracy:--- 0.9036 Validation Loss: 0.34029615
Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.31917083 ---Validation accuracy:--- 0.9042 Validation Loss: 0.33987612
Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.3229277 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3390879
Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.38755906 ---Validation accuracy:--- 0.9052 Validation Loss: 0.33927217
Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.37018108 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33921632
Epoch: 12 ---Training accuracy:--- 0.86 Training Loss: 0.48961717 ---Validation accuracy:--- 0.9054 Validation Loss: 0.33946794
Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.38731948 ---Validation accuracy:--- 0.9048 Validation Loss: 0.33970717
Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.33359745 ---Validation accuracy:--- 0.9058 Validation Loss: 0.33977288
Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.30113697 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33996326
Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.3558332 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33884674
Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.3616806 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3404391
Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.39550194 ---Validation accuracy:--- 0.9076 Validation Loss: 0.34096763
Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.2750949 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33910355
Epoch: 12 ---Training accuracy:--- 0.85 Training Loss: 0.47361764 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33882046
Epoch: 12 ---Training accuracy:--- 0.94 Training Loss: 0.26069474 ---Validation accuracy:--- 0.9066 Validation Loss: 0.33864173
Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.3567457 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3387992
Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.3392455 ---Validation accuracy:--- 0.908 Validation Loss: 0.33866474
Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.30718383 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33814308
Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.39381927 ---Validation accuracy:--- 0.9078 Validation Loss: 0.33819982
Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.3501786 ---Validation accuracy:--- 0.9072 Validation Loss: 0.337904
Epoch: 12 ---Training accuracy:--- 0.87 Training Loss: 0.46618846 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3383575
Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.31924897 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3391364
Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.36470664 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33941334
Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.38837785 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33916953
Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.3312518 ---Validation accuracy:--- 0.906 Validation Loss: 0.33860523
Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.30967876 ---Validation accuracy:--- 0.906 Validation Loss: 0.33902118
Epoch: 12 ---Training accuracy:--- 0.935 Training Loss: 0.29229707 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3390916
Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.35491014 ---Validation accuracy:--- 0.9064 Validation Loss: 0.3390448
Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.31257594 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33823818
Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.43338493 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33906633
Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.33935067 ---Validation accuracy:--- 0.9048 Validation Loss: 0.33969653
Epoch: 12 ---Training accuracy:--- 0.93 Training Loss: 0.3019303 ---Validation accuracy:--- 0.9052 Validation Loss: 0.3386707
Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.32144883 ---Validation accuracy:--- 0.9066 Validation Loss: 0.33825025
Epoch: 12 ---Training accuracy:--- 0.87 Training Loss: 0.3932112 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3382442
Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.32750946 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3378425
Epoch: 12 ---Training accuracy:--- 0.94 Training Loss: 0.27116886 ---Validation accuracy:--- 0.909 Validation Loss: 0.3374564
Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.43640587 ---Validation accuracy:--- 0.9082 Validation Loss: 0.3374857
Epoch: 12 ---Training accuracy:--- 0.935 Training Loss: 0.33876503 ---Validation accuracy:--- 0.9078 Validation Loss: 0.33744016
Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.28213212 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33733395
Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.39087823 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33738896
Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.30088684 ---Validation accuracy:--- 0.908 Validation Loss: 0.33766666
Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.36564517 ---Validation accuracy:--- 0.9066 Validation Loss: 0.33721092
Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.27715138 ---Validation accuracy:--- 0.907 Validation Loss: 0.33730885
Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.35617402 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3368647
Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.3928793 ---Validation accuracy:--- 0.907 Validation Loss: 0.33734098
Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.2741493 ---Validation accuracy:--- 0.907 Validation Loss: 0.33696854
Epoch: 12 ---Training accuracy:--- 0.86 Training Loss: 0.39875177 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33719692
Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.31116357 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33704716
Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.30380598 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33712578
Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.35166115 ---Validation accuracy:--- 0.9074 Validation Loss: 0.3368248
Epoch: 12 ---Training accuracy:--- 0.93 Training Loss: 0.29471168 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3370699
Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.3169772 ---Validation accuracy:--- 0.9066 Validation Loss: 0.33762267
Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.29186875 ---Validation accuracy:--- 0.906 Validation Loss: 0.33727324
Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.3307584 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3373577
Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.34507626 ---Validation accuracy:--- 0.9062 Validation Loss: 0.337757
Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.3940796 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33665302
Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.4001326 ---Validation accuracy:--- 0.9074 Validation Loss: 0.3364431
Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.34984824 ---Validation accuracy:--- 0.907 Validation Loss: 0.33719856
Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.29302403 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33712465
Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.30425012 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33681327
Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.34838828 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33700785
Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.31452835 ---Validation accuracy:--- 0.906 Validation Loss: 0.33690694
Epoch: 12 ---Training accuracy:--- 0.855 Training Loss: 0.5540349 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3370062
Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.3820829 ---Validation accuracy:--- 0.907 Validation Loss: 0.33621627
Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.41171703 ---Validation accuracy:--- 0.9078 Validation Loss: 0.33599606
Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.33823177 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33612648
Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.35802892 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33606368
Epoch: 12 ---Training accuracy:--- 0.865 Training Loss: 0.44266862 ---Validation accuracy:--- 0.9088 Validation Loss: 0.3361122
Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.35183907 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33609867
Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.33245972 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33622918
Epoch: 12 ---Training accuracy:--- 0.93 Training Loss: 0.24622722 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33654654
Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.37686375 ---Validation accuracy:--- 0.907 Validation Loss: 0.33653927
Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.3728273 ---Validation accuracy:--- 0.9074 Validation Loss: 0.3368632
Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.394722 ---Validation accuracy:--- 0.9054 Validation Loss: 0.33735144
Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.28650784 ---Validation accuracy:--- 0.9054 Validation Loss: 0.33772406
Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.31517303 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33803377
Epoch: 12 ---Training accuracy:--- 0.865 Training Loss: 0.45935127 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33771145
Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.37736753 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33727786
Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.4954025 ---Validation accuracy:--- 0.9058 Validation Loss: 0.33712178
Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.3101958 ---Validation accuracy:--- 0.906 Validation Loss: 0.33717358
Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.29515648 ---Validation accuracy:--- 0.9064 Validation Loss: 0.3373925
Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.3807403 ---Validation accuracy:--- 0.9044 Validation Loss: 0.33839113
Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.3519203 ---Validation accuracy:--- 0.907 Validation Loss: 0.33657295
Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.3515404 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33593163
Epoch: 12 ---Training accuracy:--- 0.935 Training Loss: 0.26342893 ---Validation accuracy:--- 0.9094 Validation Loss: 0.3359427
Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.32478073 ---Validation accuracy:--- 0.9098 Validation Loss: 0.33610612
Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.272395 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33574125
Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.31719846 ---Validation accuracy:--- 0.9082 Validation Loss: 0.3356785
Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.36842942 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33610162
Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.4372683 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33567908
Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.33085456 ---Validation accuracy:--- 0.908 Validation Loss: 0.33568424
Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.3470869 ---Validation accuracy:--- 0.909 Validation Loss: 0.3354905
Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.42654428 ---Validation accuracy:--- 0.9082 Validation Loss: 0.3353338
Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.36343986 ---Validation accuracy:--- 0.909 Validation Loss: 0.33545947
Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.3209249 ---Validation accuracy:--- 0.909 Validation Loss: 0.3357136
Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.33228424 ---Validation accuracy:--- 0.9078 Validation Loss: 0.335677
Epoch: 12 ---Training accuracy:--- 0.945 Training Loss: 0.22189915 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3355322
Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.38695163 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3353764
Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.34808618 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33540592
Epoch: 12 ---Training accuracy:--- 0.87 Training Loss: 0.4489698 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33528966
Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.33056903 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33600175
Epoch: 12 ---Training accuracy:--- 0.85 Training Loss: 0.45041144 ---Validation accuracy:--- 0.9066 Validation Loss: 0.33587936
Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.26685008 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33537886
Epoch: 12 ---Training accuracy:--- 0.93 Training Loss: 0.26119986 ---Validation accuracy:--- 0.9078 Validation Loss: 0.33519864
Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.2924043 ---Validation accuracy:--- 0.9078 Validation Loss: 0.33552316
Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.27891707 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33601806
Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.31873748 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33709782
Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.36436835 ---Validation accuracy:--- 0.907 Validation Loss: 0.33690503
Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.27079564 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33662692
Epoch: 12 ---Training accuracy:--- 0.945 Training Loss: 0.3236618 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33709955
Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.3215705 ---Validation accuracy:--- 0.9058 Validation Loss: 0.33698156
Epoch: 12 ---Training accuracy:--- 0.87 Training Loss: 0.47410423 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3361809
Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.27239227 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33609346
Epoch: 12 ---Training accuracy:--- 0.87 Training Loss: 0.3889982 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33617964
Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.32751614 ---Validation accuracy:--- 0.9066 Validation Loss: 0.33639622
Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.25669107 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33637908
Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.31478447 ---Validation accuracy:--- 0.9056 Validation Loss: 0.33677357
Epoch: 12 ---Training accuracy:--- 0.87 Training Loss: 0.3686673 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3356169
Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.42658347 ---Validation accuracy:--- 0.907 Validation Loss: 0.33567974
Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.30536085 ---Validation accuracy:--- 0.9066 Validation Loss: 0.33562726
Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.45652425 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33508402
Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.29256192 ---Validation accuracy:--- 0.907 Validation Loss: 0.33497837
Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.31674224 ---Validation accuracy:--- 0.9074 Validation Loss: 0.3350782
Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.34037805 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33498138
Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.28418204 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33514816
Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.44126847 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33588964
Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.31881636 ---Validation accuracy:--- 0.907 Validation Loss: 0.33569872
Epoch: 12 ---Training accuracy:--- 0.85 Training Loss: 0.48130935 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33616045
Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.40636268 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3362815
Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.29405898 ---Validation accuracy:--- 0.907 Validation Loss: 0.33609954
Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.27674583 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33571827
Epoch: 12 ---Training accuracy:--- 0.855 Training Loss: 0.46259835 ---Validation accuracy:--- 0.907 Validation Loss: 0.3366148
Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.38424477 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33599374
Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.3195711 ---Validation accuracy:--- 0.908 Validation Loss: 0.33570302
Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.3465162 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3352119
Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.3306296 ---Validation accuracy:--- 0.9064 Validation Loss: 0.335691
Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.36436775 ---Validation accuracy:--- 0.9074 Validation Loss: 0.3355965
Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.31889653 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3361674
Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.4124813 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33564347
Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.44744977 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3349999
Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.48362777 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33439925
Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.3173797 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33455852
Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.38610467 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33425725
Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.3848252 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33446342
Epoch: 12 ---Training accuracy:--- 0.945 Training Loss: 0.27859366 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33408558
Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.47198585 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3344753
Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.38456646 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33439696
Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.29388806 ---Validation accuracy:--- 0.908 Validation Loss: 0.33406335
Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.2706653 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3340529
Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.28301772 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33415058
Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.41990796 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3338232
Epoch: 12 ---Training accuracy:--- 0.945 Training Loss: 0.24643886 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33369532
Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.27906647 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33382833
Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.38748032 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33420736
Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.3594615 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33471823
Epoch: 12 ---Training accuracy:--- 0.865 Training Loss: 0.42076892 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33419067
Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.3073042 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33356044
Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.36009276 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33379257
Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.35056305 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33364213
Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.362121 ---Validation accuracy:--- 0.9078 Validation Loss: 0.33358297
Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.31173053 ---Validation accuracy:--- 0.9082 Validation Loss: 0.3338129
Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.3566989 ---Validation accuracy:--- 0.906 Validation Loss: 0.33445922
Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.3888029 ---Validation accuracy:--- 0.9062 Validation Loss: 0.3348462
Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.29258785 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3339471
Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.30512664 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33474723
Epoch: 12 ---Training accuracy:--- 0.93 Training Loss: 0.27758092 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33427575
Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.29858708 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33453053
Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.39480546 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33570158
Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.36591214 ---Validation accuracy:--- 0.905 Validation Loss: 0.3360786
Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.3686261 ---Validation accuracy:--- 0.9058 Validation Loss: 0.33445013
Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.3274874 ---Validation accuracy:--- 0.9088 Validation Loss: 0.3338536
Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.40412804 ---Validation accuracy:--- 0.909 Validation Loss: 0.33362094
Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.42505637 ---Validation accuracy:--- 0.9094 Validation Loss: 0.33372796
Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.40311757 ---Validation accuracy:--- 0.9088 Validation Loss: 0.33375603
Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.40469018 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33411682
Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.32274637 ---Validation accuracy:--- 0.9078 Validation Loss: 0.33439457
Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.29118827 ---Validation accuracy:--- 0.9074 Validation Loss: 0.3346379
Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.34733188 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3343839
Epoch: 12 ---Training accuracy:--- 0.865 Training Loss: 0.39662507 ---Validation accuracy:--- 0.9086 Validation Loss: 0.3332686
Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.39249083 ---Validation accuracy:--- 0.9078 Validation Loss: 0.33412907
Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.331153 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3339544
Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.37466174 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33369857
Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.34792432 ---Validation accuracy:--- 0.908 Validation Loss: 0.3339129
Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.33130142 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33356738
Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.34294564 ---Validation accuracy:--- 0.909 Validation Loss: 0.33339614
Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.35325432 ---Validation accuracy:--- 0.9092 Validation Loss: 0.3332909
Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.3461148 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33320606
Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.4021015 ---Validation accuracy:--- 0.909 Validation Loss: 0.33286595
Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.41717812 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33313456
Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.29094934 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3330885
Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.3410128 ---Validation accuracy:--- 0.909 Validation Loss: 0.33331904
Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.3683345 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33378458
Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.30532616 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3338551
Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.42093956 ---Validation accuracy:--- 0.907 Validation Loss: 0.33450913
Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.37234533 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3337242
Epoch: 12 ---Training accuracy:--- 0.865 Training Loss: 0.4003231 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33445826
Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.2654514 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33428037
Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.26099005 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33469334
Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.3230166 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33426896
Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.31449777 ---Validation accuracy:--- 0.908 Validation Loss: 0.33353826
Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.34052834 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33333856
Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.3301136 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33344862
Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.29619563 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33353788
Epoch: 12 ---Training accuracy:--- 0.94 Training Loss: 0.27096534 ---Validation accuracy:--- 0.908 Validation Loss: 0.3337152
Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.4530514 ---Validation accuracy:--- 0.9088 Validation Loss: 0.33430272
Epoch: 12 ---Training accuracy:--- 0.875 Training Loss: 0.41001663 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33499342
Epoch: 12 ---Training accuracy:--- 0.91 Training Loss: 0.30072254 ---Validation accuracy:--- 0.908 Validation Loss: 0.33454823
Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.37862232 ---Validation accuracy:--- 0.9078 Validation Loss: 0.33365464
Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.27200255 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33401647
Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.30849302 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33424404
Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.43195656 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33364752
Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.26035047 ---Validation accuracy:--- 0.9066 Validation Loss: 0.3347261
Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.31897792 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33421236
Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.4227556 ---Validation accuracy:--- 0.906 Validation Loss: 0.3342458
Epoch: 12 ---Training accuracy:--- 0.915 Training Loss: 0.25276026 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33425573
Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.29646766 ---Validation accuracy:--- 0.9058 Validation Loss: 0.33406842
Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.36263874 ---Validation accuracy:--- 0.907 Validation Loss: 0.33464968
Epoch: 12 ---Training accuracy:--- 0.9 Training Loss: 0.41865876 ---Validation accuracy:--- 0.9052 Validation Loss: 0.33415562
Epoch: 12 ---Training accuracy:--- 0.855 Training Loss: 0.47739288 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33350214
Epoch: 12 ---Training accuracy:--- 0.885 Training Loss: 0.37043875 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33350265
Epoch: 12 ---Training accuracy:--- 0.95 Training Loss: 0.19421035 ---Validation accuracy:--- 0.908 Validation Loss: 0.3335978
Epoch: 12 ---Training accuracy:--- 0.925 Training Loss: 0.2798798 ---Validation accuracy:--- 0.9088 Validation Loss: 0.33306855
Epoch: 12 ---Training accuracy:--- 0.905 Training Loss: 0.33168742 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33300644
Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.37346578 ---Validation accuracy:--- 0.908 Validation Loss: 0.33254284
Epoch: 12 ---Training accuracy:--- 0.88 Training Loss: 0.39247382 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33264434
Epoch: 12 ---Training accuracy:--- 0.895 Training Loss: 0.33076867 ---Validation accuracy:--- 0.908 Validation Loss: 0.33284292
Epoch: 12 ---Training accuracy:--- 0.92 Training Loss: 0.29642114 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33261582
Epoch: 12 ---Training accuracy:--- 0.89 Training Loss: 0.36802518 ---Validation accuracy:--- 0.908 Validation Loss: 0.33278123
Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.35433745 ---Validation accuracy:--- 0.9082 Validation Loss: 0.3326725
Epoch: 13 ---Training accuracy:--- 0.865 Training Loss: 0.40894204 ---Validation accuracy:--- 0.909 Validation Loss: 0.33265805
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.369221 ---Validation accuracy:--- 0.907 Validation Loss: 0.33331704
Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.36217472 ---Validation accuracy:--- 0.9088 Validation Loss: 0.33293524
Epoch: 13 ---Training accuracy:--- 0.875 Training Loss: 0.3623755 ---Validation accuracy:--- 0.9078 Validation Loss: 0.33432174
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.3112521 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33578324
Epoch: 13 ---Training accuracy:--- 0.86 Training Loss: 0.4523701 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33434007
Epoch: 13 ---Training accuracy:--- 0.935 Training Loss: 0.25055686 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33530372
Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.29451108 ---Validation accuracy:--- 0.9046 Validation Loss: 0.3367697
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.3782028 ---Validation accuracy:--- 0.9058 Validation Loss: 0.33548316
Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.36049938 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3350631
Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.41497993 ---Validation accuracy:--- 0.9048 Validation Loss: 0.3345817
Epoch: 13 ---Training accuracy:--- 0.875 Training Loss: 0.4097989 ---Validation accuracy:--- 0.9054 Validation Loss: 0.33403537
Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.42521682 ---Validation accuracy:--- 0.907 Validation Loss: 0.33280718
Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.34842002 ---Validation accuracy:--- 0.906 Validation Loss: 0.3330292
Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.3120612 ---Validation accuracy:--- 0.9058 Validation Loss: 0.33349562
Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.30942255 ---Validation accuracy:--- 0.9062 Validation Loss: 0.33276537
Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.35094583 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33205464
Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.43902618 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33180943
Epoch: 13 ---Training accuracy:--- 0.86 Training Loss: 0.3524865 ---Validation accuracy:--- 0.9092 Validation Loss: 0.3319646
Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.27542123 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33224824
Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.31305587 ---Validation accuracy:--- 0.9076 Validation Loss: 0.33240864
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.28647986 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33272377
Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.33444703 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3327857
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.30558866 ---Validation accuracy:--- 0.908 Validation Loss: 0.3331949
Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.30645812 ---Validation accuracy:--- 0.9068 Validation Loss: 0.332468
Epoch: 13 ---Training accuracy:--- 0.93 Training Loss: 0.23896338 ---Validation accuracy:--- 0.9068 Validation Loss: 0.33230224
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.34247115 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33198527
Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.31396526 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33153766
Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.3613539 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33186948
Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.39730301 ---Validation accuracy:--- 0.9076 Validation Loss: 0.3321777
Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.34090436 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33218095
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.32761955 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33194193
Epoch: 13 ---Training accuracy:--- 0.93 Training Loss: 0.27488863 ---Validation accuracy:--- 0.9064 Validation Loss: 0.33210748
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.3291424 ---Validation accuracy:--- 0.9066 Validation Loss: 0.33140483
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.36402398 ---Validation accuracy:--- 0.9066 Validation Loss: 0.33174604
Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.403403 ---Validation accuracy:--- 0.9078 Validation Loss: 0.33142316
Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.39350396 ---Validation accuracy:--- 0.907 Validation Loss: 0.33153415
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.29111522 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3316366
Epoch: 13 ---Training accuracy:--- 0.935 Training Loss: 0.26574188 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3314561
Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.319253 ---Validation accuracy:--- 0.9074 Validation Loss: 0.3307997
Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.36774173 ---Validation accuracy:--- 0.908 Validation Loss: 0.33086118
Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.41276103 ---Validation accuracy:--- 0.909 Validation Loss: 0.3303465
Epoch: 13 ---Training accuracy:--- 0.865 Training Loss: 0.38181725 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33031005
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.29525757 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33062822
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.31627494 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33096224
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.36062545 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33030447
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.3598517 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33082402
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.3067659 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33097422
Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.23049213 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33095968
Epoch: 13 ---Training accuracy:--- 0.945 Training Loss: 0.28163496 ---Validation accuracy:--- 0.9094 Validation Loss: 0.33038
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.42220333 ---Validation accuracy:--- 0.909 Validation Loss: 0.33089447
Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.37937668 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33086652
Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.36772302 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33096528
Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.27687028 ---Validation accuracy:--- 0.9078 Validation Loss: 0.33080488
Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.29085103 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33097985
Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.32174492 ---Validation accuracy:--- 0.9082 Validation Loss: 0.3311268
Epoch: 13 ---Training accuracy:--- 0.93 Training Loss: 0.31226164 ---Validation accuracy:--- 0.909 Validation Loss: 0.3305899
Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.29163837 ---Validation accuracy:--- 0.9094 Validation Loss: 0.33000854
Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.43236482 ---Validation accuracy:--- 0.9092 Validation Loss: 0.33004773
Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.3952709 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32957023
Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.32575065 ---Validation accuracy:--- 0.9088 Validation Loss: 0.3302912
Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.36350006 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32996815
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.33346504 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32983756
Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.42244896 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32984677
Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.30277234 ---Validation accuracy:--- 0.909 Validation Loss: 0.32973155
Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.3776043 ---Validation accuracy:--- 0.91 Validation Loss: 0.3299472
Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.34688324 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32946363
Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.25198653 ---Validation accuracy:--- 0.909 Validation Loss: 0.32956767
Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.33999115 ---Validation accuracy:--- 0.91 Validation Loss: 0.32970646
Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.38018227 ---Validation accuracy:--- 0.909 Validation Loss: 0.3300249
Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.3636081 ---Validation accuracy:--- 0.909 Validation Loss: 0.3296083
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.39772615 ---Validation accuracy:--- 0.9094 Validation Loss: 0.3302124
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.30125728 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3301871
Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.4050226 ---Validation accuracy:--- 0.91 Validation Loss: 0.3301029
Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.416022 ---Validation accuracy:--- 0.9096 Validation Loss: 0.33082682
Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.40492997 ---Validation accuracy:--- 0.9096 Validation Loss: 0.33003783
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.34806404 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32979456
Epoch: 13 ---Training accuracy:--- 0.86 Training Loss: 0.46264508 ---Validation accuracy:--- 0.9088 Validation Loss: 0.33015826
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.30417484 ---Validation accuracy:--- 0.9084 Validation Loss: 0.32978004
Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.37238762 ---Validation accuracy:--- 0.9084 Validation Loss: 0.32982686
Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.33647078 ---Validation accuracy:--- 0.9082 Validation Loss: 0.3298875
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.38907796 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32961324
Epoch: 13 ---Training accuracy:--- 0.93 Training Loss: 0.2562612 ---Validation accuracy:--- 0.9086 Validation Loss: 0.32971603
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.35584763 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33056462
Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.3221713 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33067247
Epoch: 13 ---Training accuracy:--- 0.94 Training Loss: 0.21819134 ---Validation accuracy:--- 0.9088 Validation Loss: 0.33069965
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.31072345 ---Validation accuracy:--- 0.9088 Validation Loss: 0.33002567
Epoch: 13 ---Training accuracy:--- 0.87 Training Loss: 0.4680157 ---Validation accuracy:--- 0.9084 Validation Loss: 0.33017987
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.41871905 ---Validation accuracy:--- 0.9086 Validation Loss: 0.33026996
Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.33851105 ---Validation accuracy:--- 0.9084 Validation Loss: 0.330471
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.34040135 ---Validation accuracy:--- 0.9072 Validation Loss: 0.33005783
Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.30559275 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32996097
Epoch: 13 ---Training accuracy:--- 0.865 Training Loss: 0.35959062 ---Validation accuracy:--- 0.909 Validation Loss: 0.3296332
Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.3023777 ---Validation accuracy:--- 0.9082 Validation Loss: 0.32995898
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.3168527 ---Validation accuracy:--- 0.9086 Validation Loss: 0.32982495
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.3446454 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32969227
Epoch: 13 ---Training accuracy:--- 0.865 Training Loss: 0.4315551 ---Validation accuracy:--- 0.909 Validation Loss: 0.32942623
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.3724562 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32989535
Epoch: 13 ---Training accuracy:--- 0.855 Training Loss: 0.40090913 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3294795
Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.3778873 ---Validation accuracy:--- 0.909 Validation Loss: 0.3293746
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.36897042 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32916996
Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.344933 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3296343
Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.32990864 ---Validation accuracy:--- 0.9096 Validation Loss: 0.33085227
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.29819885 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3310064
Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.3823745 ---Validation accuracy:--- 0.9082 Validation Loss: 0.33042303
Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.3472114 ---Validation accuracy:--- 0.908 Validation Loss: 0.3302412
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.2741381 ---Validation accuracy:--- 0.9072 Validation Loss: 0.3298693
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.32375693 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32900482
Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.34946597 ---Validation accuracy:--- 0.909 Validation Loss: 0.32926893
Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.35662076 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3294596
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.35601902 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32974884
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.471073 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32932085
Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.28478938 ---Validation accuracy:--- 0.9084 Validation Loss: 0.32928628
Epoch: 13 ---Training accuracy:--- 0.955 Training Loss: 0.28975856 ---Validation accuracy:--- 0.9086 Validation Loss: 0.3286929
Epoch: 13 ---Training accuracy:--- 0.935 Training Loss: 0.23577419 ---Validation accuracy:--- 0.909 Validation Loss: 0.32889837
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.32306424 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3290244
Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.31152526 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32909864
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.43940082 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32995707
Epoch: 13 ---Training accuracy:--- 0.95 Training Loss: 0.22769718 ---Validation accuracy:--- 0.909 Validation Loss: 0.33021826
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.27542397 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32928243
Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.2942642 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32935756
Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.29309392 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32965595
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.31122068 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32909036
Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.42392853 ---Validation accuracy:--- 0.9086 Validation Loss: 0.32928824
Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.34863308 ---Validation accuracy:--- 0.909 Validation Loss: 0.32928923
Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.3605134 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32970884
Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.38183647 ---Validation accuracy:--- 0.9094 Validation Loss: 0.3300784
Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.37183458 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3288745
Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.28334278 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32893643
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.3217697 ---Validation accuracy:--- 0.9084 Validation Loss: 0.32894135
Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.30151835 ---Validation accuracy:--- 0.909 Validation Loss: 0.3288822
Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.28705025 ---Validation accuracy:--- 0.909 Validation Loss: 0.32901788
Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.2697835 ---Validation accuracy:--- 0.9074 Validation Loss: 0.33039203
Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.31147408 ---Validation accuracy:--- 0.9078 Validation Loss: 0.3301862
Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.29582757 ---Validation accuracy:--- 0.9082 Validation Loss: 0.32953808
Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.33286038 ---Validation accuracy:--- 0.9086 Validation Loss: 0.3291255
Epoch: 13 ---Training accuracy:--- 0.865 Training Loss: 0.41313985 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32891276
Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.29813725 ---Validation accuracy:--- 0.91 Validation Loss: 0.3284258
Epoch: 13 ---Training accuracy:--- 0.93 Training Loss: 0.28074682 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32859647
Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.301533 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32805267
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.375986 ---Validation accuracy:--- 0.9088 Validation Loss: 0.3276646
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.3607468 ---Validation accuracy:--- 0.9084 Validation Loss: 0.32791215
Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.34058136 ---Validation accuracy:--- 0.9084 Validation Loss: 0.32826123
Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.31907263 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32781246
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.25349468 ---Validation accuracy:--- 0.9076 Validation Loss: 0.32850933
Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.37468597 ---Validation accuracy:--- 0.9086 Validation Loss: 0.3283398
Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.44022396 ---Validation accuracy:--- 0.909 Validation Loss: 0.32775444
Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.30878785 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32757148
Epoch: 13 ---Training accuracy:--- 0.87 Training Loss: 0.46446168 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3273837
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.33693042 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3278258
Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.30070218 ---Validation accuracy:--- 0.9092 Validation Loss: 0.3279122
Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.27982405 ---Validation accuracy:--- 0.9086 Validation Loss: 0.3277538
Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.21827741 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32786208
Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.38105613 ---Validation accuracy:--- 0.908 Validation Loss: 0.32824078
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.2974188 ---Validation accuracy:--- 0.91 Validation Loss: 0.32719794
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.24894264 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32741424
Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.4410247 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32797894
Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.3210821 ---Validation accuracy:--- 0.91 Validation Loss: 0.3278128
Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.32643744 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32740667
Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.28923187 ---Validation accuracy:--- 0.91 Validation Loss: 0.32750162
Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.3543598 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32788256
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.31684747 ---Validation accuracy:--- 0.9094 Validation Loss: 0.3279448
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.32919 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32849762
Epoch: 13 ---Training accuracy:--- 0.86 Training Loss: 0.38410646 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32799083
Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.30536592 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32799935
Epoch: 13 ---Training accuracy:--- 0.855 Training Loss: 0.48875368 ---Validation accuracy:--- 0.9062 Validation Loss: 0.32883886
Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.3189186 ---Validation accuracy:--- 0.908 Validation Loss: 0.3285144
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.25125656 ---Validation accuracy:--- 0.9082 Validation Loss: 0.32846949
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.38845074 ---Validation accuracy:--- 0.9072 Validation Loss: 0.32834047
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.33241072 ---Validation accuracy:--- 0.9084 Validation Loss: 0.32762343
Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.39566812 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32712635
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.3675409 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32681465
Epoch: 13 ---Training accuracy:--- 0.935 Training Loss: 0.22968757 ---Validation accuracy:--- 0.9092 Validation Loss: 0.3272896
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.35101563 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32738453
Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.34263098 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32730016
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.3213095 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32683173
Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.28811637 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32689255
Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.4052089 ---Validation accuracy:--- 0.9086 Validation Loss: 0.32700795
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.33085597 ---Validation accuracy:--- 0.908 Validation Loss: 0.32683232
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.28487393 ---Validation accuracy:--- 0.9082 Validation Loss: 0.32686973
Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.32989252 ---Validation accuracy:--- 0.909 Validation Loss: 0.32681105
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.38204888 ---Validation accuracy:--- 0.9084 Validation Loss: 0.32710904
Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.40865502 ---Validation accuracy:--- 0.9078 Validation Loss: 0.32755738
Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.24020639 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32707357
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.26259753 ---Validation accuracy:--- 0.9086 Validation Loss: 0.32798907
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.38708633 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32780728
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.29619062 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3272512
Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.35370827 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32715917
Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.42870227 ---Validation accuracy:--- 0.9086 Validation Loss: 0.32755017
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.37755105 ---Validation accuracy:--- 0.909 Validation Loss: 0.32743302
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.39213347 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32653907
Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.32582232 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32713595
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.3860833 ---Validation accuracy:--- 0.908 Validation Loss: 0.32700363
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.34060347 ---Validation accuracy:--- 0.9084 Validation Loss: 0.32685742
Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.34174836 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32660046
Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.31204197 ---Validation accuracy:--- 0.9082 Validation Loss: 0.3281722
Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.40409663 ---Validation accuracy:--- 0.9068 Validation Loss: 0.3291707
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.30716914 ---Validation accuracy:--- 0.9088 Validation Loss: 0.3282183
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.35760376 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32761806
Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.4094442 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3279375
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.29566193 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32836232
Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.31054553 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3280851
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.4246679 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3274609
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.31765217 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32749695
Epoch: 13 ---Training accuracy:--- 0.94 Training Loss: 0.21867698 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32686114
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.3702176 ---Validation accuracy:--- 0.909 Validation Loss: 0.32700956
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.3722609 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32745314
Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.30854046 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32789522
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.30429497 ---Validation accuracy:--- 0.909 Validation Loss: 0.32727334
Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.33892834 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32759503
Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.35812128 ---Validation accuracy:--- 0.9082 Validation Loss: 0.32770205
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.3507963 ---Validation accuracy:--- 0.9086 Validation Loss: 0.32733706
Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.30300853 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32699645
Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.3078288 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32699478
Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.37333134 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3264861
Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.31955028 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3264767
Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.3309994 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32662362
Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.23346874 ---Validation accuracy:--- 0.9084 Validation Loss: 0.3265462
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.26589078 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32666388
Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.39847434 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32663924
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.43717277 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32658124
Epoch: 13 ---Training accuracy:--- 0.875 Training Loss: 0.47588158 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32671207
Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.3039964 ---Validation accuracy:--- 0.9086 Validation Loss: 0.32692572
Epoch: 13 ---Training accuracy:--- 0.86 Training Loss: 0.45645356 ---Validation accuracy:--- 0.9092 Validation Loss: 0.3272113
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.33911052 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32644445
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.28374144 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32676676
Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.37482476 ---Validation accuracy:--- 0.9074 Validation Loss: 0.32723334
Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.37119657 ---Validation accuracy:--- 0.9072 Validation Loss: 0.32792023
Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.38032463 ---Validation accuracy:--- 0.908 Validation Loss: 0.32736
Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.28202397 ---Validation accuracy:--- 0.908 Validation Loss: 0.32680607
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.29649824 ---Validation accuracy:--- 0.9094 Validation Loss: 0.3259187
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.42440322 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32565388
Epoch: 13 ---Training accuracy:--- 0.85 Training Loss: 0.41485777 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32590678
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.31418365 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32602382
Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.28865838 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3257952
Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.34719643 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32560953
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.31512263 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32538265
Epoch: 13 ---Training accuracy:--- 0.87 Training Loss: 0.4553971 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32613793
Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.26246148 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32554227
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.4326465 ---Validation accuracy:--- 0.9102 Validation Loss: 0.325195
Epoch: 13 ---Training accuracy:--- 0.94 Training Loss: 0.21397541 ---Validation accuracy:--- 0.9112 Validation Loss: 0.3249287
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.30498505 ---Validation accuracy:--- 0.911 Validation Loss: 0.3249488
Epoch: 13 ---Training accuracy:--- 0.875 Training Loss: 0.4115876 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32485038
Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.3738106 ---Validation accuracy:--- 0.911 Validation Loss: 0.324741
Epoch: 13 ---Training accuracy:--- 0.875 Training Loss: 0.37935475 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32485998
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.372256 ---Validation accuracy:--- 0.9112 Validation Loss: 0.3248374
Epoch: 13 ---Training accuracy:--- 0.93 Training Loss: 0.24916497 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32480744
Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.31596574 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3247582
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.31258926 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3250486
Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.27473202 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32511896
Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.28581697 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32551813
Epoch: 13 ---Training accuracy:--- 0.92 Training Loss: 0.27708432 ---Validation accuracy:--- 0.91 Validation Loss: 0.3256019
Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.47947747 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32549092
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.38845813 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32575193
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.25410998 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32493696
Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.3775737 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32513258
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.29819927 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3252657
Epoch: 13 ---Training accuracy:--- 0.88 Training Loss: 0.35917434 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3249606
Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.38900566 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3250552
Epoch: 13 ---Training accuracy:--- 0.875 Training Loss: 0.5122155 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32479858
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.28534853 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3254549
Epoch: 13 ---Training accuracy:--- 0.905 Training Loss: 0.2803729 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3254556
Epoch: 13 ---Training accuracy:--- 0.825 Training Loss: 0.5435695 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3265441
Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.38105762 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32639
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.33449936 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32589826
Epoch: 13 ---Training accuracy:--- 0.935 Training Loss: 0.26416945 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32541168
Epoch: 13 ---Training accuracy:--- 0.895 Training Loss: 0.3635292 ---Validation accuracy:--- 0.91 Validation Loss: 0.3251722
Epoch: 13 ---Training accuracy:--- 0.925 Training Loss: 0.2780853 ---Validation accuracy:--- 0.909 Validation Loss: 0.32560048
Epoch: 13 ---Training accuracy:--- 0.915 Training Loss: 0.3195876 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32468253
Epoch: 13 ---Training accuracy:--- 0.91 Training Loss: 0.2773546 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3244392
Epoch: 13 ---Training accuracy:--- 0.885 Training Loss: 0.39852738 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3243219
Epoch: 13 ---Training accuracy:--- 0.83 Training Loss: 0.47342643 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3240684
Epoch: 13 ---Training accuracy:--- 0.89 Training Loss: 0.33702126 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32424447
Epoch: 13 ---Training accuracy:--- 0.9 Training Loss: 0.37641212 ---Validation accuracy:--- 0.91 Validation Loss: 0.3242513
Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.3426481 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32427552
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.38736808 ---Validation accuracy:--- 0.91 Validation Loss: 0.32427666
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.3063603 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3242314
Epoch: 14 ---Training accuracy:--- 0.925 Training Loss: 0.28621596 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32421207
Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.3626182 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32480377
Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.27194464 ---Validation accuracy:--- 0.911 Validation Loss: 0.32527736
Epoch: 14 ---Training accuracy:--- 0.925 Training Loss: 0.31253678 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32517835
Epoch: 14 ---Training accuracy:--- 0.875 Training Loss: 0.33832252 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32590768
Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.33267924 ---Validation accuracy:--- 0.9094 Validation Loss: 0.32519203
Epoch: 14 ---Training accuracy:--- 0.86 Training Loss: 0.47988665 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32469764
Epoch: 14 ---Training accuracy:--- 0.94 Training Loss: 0.22517394 ---Validation accuracy:--- 0.9092 Validation Loss: 0.3243302
Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.31960765 ---Validation accuracy:--- 0.909 Validation Loss: 0.32493252
Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.31428263 ---Validation accuracy:--- 0.9092 Validation Loss: 0.3248122
Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.32395032 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3243355
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.33630127 ---Validation accuracy:--- 0.91 Validation Loss: 0.32432973
Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.37425858 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32480997
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.34753552 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32489294
Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.25917602 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32452214
Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.38968444 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32451168
Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.33113992 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32448637
Epoch: 14 ---Training accuracy:--- 0.855 Training Loss: 0.52531725 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32449853
Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.34260026 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32469815
Epoch: 14 ---Training accuracy:--- 0.925 Training Loss: 0.29400063 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3249642
Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.24719994 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32481408
Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.28593463 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32477948
Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.39908913 ---Validation accuracy:--- 0.9104 Validation Loss: 0.324923
Epoch: 14 ---Training accuracy:--- 0.875 Training Loss: 0.47972664 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32508564
Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.34974197 ---Validation accuracy:--- 0.91 Validation Loss: 0.32529816
Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.2554232 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32502005
Epoch: 14 ---Training accuracy:--- 0.925 Training Loss: 0.29025066 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32473898
Epoch: 14 ---Training accuracy:--- 0.865 Training Loss: 0.3886314 ---Validation accuracy:--- 0.91 Validation Loss: 0.32495728
Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.32355127 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3249824
Epoch: 14 ---Training accuracy:--- 0.94 Training Loss: 0.25008047 ---Validation accuracy:--- 0.91 Validation Loss: 0.3257961
Epoch: 14 ---Training accuracy:--- 0.88 Training Loss: 0.3423173 ---Validation accuracy:--- 0.91 Validation Loss: 0.3256313
Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.306463 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32611814
Epoch: 14 ---Training accuracy:--- 0.925 Training Loss: 0.2990099 ---Validation accuracy:--- 0.911 Validation Loss: 0.325045
Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.3453734 ---Validation accuracy:--- 0.91 Validation Loss: 0.3249241
Epoch: 14 ---Training accuracy:--- 0.945 Training Loss: 0.21860157 ---Validation accuracy:--- 0.9104 Validation Loss: 0.324973
Epoch: 14 ---Training accuracy:--- 0.925 Training Loss: 0.27591905 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3251742
Epoch: 14 ---Training accuracy:--- 0.885 Training Loss: 0.39832678 ---Validation accuracy:--- 0.9088 Validation Loss: 0.32591778
Epoch: 14 ---Training accuracy:--- 0.94 Training Loss: 0.24820477 ---Validation accuracy:--- 0.91 Validation Loss: 0.3251157
Epoch: 14 ---Training accuracy:--- 0.88 Training Loss: 0.34974942 ---Validation accuracy:--- 0.91 Validation Loss: 0.32476065
Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.3214605 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32518706
Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.32590264 ---Validation accuracy:--- 0.9106 Validation Loss: 0.324176
Epoch: 14 ---Training accuracy:--- 0.94 Training Loss: 0.28539184 ---Validation accuracy:--- 0.911 Validation Loss: 0.3242414
Epoch: 14 ---Training accuracy:--- 0.95 Training Loss: 0.28372043 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32390803
Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.3285917 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3240164
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.3588343 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32395172
Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.3319401 ---Validation accuracy:--- 0.911 Validation Loss: 0.3237503
Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.34275028 ---Validation accuracy:--- 0.911 Validation Loss: 0.32383695
Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.33559114 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32408148
Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.35555878 ---Validation accuracy:--- 0.9092 Validation Loss: 0.32464162
Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.4261284 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3240358
Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.34316918 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32339033
Epoch: 14 ---Training accuracy:--- 0.88 Training Loss: 0.40328804 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32408142
Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.2909044 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3253138
Epoch: 14 ---Training accuracy:--- 0.935 Training Loss: 0.28697956 ---Validation accuracy:--- 0.9118 Validation Loss: 0.32445312
Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.4075505 ---Validation accuracy:--- 0.911 Validation Loss: 0.32436088
Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.3291185 ---Validation accuracy:--- 0.91 Validation Loss: 0.32439324
Epoch: 14 ---Training accuracy:--- 0.855 Training Loss: 0.37624645 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32430798
Epoch: 14 ---Training accuracy:--- 0.87 Training Loss: 0.4841632 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32476568
Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.33333427 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32425362
Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.3192546 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32398778
Epoch: 14 ---Training accuracy:--- 0.87 Training Loss: 0.40804198 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3233449
Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.3408371 ---Validation accuracy:--- 0.91 Validation Loss: 0.32334813
Epoch: 14 ---Training accuracy:--- 0.885 Training Loss: 0.33568367 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32338008
Epoch: 14 ---Training accuracy:--- 0.865 Training Loss: 0.4647751 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3232875
Epoch: 14 ---Training accuracy:--- 0.925 Training Loss: 0.37681016 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32284924
Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.32846093 ---Validation accuracy:--- 0.9098 Validation Loss: 0.3237967
Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.33817902 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32340756
Epoch: 14 ---Training accuracy:--- 0.935 Training Loss: 0.21525098 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32386544
Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.2461192 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32345966
Epoch: 14 ---Training accuracy:--- 0.935 Training Loss: 0.3101205 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32407862
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.33451965 ---Validation accuracy:--- 0.9112 Validation Loss: 0.32416493
Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.29634327 ---Validation accuracy:--- 0.9114 Validation Loss: 0.3233399
Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.39025956 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32313463
Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.25964797 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32273692
Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.3916201 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3223815
Epoch: 14 ---Training accuracy:--- 0.885 Training Loss: 0.4063977 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3221729
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.30901292 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32252118
Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.37972596 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3232894
Epoch: 14 ---Training accuracy:--- 0.875 Training Loss: 0.44462603 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32377133
Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.28964046 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32289883
Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.30113026 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32234618
Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.2881402 ---Validation accuracy:--- 0.911 Validation Loss: 0.32182676
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.3094154 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32181352
Epoch: 14 ---Training accuracy:--- 0.925 Training Loss: 0.29816204 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32183173
Epoch: 14 ---Training accuracy:--- 0.935 Training Loss: 0.25754434 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32226914
Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.3543487 ---Validation accuracy:--- 0.912 Validation Loss: 0.32237804
Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.39080253 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3227026
Epoch: 14 ---Training accuracy:--- 0.855 Training Loss: 0.5007189 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3231591
Epoch: 14 ---Training accuracy:--- 0.86 Training Loss: 0.3695711 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32261485
Epoch: 14 ---Training accuracy:--- 0.85 Training Loss: 0.41422135 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3222583
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.39007446 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32230622
Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.2603591 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3221592
Epoch: 14 ---Training accuracy:--- 0.865 Training Loss: 0.37894034 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3221121
Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.2451886 ---Validation accuracy:--- 0.9112 Validation Loss: 0.32211113
Epoch: 14 ---Training accuracy:--- 0.88 Training Loss: 0.39621705 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32254797
Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.37029237 ---Validation accuracy:--- 0.9112 Validation Loss: 0.32234195
Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.22530907 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3222696
Epoch: 14 ---Training accuracy:--- 0.935 Training Loss: 0.25811464 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3225105
Epoch: 14 ---Training accuracy:--- 0.875 Training Loss: 0.44159383 ---Validation accuracy:--- 0.91 Validation Loss: 0.32283938
Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.37180012 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32203925
Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.2920488 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3225222
Epoch: 14 ---Training accuracy:--- 0.94 Training Loss: 0.267381 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3228851
Epoch: 14 ---Training accuracy:--- 0.885 Training Loss: 0.37640023 ---Validation accuracy:--- 0.9098 Validation Loss: 0.32206756
Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.358279 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3219036
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.30408233 ---Validation accuracy:--- 0.911 Validation Loss: 0.3218702
Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.26761517 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32171503
Epoch: 14 ---Training accuracy:--- 0.875 Training Loss: 0.35747474 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3221972
Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.28983277 ---Validation accuracy:--- 0.911 Validation Loss: 0.32247832
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.30877507 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32209912
Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.2721932 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32211885
Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.30055377 ---Validation accuracy:--- 0.9114 Validation Loss: 0.3221392
Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.29800063 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32275546
Epoch: 14 ---Training accuracy:--- 0.885 Training Loss: 0.45771858 ---Validation accuracy:--- 0.9118 Validation Loss: 0.32273072
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.31898862 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3222102
Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.34320992 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3223685
Epoch: 14 ---Training accuracy:--- 0.88 Training Loss: 0.3695134 ---Validation accuracy:--- 0.9112 Validation Loss: 0.32220346
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.2885375 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32170844
Epoch: 14 ---Training accuracy:--- 0.925 Training Loss: 0.285251 ---Validation accuracy:--- 0.911 Validation Loss: 0.32184204
Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.29027712 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3221533
Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.2730645 ---Validation accuracy:--- 0.911 Validation Loss: 0.32228824
Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.35856733 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3227475
Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.38278562 ---Validation accuracy:--- 0.911 Validation Loss: 0.32268712
Epoch: 14 ---Training accuracy:--- 0.885 Training Loss: 0.35150734 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32274932
Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.29074305 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3228261
Epoch: 14 ---Training accuracy:--- 0.88 Training Loss: 0.4360929 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32285786
Epoch: 14 ---Training accuracy:--- 0.87 Training Loss: 0.45211902 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3223459
Epoch: 14 ---Training accuracy:--- 0.935 Training Loss: 0.32342613 ---Validation accuracy:--- 0.911 Validation Loss: 0.3223155
Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.38896734 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32207587
Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.27558377 ---Validation accuracy:--- 0.91 Validation Loss: 0.32182467
Epoch: 14 ---Training accuracy:--- 0.88 Training Loss: 0.3740048 ---Validation accuracy:--- 0.911 Validation Loss: 0.32219237
Epoch: 14 ---Training accuracy:--- 0.885 Training Loss: 0.347875 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32216197
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.31680888 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32180405
Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.42767075 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32211348
Epoch: 14 ---Training accuracy:--- 0.935 Training Loss: 0.28888896 ---Validation accuracy:--- 0.91 Validation Loss: 0.32225677
Epoch: 14 ---Training accuracy:--- 0.94 Training Loss: 0.20865834 ---Validation accuracy:--- 0.9102 Validation Loss: 0.322296
Epoch: 14 ---Training accuracy:--- 0.94 Training Loss: 0.2861863 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32193446
Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.32548198 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32166222
Epoch: 14 ---Training accuracy:--- 0.87 Training Loss: 0.42881542 ---Validation accuracy:--- 0.91 Validation Loss: 0.32170746
Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.2974608 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32157242
Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.3000335 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3207155
Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.3510553 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32080024
Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.2958736 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32115078
Epoch: 14 ---Training accuracy:--- 0.87 Training Loss: 0.42693162 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32053214
Epoch: 14 ---Training accuracy:--- 0.935 Training Loss: 0.32671624 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3207837
Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.35139725 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32096073
Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.31911692 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32134074
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.32623276 ---Validation accuracy:--- 0.912 Validation Loss: 0.32178593
Epoch: 14 ---Training accuracy:--- 0.935 Training Loss: 0.2660005 ---Validation accuracy:--- 0.9112 Validation Loss: 0.32165918
Epoch: 14 ---Training accuracy:--- 0.94 Training Loss: 0.24017394 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32159457
Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.32475767 ---Validation accuracy:--- 0.9118 Validation Loss: 0.32135603
Epoch: 14 ---Training accuracy:--- 0.935 Training Loss: 0.22694628 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32161728
Epoch: 14 ---Training accuracy:--- 0.885 Training Loss: 0.4434008 ---Validation accuracy:--- 0.912 Validation Loss: 0.32217866
Epoch: 14 ---Training accuracy:--- 0.95 Training Loss: 0.20234537 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3217458
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.3355345 ---Validation accuracy:--- 0.9112 Validation Loss: 0.32151377
Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.31557265 ---Validation accuracy:--- 0.911 Validation Loss: 0.32165468
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.32666358 ---Validation accuracy:--- 0.9112 Validation Loss: 0.3216495
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.30153596 ---Validation accuracy:--- 0.9118 Validation Loss: 0.32142958
Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.33577728 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32113212
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.35268787 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3212862
Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.26235992 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32156286
Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.27647808 ---Validation accuracy:--- 0.912 Validation Loss: 0.3219229
Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.24067518 ---Validation accuracy:--- 0.9114 Validation Loss: 0.3225019
Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.3013417 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32177496
Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.4056138 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32172686
Epoch: 14 ---Training accuracy:--- 0.94 Training Loss: 0.26953763 ---Validation accuracy:--- 0.9106 Validation Loss: 0.321352
Epoch: 14 ---Training accuracy:--- 0.925 Training Loss: 0.26258525 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3212743
Epoch: 14 ---Training accuracy:--- 0.875 Training Loss: 0.45629942 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3212871
Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.29721096 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32111645
Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.2954454 ---Validation accuracy:--- 0.911 Validation Loss: 0.3213174
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.33545104 ---Validation accuracy:--- 0.912 Validation Loss: 0.3208015
Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.34503528 ---Validation accuracy:--- 0.9116 Validation Loss: 0.32134098
Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.32500458 ---Validation accuracy:--- 0.912 Validation Loss: 0.32158145
Epoch: 14 ---Training accuracy:--- 0.935 Training Loss: 0.34775865 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32105795
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.3277053 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3211106
Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.40156266 ---Validation accuracy:--- 0.911 Validation Loss: 0.32159305
Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.29615688 ---Validation accuracy:--- 0.9102 Validation Loss: 0.32194296
Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.3117119 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3208261
Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.35918397 ---Validation accuracy:--- 0.9122 Validation Loss: 0.32029337
Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.4084112 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32035977
Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.3482428 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32058096
Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.34333587 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32152325
Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.29283917 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32107884
Epoch: 14 ---Training accuracy:--- 0.935 Training Loss: 0.2640999 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32153124
Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.32812545 ---Validation accuracy:--- 0.91 Validation Loss: 0.32178208
Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.3508443 ---Validation accuracy:--- 0.911 Validation Loss: 0.32155448
Epoch: 14 ---Training accuracy:--- 0.88 Training Loss: 0.401188 ---Validation accuracy:--- 0.911 Validation Loss: 0.3212411
Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.32681733 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32150146
Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.43952346 ---Validation accuracy:--- 0.91 Validation Loss: 0.32136253
Epoch: 14 ---Training accuracy:--- 0.94 Training Loss: 0.2945403 ---Validation accuracy:--- 0.9104 Validation Loss: 0.32110745
Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.27538964 ---Validation accuracy:--- 0.91 Validation Loss: 0.321083
Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.33098388 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3208639
Epoch: 14 ---Training accuracy:--- 0.925 Training Loss: 0.31184098 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32035875
Epoch: 14 ---Training accuracy:--- 0.875 Training Loss: 0.5046811 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3207314
Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.35470974 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32042417
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.3378434 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3207749
Epoch: 14 ---Training accuracy:--- 0.86 Training Loss: 0.3760977 ---Validation accuracy:--- 0.9112 Validation Loss: 0.32061958
Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.2517838 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32085347
Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.34888768 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32058793
Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.26272643 ---Validation accuracy:--- 0.9106 Validation Loss: 0.32092974
Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.33373222 ---Validation accuracy:--- 0.911 Validation Loss: 0.32094464
Epoch: 14 ---Training accuracy:--- 0.88 Training Loss: 0.336989 ---Validation accuracy:--- 0.9112 Validation Loss: 0.32102838
Epoch: 14 ---Training accuracy:--- 0.94 Training Loss: 0.25521985 ---Validation accuracy:--- 0.911 Validation Loss: 0.3206698
Epoch: 14 ---Training accuracy:--- 0.875 Training Loss: 0.41698158 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32021487
Epoch: 14 ---Training accuracy:--- 0.885 Training Loss: 0.40139633 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31978032
Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.2851073 ---Validation accuracy:--- 0.9112 Validation Loss: 0.31979468
Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.36926877 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31982362
Epoch: 14 ---Training accuracy:--- 0.945 Training Loss: 0.28894243 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31944755
Epoch: 14 ---Training accuracy:--- 0.885 Training Loss: 0.37821442 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3197419
Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.33218354 ---Validation accuracy:--- 0.9106 Validation Loss: 0.320387
Epoch: 14 ---Training accuracy:--- 0.885 Training Loss: 0.4091466 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3216166
Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.25457582 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3216739
Epoch: 14 ---Training accuracy:--- 0.87 Training Loss: 0.427874 ---Validation accuracy:--- 0.91 Validation Loss: 0.3214069
Epoch: 14 ---Training accuracy:--- 0.885 Training Loss: 0.38553905 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31987748
Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.29288697 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31971171
Epoch: 14 ---Training accuracy:--- 0.88 Training Loss: 0.3443464 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31941375
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.31759003 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31949317
Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.31722692 ---Validation accuracy:--- 0.911 Validation Loss: 0.31947348
Epoch: 14 ---Training accuracy:--- 0.885 Training Loss: 0.3711626 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3195657
Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.35978276 ---Validation accuracy:--- 0.9112 Validation Loss: 0.31986165
Epoch: 14 ---Training accuracy:--- 0.88 Training Loss: 0.41037422 ---Validation accuracy:--- 0.911 Validation Loss: 0.32007784
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.36853173 ---Validation accuracy:--- 0.9108 Validation Loss: 0.32053214
Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.3102937 ---Validation accuracy:--- 0.9114 Validation Loss: 0.32058927
Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.3823224 ---Validation accuracy:--- 0.91 Validation Loss: 0.3211414
Epoch: 14 ---Training accuracy:--- 0.94 Training Loss: 0.21932663 ---Validation accuracy:--- 0.9112 Validation Loss: 0.32068238
Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.36151353 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3195709
Epoch: 14 ---Training accuracy:--- 0.875 Training Loss: 0.42697173 ---Validation accuracy:--- 0.9096 Validation Loss: 0.3201545
Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.36201966 ---Validation accuracy:--- 0.9112 Validation Loss: 0.31948185
Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.24847607 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3189664
Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.3348552 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31906947
Epoch: 14 ---Training accuracy:--- 0.875 Training Loss: 0.4005094 ---Validation accuracy:--- 0.912 Validation Loss: 0.3188541
Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.33533576 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3189557
Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.28335297 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3186499
Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.38570786 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3191774
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.28740942 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31931695
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.34400174 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31868798
Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.3617431 ---Validation accuracy:--- 0.9134 Validation Loss: 0.31889835
Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.33914414 ---Validation accuracy:--- 0.9134 Validation Loss: 0.31836444
Epoch: 14 ---Training accuracy:--- 0.93 Training Loss: 0.29676452 ---Validation accuracy:--- 0.9136 Validation Loss: 0.3184489
Epoch: 14 ---Training accuracy:--- 0.875 Training Loss: 0.4112955 ---Validation accuracy:--- 0.913 Validation Loss: 0.31842738
Epoch: 14 ---Training accuracy:--- 0.95 Training Loss: 0.20691717 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3184125
Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.27246863 ---Validation accuracy:--- 0.913 Validation Loss: 0.31854203
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.28640756 ---Validation accuracy:--- 0.914 Validation Loss: 0.31819874
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.40577972 ---Validation accuracy:--- 0.9126 Validation Loss: 0.3183567
Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.42619652 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31836373
Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.30324513 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31809762
Epoch: 14 ---Training accuracy:--- 0.925 Training Loss: 0.31301647 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31808704
Epoch: 14 ---Training accuracy:--- 0.935 Training Loss: 0.1848412 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31782827
Epoch: 14 ---Training accuracy:--- 0.94 Training Loss: 0.19421768 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31769657
Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.30376998 ---Validation accuracy:--- 0.9114 Validation Loss: 0.3181323
Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.33902463 ---Validation accuracy:--- 0.912 Validation Loss: 0.3186756
Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.3814009 ---Validation accuracy:--- 0.912 Validation Loss: 0.31844372
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.32480007 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3181658
Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.42457733 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31835622
Epoch: 14 ---Training accuracy:--- 0.86 Training Loss: 0.42459786 ---Validation accuracy:--- 0.9114 Validation Loss: 0.31927544
Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.24726915 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3192573
Epoch: 14 ---Training accuracy:--- 0.94 Training Loss: 0.22134037 ---Validation accuracy:--- 0.9114 Validation Loss: 0.3189257
Epoch: 14 ---Training accuracy:--- 0.895 Training Loss: 0.33068234 ---Validation accuracy:--- 0.912 Validation Loss: 0.318476
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.28889468 ---Validation accuracy:--- 0.912 Validation Loss: 0.31856933
Epoch: 14 ---Training accuracy:--- 0.865 Training Loss: 0.45331746 ---Validation accuracy:--- 0.913 Validation Loss: 0.31840828
Epoch: 14 ---Training accuracy:--- 0.915 Training Loss: 0.3362478 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31841856
Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.2980623 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3190125
Epoch: 14 ---Training accuracy:--- 0.865 Training Loss: 0.4907191 ---Validation accuracy:--- 0.911 Validation Loss: 0.31912318
Epoch: 14 ---Training accuracy:--- 0.885 Training Loss: 0.43029785 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3182837
Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.3677726 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31803927
Epoch: 14 ---Training accuracy:--- 0.855 Training Loss: 0.4728574 ---Validation accuracy:--- 0.9112 Validation Loss: 0.3184286
Epoch: 14 ---Training accuracy:--- 0.9 Training Loss: 0.35588703 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3181278
Epoch: 14 ---Training accuracy:--- 0.92 Training Loss: 0.27349782 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31825885
Epoch: 14 ---Training accuracy:--- 0.945 Training Loss: 0.21033566 ---Validation accuracy:--- 0.912 Validation Loss: 0.31848934
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.29363146 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31902215
Epoch: 14 ---Training accuracy:--- 0.905 Training Loss: 0.26575106 ---Validation accuracy:--- 0.9112 Validation Loss: 0.318819
Epoch: 14 ---Training accuracy:--- 0.91 Training Loss: 0.31993875 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3185679
Epoch: 14 ---Training accuracy:--- 0.89 Training Loss: 0.3271058 ---Validation accuracy:--- 0.9114 Validation Loss: 0.3183216
Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.44543144 ---Validation accuracy:--- 0.9112 Validation Loss: 0.3188633
Epoch: 15 ---Training accuracy:--- 0.93 Training Loss: 0.23188566 ---Validation accuracy:--- 0.9112 Validation Loss: 0.31833422
Epoch: 15 ---Training accuracy:--- 0.93 Training Loss: 0.25455058 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3190029
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.3563046 ---Validation accuracy:--- 0.9112 Validation Loss: 0.31825835
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.34736302 ---Validation accuracy:--- 0.9112 Validation Loss: 0.31846505
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.31251326 ---Validation accuracy:--- 0.911 Validation Loss: 0.31792504
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.4036956 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3176511
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.37160447 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31784353
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.33841416 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3182365
Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.33582622 ---Validation accuracy:--- 0.912 Validation Loss: 0.31818125
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.31180257 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31798849
Epoch: 15 ---Training accuracy:--- 0.885 Training Loss: 0.39574584 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31788722
Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.38212246 ---Validation accuracy:--- 0.9114 Validation Loss: 0.31817445
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.295413 ---Validation accuracy:--- 0.9126 Validation Loss: 0.3185477
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.28092918 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31851503
Epoch: 15 ---Training accuracy:--- 0.915 Training Loss: 0.32626647 ---Validation accuracy:--- 0.9114 Validation Loss: 0.31918395
Epoch: 15 ---Training accuracy:--- 0.885 Training Loss: 0.40089095 ---Validation accuracy:--- 0.9108 Validation Loss: 0.3185019
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.31944755 ---Validation accuracy:--- 0.9112 Validation Loss: 0.31805575
Epoch: 15 ---Training accuracy:--- 0.885 Training Loss: 0.38722846 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31782755
Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.30170923 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3177938
Epoch: 15 ---Training accuracy:--- 0.915 Training Loss: 0.2971621 ---Validation accuracy:--- 0.912 Validation Loss: 0.31757295
Epoch: 15 ---Training accuracy:--- 0.93 Training Loss: 0.30905333 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3176913
Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.24372461 ---Validation accuracy:--- 0.9112 Validation Loss: 0.3178581
Epoch: 15 ---Training accuracy:--- 0.87 Training Loss: 0.41358992 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31771064
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.39745423 ---Validation accuracy:--- 0.912 Validation Loss: 0.31776288
Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.30700925 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31822821
Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.23108166 ---Validation accuracy:--- 0.9106 Validation Loss: 0.31886312
Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.27893066 ---Validation accuracy:--- 0.9112 Validation Loss: 0.31834483
Epoch: 15 ---Training accuracy:--- 0.93 Training Loss: 0.256947 ---Validation accuracy:--- 0.9112 Validation Loss: 0.31803364
Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.3892608 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31818974
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.34098214 ---Validation accuracy:--- 0.911 Validation Loss: 0.31829903
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.34993035 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31777608
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.43381065 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31764874
Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.28218856 ---Validation accuracy:--- 0.913 Validation Loss: 0.31778175
Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.31756547 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3185792
Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.26392075 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31843278
Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.29587346 ---Validation accuracy:--- 0.914 Validation Loss: 0.3174043
Epoch: 15 ---Training accuracy:--- 0.93 Training Loss: 0.24944706 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31729883
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.3455454 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31776875
Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.408947 ---Validation accuracy:--- 0.9106 Validation Loss: 0.31932124
Epoch: 15 ---Training accuracy:--- 0.935 Training Loss: 0.292388 ---Validation accuracy:--- 0.9106 Validation Loss: 0.31866124
Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.2955591 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31798726
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.32788172 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31842476
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.40052655 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31874985
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.26785603 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31811115
Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.37414786 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31833178
Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.28745613 ---Validation accuracy:--- 0.9104 Validation Loss: 0.3191726
Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.27218348 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31868672
Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.36004364 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31832895
Epoch: 15 ---Training accuracy:--- 0.935 Training Loss: 0.25329837 ---Validation accuracy:--- 0.912 Validation Loss: 0.3178084
Epoch: 15 ---Training accuracy:--- 0.935 Training Loss: 0.28845513 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31706533
Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.29768923 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31718525
Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.4009131 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31801295
Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.2630762 ---Validation accuracy:--- 0.912 Validation Loss: 0.31754276
Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.30257964 ---Validation accuracy:--- 0.913 Validation Loss: 0.31734774
Epoch: 15 ---Training accuracy:--- 0.875 Training Loss: 0.44933143 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31732216
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.3194188 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3174439
Epoch: 15 ---Training accuracy:--- 0.95 Training Loss: 0.22740215 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31730187
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.25624156 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3173045
Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.34082752 ---Validation accuracy:--- 0.9126 Validation Loss: 0.3171945
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.31013674 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31685293
Epoch: 15 ---Training accuracy:--- 0.93 Training Loss: 0.2990447 ---Validation accuracy:--- 0.913 Validation Loss: 0.3165284
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.32282975 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31697237
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.36463693 ---Validation accuracy:--- 0.9114 Validation Loss: 0.31737378
Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.4030654 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3177313
Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.39273593 ---Validation accuracy:--- 0.9112 Validation Loss: 0.3173194
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.34836334 ---Validation accuracy:--- 0.912 Validation Loss: 0.3176039
Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.3025387 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31747517
Epoch: 15 ---Training accuracy:--- 0.915 Training Loss: 0.38064373 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31775197
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.32713798 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31797886
Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.26821744 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31868654
Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.33237708 ---Validation accuracy:--- 0.913 Validation Loss: 0.3177547
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.33537117 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31779468
Epoch: 15 ---Training accuracy:--- 0.945 Training Loss: 0.22199488 ---Validation accuracy:--- 0.9126 Validation Loss: 0.3180048
Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.47531575 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31711498
Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.26885474 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31808513
Epoch: 15 ---Training accuracy:--- 0.865 Training Loss: 0.52939516 ---Validation accuracy:--- 0.9124 Validation Loss: 0.318702
Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.35372484 ---Validation accuracy:--- 0.912 Validation Loss: 0.31813338
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.3797264 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3177357
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.31949148 ---Validation accuracy:--- 0.913 Validation Loss: 0.31681323
Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.43700638 ---Validation accuracy:--- 0.911 Validation Loss: 0.31881538
Epoch: 15 ---Training accuracy:--- 0.915 Training Loss: 0.29466444 ---Validation accuracy:--- 0.912 Validation Loss: 0.3178867
Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.3972461 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3187721
Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.43637908 ---Validation accuracy:--- 0.9106 Validation Loss: 0.31869695
Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.28202853 ---Validation accuracy:--- 0.9102 Validation Loss: 0.31826133
Epoch: 15 ---Training accuracy:--- 0.865 Training Loss: 0.42633435 ---Validation accuracy:--- 0.912 Validation Loss: 0.3171301
Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.33234027 ---Validation accuracy:--- 0.91 Validation Loss: 0.3182369
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.3330995 ---Validation accuracy:--- 0.91 Validation Loss: 0.3189
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.43464738 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31733587
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.3718477 ---Validation accuracy:--- 0.911 Validation Loss: 0.3174708
Epoch: 15 ---Training accuracy:--- 0.935 Training Loss: 0.2205637 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31701967
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.3633167 ---Validation accuracy:--- 0.9124 Validation Loss: 0.318077
Epoch: 15 ---Training accuracy:--- 0.865 Training Loss: 0.4084845 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3192483
Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.32491013 ---Validation accuracy:--- 0.9108 Validation Loss: 0.31797147
Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.3327433 ---Validation accuracy:--- 0.912 Validation Loss: 0.3171816
Epoch: 15 ---Training accuracy:--- 0.875 Training Loss: 0.46088424 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31730452
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.31806883 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3169505
Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.3148332 ---Validation accuracy:--- 0.912 Validation Loss: 0.31661206
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.33249474 ---Validation accuracy:--- 0.913 Validation Loss: 0.3160684
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.29886067 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31600523
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.46358025 ---Validation accuracy:--- 0.914 Validation Loss: 0.31607637
Epoch: 15 ---Training accuracy:--- 0.865 Training Loss: 0.40549514 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31573993
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.32733178 ---Validation accuracy:--- 0.913 Validation Loss: 0.3159468
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.35095844 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31625938
Epoch: 15 ---Training accuracy:--- 0.93 Training Loss: 0.30039605 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31664306
Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.39204887 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31629413
Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.29856044 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31631988
Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.42144805 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31671783
Epoch: 15 ---Training accuracy:--- 0.955 Training Loss: 0.23086639 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31659615
Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.33093983 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3158706
Epoch: 15 ---Training accuracy:--- 0.915 Training Loss: 0.2527916 ---Validation accuracy:--- 0.913 Validation Loss: 0.31632656
Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.32717267 ---Validation accuracy:--- 0.9134 Validation Loss: 0.31609365
Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.34149575 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31596735
Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.26749334 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31604353
Epoch: 15 ---Training accuracy:--- 0.94 Training Loss: 0.27286124 ---Validation accuracy:--- 0.912 Validation Loss: 0.31610256
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.29253995 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3166068
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.3648618 ---Validation accuracy:--- 0.9112 Validation Loss: 0.3162503
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.28573447 ---Validation accuracy:--- 0.9108 Validation Loss: 0.31702814
Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.31742716 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31629908
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.3101704 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31580406
Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.39135548 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31553227
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.4477009 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31584725
Epoch: 15 ---Training accuracy:--- 0.87 Training Loss: 0.36632264 ---Validation accuracy:--- 0.9108 Validation Loss: 0.31649023
Epoch: 15 ---Training accuracy:--- 0.915 Training Loss: 0.34393704 ---Validation accuracy:--- 0.9106 Validation Loss: 0.3169458
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.420804 ---Validation accuracy:--- 0.9108 Validation Loss: 0.31667152
Epoch: 15 ---Training accuracy:--- 0.885 Training Loss: 0.37342775 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3161498
Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.20852067 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31631637
Epoch: 15 ---Training accuracy:--- 0.93 Training Loss: 0.24893638 ---Validation accuracy:--- 0.9118 Validation Loss: 0.3160997
Epoch: 15 ---Training accuracy:--- 0.935 Training Loss: 0.25806525 ---Validation accuracy:--- 0.913 Validation Loss: 0.31580463
Epoch: 15 ---Training accuracy:--- 0.94 Training Loss: 0.2029934 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31556332
Epoch: 15 ---Training accuracy:--- 0.885 Training Loss: 0.46192893 ---Validation accuracy:--- 0.9136 Validation Loss: 0.3150463
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.33049896 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3157601
Epoch: 15 ---Training accuracy:--- 0.87 Training Loss: 0.46126282 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31557998
Epoch: 15 ---Training accuracy:--- 0.885 Training Loss: 0.38367748 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31542432
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.34811842 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3152734
Epoch: 15 ---Training accuracy:--- 0.935 Training Loss: 0.30510658 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31550252
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.43052125 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31514996
Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.31551102 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31504518
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.28211746 ---Validation accuracy:--- 0.9136 Validation Loss: 0.315296
Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.52038085 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31541234
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.36913466 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3151632
Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.40542483 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31542665
Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.3224034 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31559178
Epoch: 15 ---Training accuracy:--- 0.855 Training Loss: 0.45136225 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31587273
Epoch: 15 ---Training accuracy:--- 0.915 Training Loss: 0.2800676 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31601182
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.28729013 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31613585
Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.37539765 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3160938
Epoch: 15 ---Training accuracy:--- 0.95 Training Loss: 0.22808301 ---Validation accuracy:--- 0.913 Validation Loss: 0.31564453
Epoch: 15 ---Training accuracy:--- 0.93 Training Loss: 0.2572455 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3159908
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.30148968 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31557912
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.24401088 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31571
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.27167282 ---Validation accuracy:--- 0.9122 Validation Loss: 0.3159661
Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.29129988 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31573316
Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.37199828 ---Validation accuracy:--- 0.9134 Validation Loss: 0.31537277
Epoch: 15 ---Training accuracy:--- 0.945 Training Loss: 0.25657782 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31507522
Epoch: 15 ---Training accuracy:--- 0.93 Training Loss: 0.21834522 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31547487
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.35443553 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31592226
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.32263747 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31551936
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.31682518 ---Validation accuracy:--- 0.9134 Validation Loss: 0.3154543
Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.39894417 ---Validation accuracy:--- 0.9134 Validation Loss: 0.31567025
Epoch: 15 ---Training accuracy:--- 0.935 Training Loss: 0.32426402 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31646845
Epoch: 15 ---Training accuracy:--- 0.87 Training Loss: 0.3829509 ---Validation accuracy:--- 0.913 Validation Loss: 0.31694737
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.4278804 ---Validation accuracy:--- 0.913 Validation Loss: 0.31654385
Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.22532272 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31685364
Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.26081437 ---Validation accuracy:--- 0.9134 Validation Loss: 0.316071
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.33691528 ---Validation accuracy:--- 0.912 Validation Loss: 0.31704366
Epoch: 15 ---Training accuracy:--- 0.93 Training Loss: 0.2581789 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31721222
Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.35266075 ---Validation accuracy:--- 0.911 Validation Loss: 0.31782344
Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.35638016 ---Validation accuracy:--- 0.91 Validation Loss: 0.31801543
Epoch: 15 ---Training accuracy:--- 0.94 Training Loss: 0.28090885 ---Validation accuracy:--- 0.9114 Validation Loss: 0.3173416
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.40686795 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3174543
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.3551065 ---Validation accuracy:--- 0.911 Validation Loss: 0.31695762
Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.3383071 ---Validation accuracy:--- 0.912 Validation Loss: 0.3166452
Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.3150942 ---Validation accuracy:--- 0.913 Validation Loss: 0.31588864
Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.32505333 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31592655
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.25562873 ---Validation accuracy:--- 0.912 Validation Loss: 0.31570488
Epoch: 15 ---Training accuracy:--- 0.935 Training Loss: 0.292419 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31527686
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.31773147 ---Validation accuracy:--- 0.9136 Validation Loss: 0.3150114
Epoch: 15 ---Training accuracy:--- 0.885 Training Loss: 0.38296643 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31530902
Epoch: 15 ---Training accuracy:--- 0.915 Training Loss: 0.29738897 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3151157
Epoch: 15 ---Training accuracy:--- 0.83 Training Loss: 0.47614878 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31569198
Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.37712964 ---Validation accuracy:--- 0.9132 Validation Loss: 0.315663
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.31799072 ---Validation accuracy:--- 0.9134 Validation Loss: 0.31561974
Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.36025864 ---Validation accuracy:--- 0.913 Validation Loss: 0.31632167
Epoch: 15 ---Training accuracy:--- 0.935 Training Loss: 0.31231588 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31628653
Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.3258281 ---Validation accuracy:--- 0.911 Validation Loss: 0.31742698
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.32431436 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31654012
Epoch: 15 ---Training accuracy:--- 0.915 Training Loss: 0.3077989 ---Validation accuracy:--- 0.9136 Validation Loss: 0.316343
Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.3100938 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31579137
Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.37012714 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31602174
Epoch: 15 ---Training accuracy:--- 0.875 Training Loss: 0.38367072 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31589222
Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.32734108 ---Validation accuracy:--- 0.9148 Validation Loss: 0.315966
Epoch: 15 ---Training accuracy:--- 0.965 Training Loss: 0.18437126 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31611487
Epoch: 15 ---Training accuracy:--- 0.93 Training Loss: 0.24024162 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3152188
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.33904493 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31481534
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.287306 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31410646
Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.26084605 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31430426
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.39553475 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31487733
Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.32728827 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31457415
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.3578583 ---Validation accuracy:--- 0.9116 Validation Loss: 0.31467035
Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.31951535 ---Validation accuracy:--- 0.9134 Validation Loss: 0.31389728
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.30522823 ---Validation accuracy:--- 0.9126 Validation Loss: 0.3146636
Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.25513154 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31453332
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.3353658 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31418827
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.33864677 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31436846
Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.26151252 ---Validation accuracy:--- 0.914 Validation Loss: 0.31438217
Epoch: 15 ---Training accuracy:--- 0.885 Training Loss: 0.39411667 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31418636
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.29881653 ---Validation accuracy:--- 0.9144 Validation Loss: 0.314484
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.3180765 ---Validation accuracy:--- 0.914 Validation Loss: 0.31488854
Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.38511655 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3144328
Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.34667856 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3145798
Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.4434778 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31438658
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.29707476 ---Validation accuracy:--- 0.914 Validation Loss: 0.3146734
Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.27227706 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31479087
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.361089 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31410694
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.2846602 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31408662
Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.33637452 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31401554
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.32200873 ---Validation accuracy:--- 0.9136 Validation Loss: 0.3140329
Epoch: 15 ---Training accuracy:--- 0.885 Training Loss: 0.39875466 ---Validation accuracy:--- 0.913 Validation Loss: 0.31436655
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.32643333 ---Validation accuracy:--- 0.914 Validation Loss: 0.31391764
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.31187198 ---Validation accuracy:--- 0.913 Validation Loss: 0.3145391
Epoch: 15 ---Training accuracy:--- 0.94 Training Loss: 0.24417461 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31429908
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.4200859 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3135672
Epoch: 15 ---Training accuracy:--- 0.915 Training Loss: 0.264187 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31388906
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.42128086 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31383643
Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.39103734 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31476322
Epoch: 15 ---Training accuracy:--- 0.87 Training Loss: 0.39784607 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31371748
Epoch: 15 ---Training accuracy:--- 0.885 Training Loss: 0.43421635 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31342843
Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.40014303 ---Validation accuracy:--- 0.915 Validation Loss: 0.31353563
Epoch: 15 ---Training accuracy:--- 0.95 Training Loss: 0.21651989 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3134721
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.31415132 ---Validation accuracy:--- 0.914 Validation Loss: 0.3134319
Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.3214303 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31383437
Epoch: 15 ---Training accuracy:--- 0.885 Training Loss: 0.39224568 ---Validation accuracy:--- 0.915 Validation Loss: 0.31330892
Epoch: 15 ---Training accuracy:--- 0.875 Training Loss: 0.3707675 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3129742
Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.2598365 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3140492
Epoch: 15 ---Training accuracy:--- 0.945 Training Loss: 0.22908394 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31441647
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.42344594 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31413236
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.29295158 ---Validation accuracy:--- 0.913 Validation Loss: 0.31374335
Epoch: 15 ---Training accuracy:--- 0.915 Training Loss: 0.24470821 ---Validation accuracy:--- 0.9152 Validation Loss: 0.3135736
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.34755382 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31311244
Epoch: 15 ---Training accuracy:--- 0.915 Training Loss: 0.2880557 ---Validation accuracy:--- 0.9152 Validation Loss: 0.3132306
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.34042084 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31314465
Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.257337 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31320265
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.33644474 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31346098
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.28598234 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31338164
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.40402156 ---Validation accuracy:--- 0.9168 Validation Loss: 0.3130452
Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.3189443 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31302616
Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.3078613 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31298366
Epoch: 15 ---Training accuracy:--- 0.88 Training Loss: 0.4156292 ---Validation accuracy:--- 0.915 Validation Loss: 0.3131406
Epoch: 15 ---Training accuracy:--- 0.915 Training Loss: 0.27087334 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31279796
Epoch: 15 ---Training accuracy:--- 0.935 Training Loss: 0.25959912 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31253228
Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.2858001 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31260806
Epoch: 15 ---Training accuracy:--- 0.855 Training Loss: 0.40585923 ---Validation accuracy:--- 0.9158 Validation Loss: 0.31287244
Epoch: 15 ---Training accuracy:--- 0.925 Training Loss: 0.28738463 ---Validation accuracy:--- 0.915 Validation Loss: 0.31254342
Epoch: 15 ---Training accuracy:--- 0.89 Training Loss: 0.32149217 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31304434
Epoch: 15 ---Training accuracy:--- 0.945 Training Loss: 0.28408435 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31308448
Epoch: 15 ---Training accuracy:--- 0.915 Training Loss: 0.36961013 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31295702
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.36197472 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31288716
Epoch: 15 ---Training accuracy:--- 0.885 Training Loss: 0.32244188 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3125708
Epoch: 15 ---Training accuracy:--- 0.865 Training Loss: 0.5470898 ---Validation accuracy:--- 0.9136 Validation Loss: 0.3131144
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.33161098 ---Validation accuracy:--- 0.914 Validation Loss: 0.3129372
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.27785856 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31252354
Epoch: 15 ---Training accuracy:--- 0.93 Training Loss: 0.26941764 ---Validation accuracy:--- 0.915 Validation Loss: 0.31245288
Epoch: 15 ---Training accuracy:--- 0.92 Training Loss: 0.28519756 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3127095
Epoch: 15 ---Training accuracy:--- 0.91 Training Loss: 0.31113067 ---Validation accuracy:--- 0.915 Validation Loss: 0.31286195
Epoch: 15 ---Training accuracy:--- 0.93 Training Loss: 0.28968847 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31277543
Epoch: 15 ---Training accuracy:--- 0.855 Training Loss: 0.56624603 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3135854
Epoch: 15 ---Training accuracy:--- 0.955 Training Loss: 0.18478584 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31315148
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.39691663 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31321424
Epoch: 15 ---Training accuracy:--- 0.895 Training Loss: 0.3478285 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31275845
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.31311244 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31240356
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.33433837 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31253728
Epoch: 15 ---Training accuracy:--- 0.905 Training Loss: 0.30283841 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31277403
Epoch: 15 ---Training accuracy:--- 0.95 Training Loss: 0.21447673 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31259888
Epoch: 15 ---Training accuracy:--- 0.9 Training Loss: 0.33981654 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31261006
Epoch: 16 ---Training accuracy:--- 0.945 Training Loss: 0.32569095 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31277603
Epoch: 16 ---Training accuracy:--- 0.87 Training Loss: 0.36829183 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31306452
Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.24138898 ---Validation accuracy:--- 0.9128 Validation Loss: 0.3128171
Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.2319926 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31302947
Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.2160643 ---Validation accuracy:--- 0.914 Validation Loss: 0.31300315
Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.31751612 ---Validation accuracy:--- 0.914 Validation Loss: 0.3128191
Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.3056649 ---Validation accuracy:--- 0.9136 Validation Loss: 0.3131597
Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.4087884 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31290394
Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.3646232 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3127394
Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.35963073 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31298605
Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.27560657 ---Validation accuracy:--- 0.9124 Validation Loss: 0.31310973
Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.2549291 ---Validation accuracy:--- 0.914 Validation Loss: 0.31272084
Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.30564877 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3131004
Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.25819287 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31416118
Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.36456308 ---Validation accuracy:--- 0.9118 Validation Loss: 0.31396288
Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.35033306 ---Validation accuracy:--- 0.912 Validation Loss: 0.31416363
Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.36477646 ---Validation accuracy:--- 0.9116 Validation Loss: 0.3161253
Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.27014834 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31429005
Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.32700768 ---Validation accuracy:--- 0.912 Validation Loss: 0.31392363
Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.32354462 ---Validation accuracy:--- 0.9122 Validation Loss: 0.31451502
Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.33740693 ---Validation accuracy:--- 0.913 Validation Loss: 0.31394863
Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.33390754 ---Validation accuracy:--- 0.9126 Validation Loss: 0.31372455
Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.34603325 ---Validation accuracy:--- 0.914 Validation Loss: 0.31351572
Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.2936514 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3129616
Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.3812448 ---Validation accuracy:--- 0.914 Validation Loss: 0.31291968
Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.2633897 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3122482
Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.27895534 ---Validation accuracy:--- 0.916 Validation Loss: 0.3117304
Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.3009227 ---Validation accuracy:--- 0.9162 Validation Loss: 0.31166288
Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.31206474 ---Validation accuracy:--- 0.915 Validation Loss: 0.31175548
Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.2913218 ---Validation accuracy:--- 0.9162 Validation Loss: 0.3116023
Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.2666827 ---Validation accuracy:--- 0.9164 Validation Loss: 0.31146654
Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.3662532 ---Validation accuracy:--- 0.9162 Validation Loss: 0.31153986
Epoch: 16 ---Training accuracy:--- 0.945 Training Loss: 0.191704 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31170502
Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.20531498 ---Validation accuracy:--- 0.915 Validation Loss: 0.3118368
Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.32800075 ---Validation accuracy:--- 0.915 Validation Loss: 0.31171325
Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.35512406 ---Validation accuracy:--- 0.915 Validation Loss: 0.31182408
Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.26156774 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31218243
Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.39150268 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31266925
Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.30082262 ---Validation accuracy:--- 0.913 Validation Loss: 0.3133441
Epoch: 16 ---Training accuracy:--- 0.94 Training Loss: 0.22620206 ---Validation accuracy:--- 0.9132 Validation Loss: 0.31292474
Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.30304244 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3131006
Epoch: 16 ---Training accuracy:--- 0.87 Training Loss: 0.38400772 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31248847
Epoch: 16 ---Training accuracy:--- 0.93 Training Loss: 0.26382476 ---Validation accuracy:--- 0.9134 Validation Loss: 0.31268802
Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.3786421 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31286597
Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.32297784 ---Validation accuracy:--- 0.914 Validation Loss: 0.31238267
Epoch: 16 ---Training accuracy:--- 0.93 Training Loss: 0.2410741 ---Validation accuracy:--- 0.914 Validation Loss: 0.31297398
Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.40323308 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3123037
Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.3439176 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31165642
Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.27627698 ---Validation accuracy:--- 0.9146 Validation Loss: 0.3114432
Epoch: 16 ---Training accuracy:--- 0.87 Training Loss: 0.42851794 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31121024
Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.27700168 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3112572
Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.22901557 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31148535
Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.3458649 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31187525
Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.42454803 ---Validation accuracy:--- 0.9134 Validation Loss: 0.31218243
Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.23720287 ---Validation accuracy:--- 0.9136 Validation Loss: 0.312072
Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.30849233 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31140405
Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.284229 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31106263
Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.35148332 ---Validation accuracy:--- 0.914 Validation Loss: 0.3115239
Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.26466903 ---Validation accuracy:--- 0.916 Validation Loss: 0.31172013
Epoch: 16 ---Training accuracy:--- 0.88 Training Loss: 0.3991799 ---Validation accuracy:--- 0.9148 Validation Loss: 0.3123685
Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.27368516 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31243455
Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.22184463 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31289038
Epoch: 16 ---Training accuracy:--- 0.86 Training Loss: 0.38828835 ---Validation accuracy:--- 0.916 Validation Loss: 0.31298727
Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.3112072 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31214407
Epoch: 16 ---Training accuracy:--- 0.95 Training Loss: 0.21243736 ---Validation accuracy:--- 0.916 Validation Loss: 0.31200922
Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.37905952 ---Validation accuracy:--- 0.9144 Validation Loss: 0.3116718
Epoch: 16 ---Training accuracy:--- 0.93 Training Loss: 0.2764868 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31154037
Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.30955315 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31160086
Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.3036958 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31134635
Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.32238743 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31096876
Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.27429333 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31130356
Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.2798749 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31156084
Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.37030074 ---Validation accuracy:--- 0.9152 Validation Loss: 0.3114963
Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.38012597 ---Validation accuracy:--- 0.9168 Validation Loss: 0.3109237
Epoch: 16 ---Training accuracy:--- 0.87 Training Loss: 0.3449226 ---Validation accuracy:--- 0.9168 Validation Loss: 0.31089815
Epoch: 16 ---Training accuracy:--- 0.93 Training Loss: 0.24521434 ---Validation accuracy:--- 0.917 Validation Loss: 0.31052735
Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.28866512 ---Validation accuracy:--- 0.9166 Validation Loss: 0.31044447
Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.37819955 ---Validation accuracy:--- 0.9168 Validation Loss: 0.31035787
Epoch: 16 ---Training accuracy:--- 0.945 Training Loss: 0.2395453 ---Validation accuracy:--- 0.9158 Validation Loss: 0.3105276
Epoch: 16 ---Training accuracy:--- 0.93 Training Loss: 0.25151685 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31071085
Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.39176956 ---Validation accuracy:--- 0.9158 Validation Loss: 0.3108185
Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.32778668 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31065482
Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.35746494 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3106395
Epoch: 16 ---Training accuracy:--- 0.88 Training Loss: 0.41632393 ---Validation accuracy:--- 0.9154 Validation Loss: 0.31074834
Epoch: 16 ---Training accuracy:--- 0.93 Training Loss: 0.25407532 ---Validation accuracy:--- 0.9166 Validation Loss: 0.31058556
Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.2931194 ---Validation accuracy:--- 0.9156 Validation Loss: 0.3109522
Epoch: 16 ---Training accuracy:--- 0.94 Training Loss: 0.22550972 ---Validation accuracy:--- 0.9162 Validation Loss: 0.310674
Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.32123712 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31046867
Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.29870957 ---Validation accuracy:--- 0.9134 Validation Loss: 0.3112065
Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.35431123 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31138617
Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.26771057 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31050643
Epoch: 16 ---Training accuracy:--- 0.84 Training Loss: 0.46327895 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31075987
Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.30988404 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31105736
Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.26916325 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31095755
Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.3552429 ---Validation accuracy:--- 0.914 Validation Loss: 0.31086048
Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.30574307 ---Validation accuracy:--- 0.914 Validation Loss: 0.31145877
Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.31582576 ---Validation accuracy:--- 0.9134 Validation Loss: 0.31177726
Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.32299232 ---Validation accuracy:--- 0.914 Validation Loss: 0.31168506
Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.3179107 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3117877
Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.32757422 ---Validation accuracy:--- 0.9144 Validation Loss: 0.3116328
Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.29981214 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31126308
Epoch: 16 ---Training accuracy:--- 0.88 Training Loss: 0.45313498 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31098637
Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.40207034 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31116894
Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.2574272 ---Validation accuracy:--- 0.9158 Validation Loss: 0.31090066
Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.3600093 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31153193
Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.2826168 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31150004
Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.32981464 ---Validation accuracy:--- 0.9144 Validation Loss: 0.3110308
Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.23288333 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31125367
Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.299752 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31156978
Epoch: 16 ---Training accuracy:--- 0.93 Training Loss: 0.27468544 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31130555
Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.33947715 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31074893
Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.38345557 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31092882
Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.32537103 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31072685
Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.30197167 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31072885
Epoch: 16 ---Training accuracy:--- 0.875 Training Loss: 0.41397217 ---Validation accuracy:--- 0.915 Validation Loss: 0.3111045
Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.31160706 ---Validation accuracy:--- 0.9152 Validation Loss: 0.3114155
Epoch: 16 ---Training accuracy:--- 0.93 Training Loss: 0.31212533 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3104441
Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.3775665 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30981466
Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.28192475 ---Validation accuracy:--- 0.9162 Validation Loss: 0.31004044
Epoch: 16 ---Training accuracy:--- 0.87 Training Loss: 0.3445902 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31021315
Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.3099747 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31039667
Epoch: 16 ---Training accuracy:--- 0.865 Training Loss: 0.5251125 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30995885
Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.2626841 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30979118
Epoch: 16 ---Training accuracy:--- 0.94 Training Loss: 0.23557675 ---Validation accuracy:--- 0.915 Validation Loss: 0.3101581
Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.2724127 ---Validation accuracy:--- 0.9158 Validation Loss: 0.31014535
Epoch: 16 ---Training accuracy:--- 0.93 Training Loss: 0.23721416 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31041214
Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.3345198 ---Validation accuracy:--- 0.9156 Validation Loss: 0.31029692
Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.33138356 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3099082
Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.20855986 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30979547
Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.30176738 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3098438
Epoch: 16 ---Training accuracy:--- 0.875 Training Loss: 0.39735907 ---Validation accuracy:--- 0.9144 Validation Loss: 0.30988014
Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.31022146 ---Validation accuracy:--- 0.915 Validation Loss: 0.31007516
Epoch: 16 ---Training accuracy:--- 0.88 Training Loss: 0.4899244 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30993435
Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.3146084 ---Validation accuracy:--- 0.915 Validation Loss: 0.30978277
Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.35243407 ---Validation accuracy:--- 0.9138 Validation Loss: 0.30991757
Epoch: 16 ---Training accuracy:--- 0.865 Training Loss: 0.45001256 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30973232
Epoch: 16 ---Training accuracy:--- 0.93 Training Loss: 0.29954845 ---Validation accuracy:--- 0.9152 Validation Loss: 0.3098565
Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.36635903 ---Validation accuracy:--- 0.9148 Validation Loss: 0.310016
Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.3432871 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30963162
Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.26717228 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30961704
Epoch: 16 ---Training accuracy:--- 0.93 Training Loss: 0.29892364 ---Validation accuracy:--- 0.9162 Validation Loss: 0.3095456
Epoch: 16 ---Training accuracy:--- 0.88 Training Loss: 0.31566188 ---Validation accuracy:--- 0.915 Validation Loss: 0.31008658
Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.37139452 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31032836
Epoch: 16 ---Training accuracy:--- 0.94 Training Loss: 0.22132567 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31009027
Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.31213 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31095654
Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.3697725 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31172767
Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.3713423 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3115418
Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.33533895 ---Validation accuracy:--- 0.9148 Validation Loss: 0.3117437
Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.30542615 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31177998
Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.2825929 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3115667
Epoch: 16 ---Training accuracy:--- 0.945 Training Loss: 0.28778005 ---Validation accuracy:--- 0.914 Validation Loss: 0.31110018
Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.2864555 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31232023
Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.25420266 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31134507
Epoch: 16 ---Training accuracy:--- 0.945 Training Loss: 0.21810919 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31076804
Epoch: 16 ---Training accuracy:--- 0.94 Training Loss: 0.22401837 ---Validation accuracy:--- 0.9156 Validation Loss: 0.3104423
Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.21568245 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31056252
Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.38427043 ---Validation accuracy:--- 0.914 Validation Loss: 0.31061736
Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.29248622 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3111165
Epoch: 16 ---Training accuracy:--- 0.88 Training Loss: 0.46779472 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31075165
Epoch: 16 ---Training accuracy:--- 0.93 Training Loss: 0.27789298 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31078947
Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.31154242 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31062293
Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.3199463 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31042525
Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.32634765 ---Validation accuracy:--- 0.9142 Validation Loss: 0.31067386
Epoch: 16 ---Training accuracy:--- 0.865 Training Loss: 0.5086953 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31026343
Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.45973098 ---Validation accuracy:--- 0.9146 Validation Loss: 0.31089088
Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.38951638 ---Validation accuracy:--- 0.9146 Validation Loss: 0.3107172
Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.2965991 ---Validation accuracy:--- 0.9136 Validation Loss: 0.31102222
Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.29839164 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3112822
Epoch: 16 ---Training accuracy:--- 0.94 Training Loss: 0.2224352 ---Validation accuracy:--- 0.9132 Validation Loss: 0.3112436
Epoch: 16 ---Training accuracy:--- 0.875 Training Loss: 0.38302696 ---Validation accuracy:--- 0.9144 Validation Loss: 0.31130064
Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.2762389 ---Validation accuracy:--- 0.914 Validation Loss: 0.31114626
Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.34758353 ---Validation accuracy:--- 0.914 Validation Loss: 0.310967
Epoch: 16 ---Training accuracy:--- 0.93 Training Loss: 0.19931522 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31111974
Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.39556548 ---Validation accuracy:--- 0.9128 Validation Loss: 0.31090522
Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.30447856 ---Validation accuracy:--- 0.914 Validation Loss: 0.31014183
Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.28879508 ---Validation accuracy:--- 0.913 Validation Loss: 0.3102231
Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.30890834 ---Validation accuracy:--- 0.9134 Validation Loss: 0.3101594
Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.34817398 ---Validation accuracy:--- 0.9134 Validation Loss: 0.31039017
Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.3015545 ---Validation accuracy:--- 0.9138 Validation Loss: 0.31052062
Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.28889936 ---Validation accuracy:--- 0.9144 Validation Loss: 0.30968556
Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.40709183 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30906498
Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.33471352 ---Validation accuracy:--- 0.916 Validation Loss: 0.3087956
Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.29513055 ---Validation accuracy:--- 0.915 Validation Loss: 0.30960864
Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.3558004 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30920553
Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.3291065 ---Validation accuracy:--- 0.917 Validation Loss: 0.30967346
Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.24325943 ---Validation accuracy:--- 0.9164 Validation Loss: 0.3097083
Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.3789084 ---Validation accuracy:--- 0.9148 Validation Loss: 0.30995148
Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.3877079 ---Validation accuracy:--- 0.915 Validation Loss: 0.3102078
Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.28634217 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31012458
Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.2675333 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30982876
Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.39955142 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30968004
Epoch: 16 ---Training accuracy:--- 0.94 Training Loss: 0.29409805 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30970463
Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.33647737 ---Validation accuracy:--- 0.9152 Validation Loss: 0.31003773
Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.3175393 ---Validation accuracy:--- 0.9148 Validation Loss: 0.31038862
Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.23504323 ---Validation accuracy:--- 0.9146 Validation Loss: 0.3101327
Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.33609712 ---Validation accuracy:--- 0.916 Validation Loss: 0.3095503
Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.26634657 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30946234
Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.38537925 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30930573
Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.2621393 ---Validation accuracy:--- 0.916 Validation Loss: 0.30941445
Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.36474612 ---Validation accuracy:--- 0.915 Validation Loss: 0.30925167
Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.29033926 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30929613
Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.30005798 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30877814
Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.36684293 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30879292
Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.32610223 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30893958
Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.3755947 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30870828
Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.29008198 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30885714
Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.31143582 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3084951
Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.28381497 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30843636
Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.3173997 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30819696
Epoch: 16 ---Training accuracy:--- 0.88 Training Loss: 0.41176862 ---Validation accuracy:--- 0.9172 Validation Loss: 0.3079648
Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.3450723 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30828252
Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.32798102 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30835778
Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.36377388 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30836022
Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.2850796 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30822402
Epoch: 16 ---Training accuracy:--- 0.96 Training Loss: 0.17894116 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30836743
Epoch: 16 ---Training accuracy:--- 0.955 Training Loss: 0.23674484 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30834588
Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.26491222 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30851796
Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.3214283 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30848646
Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.3170108 ---Validation accuracy:--- 0.9162 Validation Loss: 0.308709
Epoch: 16 ---Training accuracy:--- 0.87 Training Loss: 0.3502575 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30863193
Epoch: 16 ---Training accuracy:--- 0.88 Training Loss: 0.3786323 ---Validation accuracy:--- 0.9146 Validation Loss: 0.3090291
Epoch: 16 ---Training accuracy:--- 0.87 Training Loss: 0.44339484 ---Validation accuracy:--- 0.9148 Validation Loss: 0.30873105
Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.332249 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30808797
Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.28557345 ---Validation accuracy:--- 0.9162 Validation Loss: 0.3079661
Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.3517749 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30833444
Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.27058122 ---Validation accuracy:--- 0.9146 Validation Loss: 0.30863726
Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.35439187 ---Validation accuracy:--- 0.915 Validation Loss: 0.3089575
Epoch: 16 ---Training accuracy:--- 0.87 Training Loss: 0.44075385 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30845353
Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.28836784 ---Validation accuracy:--- 0.914 Validation Loss: 0.30875704
Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.34477127 ---Validation accuracy:--- 0.9146 Validation Loss: 0.30863175
Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.32886386 ---Validation accuracy:--- 0.916 Validation Loss: 0.30838048
Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.21552281 ---Validation accuracy:--- 0.9152 Validation Loss: 0.3087201
Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.31128612 ---Validation accuracy:--- 0.9158 Validation Loss: 0.3086476
Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.21898106 ---Validation accuracy:--- 0.9164 Validation Loss: 0.3088223
Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.25956824 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30838516
Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.28279004 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30827153
Epoch: 16 ---Training accuracy:--- 0.94 Training Loss: 0.28606457 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30815852
Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.3659043 ---Validation accuracy:--- 0.917 Validation Loss: 0.30797243
Epoch: 16 ---Training accuracy:--- 0.94 Training Loss: 0.23341422 ---Validation accuracy:--- 0.917 Validation Loss: 0.30798537
Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.2764289 ---Validation accuracy:--- 0.918 Validation Loss: 0.3076132
Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.34240228 ---Validation accuracy:--- 0.917 Validation Loss: 0.30765343
Epoch: 16 ---Training accuracy:--- 0.93 Training Loss: 0.2812361 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3075833
Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.4107125 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30830154
Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.27971306 ---Validation accuracy:--- 0.9162 Validation Loss: 0.3075597
Epoch: 16 ---Training accuracy:--- 0.9 Training Loss: 0.31716228 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30746233
Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.2581897 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30754045
Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.30778486 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30744576
Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.40161362 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30727348
Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.3209546 ---Validation accuracy:--- 0.9152 Validation Loss: 0.3078432
Epoch: 16 ---Training accuracy:--- 0.945 Training Loss: 0.22801739 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30761358
Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.36454514 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30734476
Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.28452578 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30727968
Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.2760953 ---Validation accuracy:--- 0.916 Validation Loss: 0.30735144
Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.32584065 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30765167
Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.3841934 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30835664
Epoch: 16 ---Training accuracy:--- 0.87 Training Loss: 0.42003655 ---Validation accuracy:--- 0.9168 Validation Loss: 0.3079236
Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.3261162 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30922255
Epoch: 16 ---Training accuracy:--- 0.88 Training Loss: 0.39878705 ---Validation accuracy:--- 0.915 Validation Loss: 0.30978778
Epoch: 16 ---Training accuracy:--- 0.935 Training Loss: 0.40293774 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30905238
Epoch: 16 ---Training accuracy:--- 0.95 Training Loss: 0.26998103 ---Validation accuracy:--- 0.9164 Validation Loss: 0.308187
Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.28488612 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30807963
Epoch: 16 ---Training accuracy:--- 0.885 Training Loss: 0.3220545 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30882135
Epoch: 16 ---Training accuracy:--- 0.91 Training Loss: 0.27246767 ---Validation accuracy:--- 0.916 Validation Loss: 0.3088134
Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.356554 ---Validation accuracy:--- 0.9156 Validation Loss: 0.3088222
Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.25293216 ---Validation accuracy:--- 0.9164 Validation Loss: 0.3081171
Epoch: 16 ---Training accuracy:--- 0.89 Training Loss: 0.28954288 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30823052
Epoch: 16 ---Training accuracy:--- 0.915 Training Loss: 0.34123316 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30843097
Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.34959298 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30772802
Epoch: 16 ---Training accuracy:--- 0.925 Training Loss: 0.28296882 ---Validation accuracy:--- 0.917 Validation Loss: 0.30744883
Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.33737242 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30722213
Epoch: 16 ---Training accuracy:--- 0.88 Training Loss: 0.3484191 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30716133
Epoch: 16 ---Training accuracy:--- 0.905 Training Loss: 0.34584945 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30728048
Epoch: 16 ---Training accuracy:--- 0.875 Training Loss: 0.3755237 ---Validation accuracy:--- 0.9152 Validation Loss: 0.3079084
Epoch: 16 ---Training accuracy:--- 0.895 Training Loss: 0.31581447 ---Validation accuracy:--- 0.915 Validation Loss: 0.30873695
Epoch: 16 ---Training accuracy:--- 0.92 Training Loss: 0.34202424 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30813384
Epoch: 17 ---Training accuracy:--- 0.935 Training Loss: 0.2771973 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30869466
Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.28983727 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30770454
Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.25578707 ---Validation accuracy:--- 0.9148 Validation Loss: 0.30824766
Epoch: 17 ---Training accuracy:--- 0.88 Training Loss: 0.34903026 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30762237
Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.3077799 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3078889
Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.29749188 ---Validation accuracy:--- 0.916 Validation Loss: 0.30741492
Epoch: 17 ---Training accuracy:--- 0.94 Training Loss: 0.24724752 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30746186
Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.36318043 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30747202
Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.33553115 ---Validation accuracy:--- 0.915 Validation Loss: 0.30752435
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.29843703 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30726546
Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.305035 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30717692
Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.2533344 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3072566
Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.32564628 ---Validation accuracy:--- 0.917 Validation Loss: 0.30763143
Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.3201674 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30801266
Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.29002362 ---Validation accuracy:--- 0.917 Validation Loss: 0.3075419
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.33890128 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3072154
Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.31823814 ---Validation accuracy:--- 0.916 Validation Loss: 0.30733854
Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.29828575 ---Validation accuracy:--- 0.9156 Validation Loss: 0.3071692
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.3504471 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30673847
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.3791786 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30677187
Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.2971826 ---Validation accuracy:--- 0.9158 Validation Loss: 0.3070538
Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.31026965 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30694267
Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.27503487 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30692127
Epoch: 17 ---Training accuracy:--- 0.86 Training Loss: 0.47214893 ---Validation accuracy:--- 0.916 Validation Loss: 0.3067379
Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.32229918 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30706957
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.3559794 ---Validation accuracy:--- 0.9168 Validation Loss: 0.3070356
Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.36226 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30700174
Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.29992193 ---Validation accuracy:--- 0.918 Validation Loss: 0.30680948
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.28625157 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30721235
Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.30348164 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30716866
Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.28504702 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30746505
Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.38969383 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30659965
Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.26405072 ---Validation accuracy:--- 0.917 Validation Loss: 0.30712748
Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.2726327 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30684575
Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.34059814 ---Validation accuracy:--- 0.9176 Validation Loss: 0.3067035
Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.36858597 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30698472
Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.3257072 ---Validation accuracy:--- 0.918 Validation Loss: 0.30646607
Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.31814802 ---Validation accuracy:--- 0.918 Validation Loss: 0.3061912
Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.3571769 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30608073
Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.38286737 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30660594
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.26700395 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30608928
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.2909497 ---Validation accuracy:--- 0.9178 Validation Loss: 0.3063685
Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.28018177 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30665433
Epoch: 17 ---Training accuracy:--- 0.955 Training Loss: 0.17583764 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30682623
Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.28834143 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30752343
Epoch: 17 ---Training accuracy:--- 0.88 Training Loss: 0.33302107 ---Validation accuracy:--- 0.9158 Validation Loss: 0.3072364
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.30965433 ---Validation accuracy:--- 0.9148 Validation Loss: 0.30823612
Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.3112336 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30715927
Epoch: 17 ---Training accuracy:--- 0.955 Training Loss: 0.23726629 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3069387
Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.24952957 ---Validation accuracy:--- 0.9148 Validation Loss: 0.3074851
Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.2612494 ---Validation accuracy:--- 0.914 Validation Loss: 0.30831024
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.31386912 ---Validation accuracy:--- 0.9128 Validation Loss: 0.30951974
Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.32310584 ---Validation accuracy:--- 0.9144 Validation Loss: 0.30754194
Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.34168342 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30711213
Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.3395232 ---Validation accuracy:--- 0.914 Validation Loss: 0.30874133
Epoch: 17 ---Training accuracy:--- 0.94 Training Loss: 0.26327148 ---Validation accuracy:--- 0.9142 Validation Loss: 0.30823475
Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.39910287 ---Validation accuracy:--- 0.9142 Validation Loss: 0.3082569
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.27847373 ---Validation accuracy:--- 0.914 Validation Loss: 0.3089256
Epoch: 17 ---Training accuracy:--- 0.875 Training Loss: 0.4386646 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30708867
Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.41019672 ---Validation accuracy:--- 0.917 Validation Loss: 0.30606914
Epoch: 17 ---Training accuracy:--- 0.875 Training Loss: 0.3728324 ---Validation accuracy:--- 0.917 Validation Loss: 0.30573526
Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.40257752 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30562803
Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.33912864 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30574888
Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.26114684 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30561727
Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.32775155 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30598775
Epoch: 17 ---Training accuracy:--- 0.945 Training Loss: 0.22213222 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30570227
Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.47780868 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30557796
Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.20165677 ---Validation accuracy:--- 0.917 Validation Loss: 0.30563956
Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.4192324 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30628994
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.28998098 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30611363
Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.301474 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30607256
Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.26549184 ---Validation accuracy:--- 0.9176 Validation Loss: 0.3059701
Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.3226466 ---Validation accuracy:--- 0.918 Validation Loss: 0.30556273
Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.3426596 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30564284
Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.3151007 ---Validation accuracy:--- 0.9178 Validation Loss: 0.3057118
Epoch: 17 ---Training accuracy:--- 0.88 Training Loss: 0.36259285 ---Validation accuracy:--- 0.918 Validation Loss: 0.3050917
Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.26812032 ---Validation accuracy:--- 0.9168 Validation Loss: 0.3051458
Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.338021 ---Validation accuracy:--- 0.9176 Validation Loss: 0.3052828
Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.35326946 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30517924
Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.3536286 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30516493
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.28205425 ---Validation accuracy:--- 0.9176 Validation Loss: 0.3049825
Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.3091068 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30516976
Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.3247918 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30510324
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.29389265 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30509073
Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.34695214 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30526066
Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.36113158 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30552253
Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.24720326 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30602524
Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.34628382 ---Validation accuracy:--- 0.915 Validation Loss: 0.3065132
Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.3456317 ---Validation accuracy:--- 0.917 Validation Loss: 0.3055713
Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.25038812 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30596402
Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.3469426 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30607936
Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.33613762 ---Validation accuracy:--- 0.917 Validation Loss: 0.3056589
Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.32471687 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30616763
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.30625194 ---Validation accuracy:--- 0.917 Validation Loss: 0.30530965
Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.3090719 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30562896
Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.28848612 ---Validation accuracy:--- 0.9172 Validation Loss: 0.3050673
Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.2990142 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30517882
Epoch: 17 ---Training accuracy:--- 0.875 Training Loss: 0.48909 ---Validation accuracy:--- 0.917 Validation Loss: 0.3057697
Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.33673644 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30504107
Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.28721955 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30531594
Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.24852009 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30498508
Epoch: 17 ---Training accuracy:--- 0.85 Training Loss: 0.49039784 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30491835
Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.29543078 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30492812
Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.3353286 ---Validation accuracy:--- 0.918 Validation Loss: 0.30474684
Epoch: 17 ---Training accuracy:--- 0.945 Training Loss: 0.22050045 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30487213
Epoch: 17 ---Training accuracy:--- 0.955 Training Loss: 0.17858253 ---Validation accuracy:--- 0.917 Validation Loss: 0.30497313
Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.3077447 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30516157
Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.3195904 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30504617
Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.29353195 ---Validation accuracy:--- 0.917 Validation Loss: 0.30505797
Epoch: 17 ---Training accuracy:--- 0.875 Training Loss: 0.38451958 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30488214
Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.32501167 ---Validation accuracy:--- 0.9176 Validation Loss: 0.3048758
Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.2546689 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30488342
Epoch: 17 ---Training accuracy:--- 0.935 Training Loss: 0.21943073 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30507573
Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.31901175 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30525312
Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.33945653 ---Validation accuracy:--- 0.917 Validation Loss: 0.30518466
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.31628165 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30521914
Epoch: 17 ---Training accuracy:--- 0.87 Training Loss: 0.37545672 ---Validation accuracy:--- 0.9154 Validation Loss: 0.3057163
Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.32069188 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30590805
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.31311378 ---Validation accuracy:--- 0.916 Validation Loss: 0.30623847
Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.4147461 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3055759
Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.3184345 ---Validation accuracy:--- 0.917 Validation Loss: 0.30513224
Epoch: 17 ---Training accuracy:--- 0.965 Training Loss: 0.18162233 ---Validation accuracy:--- 0.918 Validation Loss: 0.3050286
Epoch: 17 ---Training accuracy:--- 0.96 Training Loss: 0.1799802 ---Validation accuracy:--- 0.9172 Validation Loss: 0.3051479
Epoch: 17 ---Training accuracy:--- 0.94 Training Loss: 0.19714855 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30547747
Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.3641674 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30607697
Epoch: 17 ---Training accuracy:--- 0.85 Training Loss: 0.454482 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30541945
Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.3001025 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30577132
Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.35621387 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30554333
Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.31365958 ---Validation accuracy:--- 0.917 Validation Loss: 0.30535188
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.4125329 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30542943
Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.2882753 ---Validation accuracy:--- 0.9164 Validation Loss: 0.3057832
Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.28118464 ---Validation accuracy:--- 0.917 Validation Loss: 0.30524215
Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.28271642 ---Validation accuracy:--- 0.916 Validation Loss: 0.30566785
Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.38947687 ---Validation accuracy:--- 0.9152 Validation Loss: 0.3058389
Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.41049072 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30483305
Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.25228405 ---Validation accuracy:--- 0.9164 Validation Loss: 0.305102
Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.23600408 ---Validation accuracy:--- 0.9162 Validation Loss: 0.3053148
Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.22154526 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30481333
Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.2653901 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30517852
Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.31862083 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30555955
Epoch: 17 ---Training accuracy:--- 0.945 Training Loss: 0.22502609 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30551532
Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.28879267 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30539975
Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.3285427 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30533877
Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.3773381 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30482343
Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.34209216 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30466807
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.34476045 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30491754
Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.32339776 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30445316
Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.3490876 ---Validation accuracy:--- 0.9184 Validation Loss: 0.3043558
Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.37736106 ---Validation accuracy:--- 0.9188 Validation Loss: 0.304196
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.367218 ---Validation accuracy:--- 0.918 Validation Loss: 0.3041251
Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.3309761 ---Validation accuracy:--- 0.9184 Validation Loss: 0.3043531
Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.32985616 ---Validation accuracy:--- 0.918 Validation Loss: 0.30511293
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.27553928 ---Validation accuracy:--- 0.917 Validation Loss: 0.30479434
Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.37852338 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30567285
Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.3802458 ---Validation accuracy:--- 0.917 Validation Loss: 0.30496064
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.31545103 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30500722
Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.29073876 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30537838
Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.29137585 ---Validation accuracy:--- 0.919 Validation Loss: 0.30463356
Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.31136557 ---Validation accuracy:--- 0.9192 Validation Loss: 0.30480465
Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.24188492 ---Validation accuracy:--- 0.9188 Validation Loss: 0.3045419
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.27752307 ---Validation accuracy:--- 0.919 Validation Loss: 0.30426964
Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.26766562 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30427155
Epoch: 17 ---Training accuracy:--- 0.95 Training Loss: 0.24203023 ---Validation accuracy:--- 0.919 Validation Loss: 0.30425462
Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.37893692 ---Validation accuracy:--- 0.9186 Validation Loss: 0.3047373
Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.2645441 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30477035
Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.3480095 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30476177
Epoch: 17 ---Training accuracy:--- 0.88 Training Loss: 0.43097723 ---Validation accuracy:--- 0.9178 Validation Loss: 0.3043958
Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.3773027 ---Validation accuracy:--- 0.9178 Validation Loss: 0.3044576
Epoch: 17 ---Training accuracy:--- 0.94 Training Loss: 0.28313458 ---Validation accuracy:--- 0.9168 Validation Loss: 0.3050368
Epoch: 17 ---Training accuracy:--- 0.875 Training Loss: 0.46066034 ---Validation accuracy:--- 0.9196 Validation Loss: 0.30439243
Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.30172646 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30475563
Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.24564259 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30443257
Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.36958763 ---Validation accuracy:--- 0.9188 Validation Loss: 0.3041664
Epoch: 17 ---Training accuracy:--- 0.955 Training Loss: 0.21726432 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30432758
Epoch: 17 ---Training accuracy:--- 0.94 Training Loss: 0.23962042 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30489755
Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.32148248 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30456564
Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.31897965 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30432838
Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.34182042 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30408648
Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.29529625 ---Validation accuracy:--- 0.918 Validation Loss: 0.30395663
Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.2053957 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30418944
Epoch: 17 ---Training accuracy:--- 0.875 Training Loss: 0.35175714 ---Validation accuracy:--- 0.918 Validation Loss: 0.30401614
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.3270493 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30380386
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.3312937 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30389258
Epoch: 17 ---Training accuracy:--- 0.875 Training Loss: 0.47907898 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30398998
Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.31354737 ---Validation accuracy:--- 0.916 Validation Loss: 0.30382812
Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.29528362 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30416933
Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.26861754 ---Validation accuracy:--- 0.9162 Validation Loss: 0.3041069
Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.33837944 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30464485
Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.31599227 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30487525
Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.3161124 ---Validation accuracy:--- 0.916 Validation Loss: 0.30442795
Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.26324105 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30403972
Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.2762681 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30468628
Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.4013451 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30441734
Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.34483925 ---Validation accuracy:--- 0.915 Validation Loss: 0.30449367
Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.31759956 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30396813
Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.27296382 ---Validation accuracy:--- 0.917 Validation Loss: 0.30408236
Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.3290242 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30406377
Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.34850144 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30389583
Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.28574193 ---Validation accuracy:--- 0.9174 Validation Loss: 0.3043188
Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.41042793 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30418062
Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.44603455 ---Validation accuracy:--- 0.9168 Validation Loss: 0.3051768
Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.43097836 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30514187
Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.34516522 ---Validation accuracy:--- 0.915 Validation Loss: 0.30609637
Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.4393846 ---Validation accuracy:--- 0.916 Validation Loss: 0.30537498
Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.34340003 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30475107
Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.31973553 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30430648
Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.34216344 ---Validation accuracy:--- 0.9176 Validation Loss: 0.3038044
Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.25083527 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30448082
Epoch: 17 ---Training accuracy:--- 0.865 Training Loss: 0.44332713 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30405948
Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.28099963 ---Validation accuracy:--- 0.9182 Validation Loss: 0.304047
Epoch: 17 ---Training accuracy:--- 0.88 Training Loss: 0.33984384 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30415648
Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.4435746 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30496138
Epoch: 17 ---Training accuracy:--- 0.94 Training Loss: 0.2023139 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30461895
Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.2783498 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30465847
Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.2389098 ---Validation accuracy:--- 0.918 Validation Loss: 0.30435926
Epoch: 17 ---Training accuracy:--- 0.935 Training Loss: 0.23444515 ---Validation accuracy:--- 0.918 Validation Loss: 0.30426735
Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.2538146 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30402172
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.35229805 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3045213
Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.24928528 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3044651
Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.2712376 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30365416
Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.34159896 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30368564
Epoch: 17 ---Training accuracy:--- 0.935 Training Loss: 0.207844 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30342975
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.32573357 ---Validation accuracy:--- 0.9172 Validation Loss: 0.3034128
Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.34754112 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30344516
Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.40318015 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30385914
Epoch: 17 ---Training accuracy:--- 0.94 Training Loss: 0.22460705 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30362576
Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.2438006 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30331177
Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.24037693 ---Validation accuracy:--- 0.917 Validation Loss: 0.3033695
Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.24379297 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30318606
Epoch: 17 ---Training accuracy:--- 0.945 Training Loss: 0.23612858 ---Validation accuracy:--- 0.918 Validation Loss: 0.30288985
Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.32897103 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30286923
Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.2990368 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30310726
Epoch: 17 ---Training accuracy:--- 0.94 Training Loss: 0.25274026 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30313239
Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.26512772 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30335283
Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.24393475 ---Validation accuracy:--- 0.918 Validation Loss: 0.30300736
Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.3925194 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30309385
Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.37322986 ---Validation accuracy:--- 0.9174 Validation Loss: 0.3029416
Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.28959435 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30267185
Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.3275373 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30311513
Epoch: 17 ---Training accuracy:--- 0.96 Training Loss: 0.16301674 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30323398
Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.28746936 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30296087
Epoch: 17 ---Training accuracy:--- 0.885 Training Loss: 0.35895234 ---Validation accuracy:--- 0.9174 Validation Loss: 0.3033503
Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.31758866 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30426592
Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.36763203 ---Validation accuracy:--- 0.9154 Validation Loss: 0.30406737
Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.4078688 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3034587
Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.39339942 ---Validation accuracy:--- 0.9174 Validation Loss: 0.3032257
Epoch: 17 ---Training accuracy:--- 0.935 Training Loss: 0.19662686 ---Validation accuracy:--- 0.918 Validation Loss: 0.3031516
Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.24925578 ---Validation accuracy:--- 0.9194 Validation Loss: 0.30288005
Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.3103799 ---Validation accuracy:--- 0.918 Validation Loss: 0.30299753
Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.30047125 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30300918
Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.25260267 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30356395
Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.30781183 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30279693
Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.32208592 ---Validation accuracy:--- 0.9168 Validation Loss: 0.302584
Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.29513678 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30244845
Epoch: 17 ---Training accuracy:--- 0.865 Training Loss: 0.4626721 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3027659
Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.3317727 ---Validation accuracy:--- 0.917 Validation Loss: 0.30324253
Epoch: 17 ---Training accuracy:--- 0.945 Training Loss: 0.22605492 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30306125
Epoch: 17 ---Training accuracy:--- 0.91 Training Loss: 0.3209374 ---Validation accuracy:--- 0.916 Validation Loss: 0.30347872
Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.30138597 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30362764
Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.28893155 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30330023
Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.4380407 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30326054
Epoch: 17 ---Training accuracy:--- 0.89 Training Loss: 0.32420418 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30345938
Epoch: 17 ---Training accuracy:--- 0.9 Training Loss: 0.37792188 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30321327
Epoch: 17 ---Training accuracy:--- 0.935 Training Loss: 0.21915025 ---Validation accuracy:--- 0.917 Validation Loss: 0.3035806
Epoch: 17 ---Training accuracy:--- 0.925 Training Loss: 0.26133987 ---Validation accuracy:--- 0.9174 Validation Loss: 0.3041589
Epoch: 17 ---Training accuracy:--- 0.92 Training Loss: 0.31238517 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30398875
Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.37765282 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30335173
Epoch: 17 ---Training accuracy:--- 0.86 Training Loss: 0.39860415 ---Validation accuracy:--- 0.9182 Validation Loss: 0.3031966
Epoch: 17 ---Training accuracy:--- 0.895 Training Loss: 0.37147725 ---Validation accuracy:--- 0.9178 Validation Loss: 0.3032037
Epoch: 17 ---Training accuracy:--- 0.93 Training Loss: 0.26267996 ---Validation accuracy:--- 0.9182 Validation Loss: 0.3035501
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.2657108 ---Validation accuracy:--- 0.918 Validation Loss: 0.30372253
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.3097057 ---Validation accuracy:--- 0.917 Validation Loss: 0.30397055
Epoch: 17 ---Training accuracy:--- 0.915 Training Loss: 0.2786566 ---Validation accuracy:--- 0.9164 Validation Loss: 0.3044388
Epoch: 17 ---Training accuracy:--- 0.905 Training Loss: 0.35349095 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3045733
Epoch: 17 ---Training accuracy:--- 0.935 Training Loss: 0.31696537 ---Validation accuracy:--- 0.9158 Validation Loss: 0.303789
Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.3178689 ---Validation accuracy:--- 0.916 Validation Loss: 0.30431676
Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.30093056 ---Validation accuracy:--- 0.9156 Validation Loss: 0.3036347
Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.25057778 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30283874
Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.3876892 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30281532
Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.323201 ---Validation accuracy:--- 0.918 Validation Loss: 0.30209452
Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.28455058 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30247405
Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.37625435 ---Validation accuracy:--- 0.917 Validation Loss: 0.30266026
Epoch: 18 ---Training accuracy:--- 0.94 Training Loss: 0.19501258 ---Validation accuracy:--- 0.9178 Validation Loss: 0.3024468
Epoch: 18 ---Training accuracy:--- 0.875 Training Loss: 0.40801385 ---Validation accuracy:--- 0.9174 Validation Loss: 0.3027997
Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.2797881 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30282813
Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.2800888 ---Validation accuracy:--- 0.918 Validation Loss: 0.3027275
Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.36044478 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30266657
Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.2718165 ---Validation accuracy:--- 0.9164 Validation Loss: 0.30294496
Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.28708524 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30304903
Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.46513355 ---Validation accuracy:--- 0.9174 Validation Loss: 0.3025963
Epoch: 18 ---Training accuracy:--- 0.945 Training Loss: 0.29284954 ---Validation accuracy:--- 0.9172 Validation Loss: 0.3029598
Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.51732904 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30402443
Epoch: 18 ---Training accuracy:--- 0.89 Training Loss: 0.38927773 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30365583
Epoch: 18 ---Training accuracy:--- 0.89 Training Loss: 0.32947513 ---Validation accuracy:--- 0.917 Validation Loss: 0.30350497
Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.27730262 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30372953
Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.3080212 ---Validation accuracy:--- 0.9156 Validation Loss: 0.3033549
Epoch: 18 ---Training accuracy:--- 0.85 Training Loss: 0.5458905 ---Validation accuracy:--- 0.917 Validation Loss: 0.3030146
Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.24157004 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30248845
Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.38709298 ---Validation accuracy:--- 0.918 Validation Loss: 0.3023875
Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.3099743 ---Validation accuracy:--- 0.917 Validation Loss: 0.30298954
Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.31169415 ---Validation accuracy:--- 0.917 Validation Loss: 0.3030521
Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.23822328 ---Validation accuracy:--- 0.918 Validation Loss: 0.30341706
Epoch: 18 ---Training accuracy:--- 0.94 Training Loss: 0.23717396 ---Validation accuracy:--- 0.9178 Validation Loss: 0.3026212
Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.27536458 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30204844
Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.27904165 ---Validation accuracy:--- 0.9178 Validation Loss: 0.3020964
Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.32709867 ---Validation accuracy:--- 0.9184 Validation Loss: 0.30166712
Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.30879468 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30185914
Epoch: 18 ---Training accuracy:--- 0.87 Training Loss: 0.32438964 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30196294
Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.29791412 ---Validation accuracy:--- 0.917 Validation Loss: 0.30238247
Epoch: 18 ---Training accuracy:--- 0.88 Training Loss: 0.3818748 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30205834
Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.23119003 ---Validation accuracy:--- 0.9186 Validation Loss: 0.3016794
Epoch: 18 ---Training accuracy:--- 0.865 Training Loss: 0.4224289 ---Validation accuracy:--- 0.9186 Validation Loss: 0.3015664
Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.27953103 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30180854
Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.2881279 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30192176
Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.34769973 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30212584
Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.35167354 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30226642
Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.33790183 ---Validation accuracy:--- 0.9172 Validation Loss: 0.3018679
Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.36413047 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30270416
Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.3048757 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30327246
Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.29201692 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30245465
Epoch: 18 ---Training accuracy:--- 0.89 Training Loss: 0.33770904 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30179513
Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.38205868 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30205712
Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.30285847 ---Validation accuracy:--- 0.9192 Validation Loss: 0.3021222
Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.2960524 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30246326
Epoch: 18 ---Training accuracy:--- 0.855 Training Loss: 0.40801984 ---Validation accuracy:--- 0.9194 Validation Loss: 0.30239153
Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.2787639 ---Validation accuracy:--- 0.9198 Validation Loss: 0.30216163
Epoch: 18 ---Training accuracy:--- 0.95 Training Loss: 0.18081108 ---Validation accuracy:--- 0.919 Validation Loss: 0.30207595
Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.28426787 ---Validation accuracy:--- 0.9194 Validation Loss: 0.3017648
Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.35918492 ---Validation accuracy:--- 0.919 Validation Loss: 0.3017544
Epoch: 18 ---Training accuracy:--- 0.945 Training Loss: 0.26341626 ---Validation accuracy:--- 0.9198 Validation Loss: 0.30183446
Epoch: 18 ---Training accuracy:--- 0.935 Training Loss: 0.2280437 ---Validation accuracy:--- 0.9194 Validation Loss: 0.3020542
Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.23886578 ---Validation accuracy:--- 0.9204 Validation Loss: 0.30173653
Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.33242378 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30317676
Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.3567014 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30254078
Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.35144314 ---Validation accuracy:--- 0.9176 Validation Loss: 0.3026605
Epoch: 18 ---Training accuracy:--- 0.875 Training Loss: 0.450924 ---Validation accuracy:--- 0.918 Validation Loss: 0.30240342
Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.34077218 ---Validation accuracy:--- 0.9192 Validation Loss: 0.3020129
Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.34592837 ---Validation accuracy:--- 0.92 Validation Loss: 0.30190313
Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.35612887 ---Validation accuracy:--- 0.9196 Validation Loss: 0.3018698
Epoch: 18 ---Training accuracy:--- 0.875 Training Loss: 0.3450681 ---Validation accuracy:--- 0.9196 Validation Loss: 0.3020124
Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.33656093 ---Validation accuracy:--- 0.9206 Validation Loss: 0.30215982
Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.25076577 ---Validation accuracy:--- 0.92 Validation Loss: 0.3019435
Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.25658557 ---Validation accuracy:--- 0.9196 Validation Loss: 0.30169725
Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.32852864 ---Validation accuracy:--- 0.9202 Validation Loss: 0.30198932
Epoch: 18 ---Training accuracy:--- 0.94 Training Loss: 0.24441515 ---Validation accuracy:--- 0.9198 Validation Loss: 0.3020744
Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.2584347 ---Validation accuracy:--- 0.9192 Validation Loss: 0.30249873
Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.2754607 ---Validation accuracy:--- 0.919 Validation Loss: 0.30221787
Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.33185753 ---Validation accuracy:--- 0.9204 Validation Loss: 0.3012165
Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.37395608 ---Validation accuracy:--- 0.92 Validation Loss: 0.30135268
Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.30396566 ---Validation accuracy:--- 0.9194 Validation Loss: 0.30156842
Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.29498908 ---Validation accuracy:--- 0.92 Validation Loss: 0.3014842
Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.25000614 ---Validation accuracy:--- 0.919 Validation Loss: 0.30173045
Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.2964746 ---Validation accuracy:--- 0.9192 Validation Loss: 0.30164668
Epoch: 18 ---Training accuracy:--- 0.94 Training Loss: 0.2175537 ---Validation accuracy:--- 0.9194 Validation Loss: 0.30161113
Epoch: 18 ---Training accuracy:--- 0.945 Training Loss: 0.23181629 ---Validation accuracy:--- 0.9188 Validation Loss: 0.30171543
Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.33178374 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30187675
Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.26276457 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30290702
Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.3040782 ---Validation accuracy:--- 0.919 Validation Loss: 0.30310532
Epoch: 18 ---Training accuracy:--- 0.89 Training Loss: 0.33657563 ---Validation accuracy:--- 0.9194 Validation Loss: 0.30159318
Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.33823395 ---Validation accuracy:--- 0.9194 Validation Loss: 0.30156454
Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.3235343 ---Validation accuracy:--- 0.92 Validation Loss: 0.30163315
Epoch: 18 ---Training accuracy:--- 0.89 Training Loss: 0.3602795 ---Validation accuracy:--- 0.9202 Validation Loss: 0.30173144
Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.29062566 ---Validation accuracy:--- 0.9198 Validation Loss: 0.30167183
Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.31844538 ---Validation accuracy:--- 0.92 Validation Loss: 0.30157
Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.2845205 ---Validation accuracy:--- 0.9212 Validation Loss: 0.30133373
Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.28945374 ---Validation accuracy:--- 0.9202 Validation Loss: 0.30133376
Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.4087249 ---Validation accuracy:--- 0.9206 Validation Loss: 0.3010862
Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.32541093 ---Validation accuracy:--- 0.9196 Validation Loss: 0.30149403
Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.32278264 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30203795
Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.21308361 ---Validation accuracy:--- 0.9184 Validation Loss: 0.3019398
Epoch: 18 ---Training accuracy:--- 0.865 Training Loss: 0.497043 ---Validation accuracy:--- 0.9192 Validation Loss: 0.30138656
Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.38021886 ---Validation accuracy:--- 0.9196 Validation Loss: 0.30139366
Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.27265906 ---Validation accuracy:--- 0.919 Validation Loss: 0.30147147
Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.35856283 ---Validation accuracy:--- 0.918 Validation Loss: 0.30210346
Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.34705245 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30218235
Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.36990747 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30221403
Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.29879308 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30218455
Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.31139103 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30208212
Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.32315204 ---Validation accuracy:--- 0.9178 Validation Loss: 0.3027129
Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.32459843 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30244932
Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.34321222 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30173272
Epoch: 18 ---Training accuracy:--- 0.89 Training Loss: 0.39757332 ---Validation accuracy:--- 0.918 Validation Loss: 0.30165857
Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.39675552 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30239603
Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.24706604 ---Validation accuracy:--- 0.9174 Validation Loss: 0.3020624
Epoch: 18 ---Training accuracy:--- 0.935 Training Loss: 0.2279842 ---Validation accuracy:--- 0.9174 Validation Loss: 0.3022195
Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.26624185 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30184835
Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.36427048 ---Validation accuracy:--- 0.9166 Validation Loss: 0.3026184
Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.35927185 ---Validation accuracy:--- 0.9186 Validation Loss: 0.3022567
Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.28759584 ---Validation accuracy:--- 0.918 Validation Loss: 0.30203673
Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.23917393 ---Validation accuracy:--- 0.9178 Validation Loss: 0.30249003
Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.3153797 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30282336
Epoch: 18 ---Training accuracy:--- 0.88 Training Loss: 0.37587264 ---Validation accuracy:--- 0.9188 Validation Loss: 0.30226582
Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.42418754 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30248955
Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.34870335 ---Validation accuracy:--- 0.9176 Validation Loss: 0.30325717
Epoch: 18 ---Training accuracy:--- 0.94 Training Loss: 0.20397049 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30264238
Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.25993833 ---Validation accuracy:--- 0.9162 Validation Loss: 0.30373868
Epoch: 18 ---Training accuracy:--- 0.935 Training Loss: 0.232224 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30272424
Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.32977164 ---Validation accuracy:--- 0.9188 Validation Loss: 0.3020856
Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.2696569 ---Validation accuracy:--- 0.9194 Validation Loss: 0.30196664
Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.31358892 ---Validation accuracy:--- 0.919 Validation Loss: 0.30175978
Epoch: 18 ---Training accuracy:--- 0.875 Training Loss: 0.47104874 ---Validation accuracy:--- 0.9194 Validation Loss: 0.30180082
Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.30926466 ---Validation accuracy:--- 0.9188 Validation Loss: 0.3018882
Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.2910326 ---Validation accuracy:--- 0.918 Validation Loss: 0.30269054
Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.33656296 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30260712
Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.3053186 ---Validation accuracy:--- 0.9188 Validation Loss: 0.30145824
Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.3156081 ---Validation accuracy:--- 0.9194 Validation Loss: 0.30142206
Epoch: 18 ---Training accuracy:--- 0.935 Training Loss: 0.27925625 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30179918
Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.21303253 ---Validation accuracy:--- 0.919 Validation Loss: 0.3016899
Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.23612113 ---Validation accuracy:--- 0.919 Validation Loss: 0.30161884
Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.32469139 ---Validation accuracy:--- 0.919 Validation Loss: 0.30115247
Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.31533775 ---Validation accuracy:--- 0.9186 Validation Loss: 0.3015103
Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.40264103 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30180582
Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.3520317 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30215797
Epoch: 18 ---Training accuracy:--- 0.875 Training Loss: 0.4077192 ---Validation accuracy:--- 0.9168 Validation Loss: 0.30291396
Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.328361 ---Validation accuracy:--- 0.9166 Validation Loss: 0.30323514
Epoch: 18 ---Training accuracy:--- 0.94 Training Loss: 0.22901823 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30379272
Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.32651103 ---Validation accuracy:--- 0.9158 Validation Loss: 0.30350554
Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.2594957 ---Validation accuracy:--- 0.917 Validation Loss: 0.30286333
Epoch: 18 ---Training accuracy:--- 0.94 Training Loss: 0.23861931 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30201584
Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.27321395 ---Validation accuracy:--- 0.919 Validation Loss: 0.30107123
Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.28204075 ---Validation accuracy:--- 0.9186 Validation Loss: 0.30090135
Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.35241258 ---Validation accuracy:--- 0.9188 Validation Loss: 0.30119014
Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.28507674 ---Validation accuracy:--- 0.9188 Validation Loss: 0.30120263
Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.3635272 ---Validation accuracy:--- 0.919 Validation Loss: 0.30123758
Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.3224654 ---Validation accuracy:--- 0.9194 Validation Loss: 0.30094326
Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.31554973 ---Validation accuracy:--- 0.9188 Validation Loss: 0.30115914
Epoch: 18 ---Training accuracy:--- 0.935 Training Loss: 0.24390107 ---Validation accuracy:--- 0.919 Validation Loss: 0.3008912
Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.2985208 ---Validation accuracy:--- 0.9192 Validation Loss: 0.3006213
Epoch: 18 ---Training accuracy:--- 0.89 Training Loss: 0.36106956 ---Validation accuracy:--- 0.919 Validation Loss: 0.30042535
Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.22120471 ---Validation accuracy:--- 0.9198 Validation Loss: 0.30033574
Epoch: 18 ---Training accuracy:--- 0.89 Training Loss: 0.33773762 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2998636
Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.36138615 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29994428
Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.37473947 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29991975
Epoch: 18 ---Training accuracy:--- 0.865 Training Loss: 0.41574302 ---Validation accuracy:--- 0.92 Validation Loss: 0.2999031
Epoch: 18 ---Training accuracy:--- 0.88 Training Loss: 0.3967099 ---Validation accuracy:--- 0.9198 Validation Loss: 0.30006978
Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.2933111 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2997733
Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.34220514 ---Validation accuracy:--- 0.9194 Validation Loss: 0.3004282
Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.30634445 ---Validation accuracy:--- 0.92 Validation Loss: 0.30058604
Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.2694688 ---Validation accuracy:--- 0.9198 Validation Loss: 0.3001599
Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.2538134 ---Validation accuracy:--- 0.9202 Validation Loss: 0.30067325
Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.32566842 ---Validation accuracy:--- 0.9196 Validation Loss: 0.30074865
Epoch: 18 ---Training accuracy:--- 0.89 Training Loss: 0.38469064 ---Validation accuracy:--- 0.9192 Validation Loss: 0.3014069
Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.34522906 ---Validation accuracy:--- 0.9196 Validation Loss: 0.30069855
Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.28715295 ---Validation accuracy:--- 0.9202 Validation Loss: 0.30073082
Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.27826017 ---Validation accuracy:--- 0.9204 Validation Loss: 0.30044377
Epoch: 18 ---Training accuracy:--- 0.94 Training Loss: 0.24004343 ---Validation accuracy:--- 0.9206 Validation Loss: 0.30025923
Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.38652408 ---Validation accuracy:--- 0.9198 Validation Loss: 0.30088294
Epoch: 18 ---Training accuracy:--- 0.935 Training Loss: 0.23371719 ---Validation accuracy:--- 0.9198 Validation Loss: 0.300759
Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.34105027 ---Validation accuracy:--- 0.9198 Validation Loss: 0.30094817
Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.38310558 ---Validation accuracy:--- 0.9206 Validation Loss: 0.30093443
Epoch: 18 ---Training accuracy:--- 0.89 Training Loss: 0.3407183 ---Validation accuracy:--- 0.919 Validation Loss: 0.30070534
Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.2629782 ---Validation accuracy:--- 0.9188 Validation Loss: 0.30111855
Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.26642773 ---Validation accuracy:--- 0.92 Validation Loss: 0.3002403
Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.43203273 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29981664
Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.45045212 ---Validation accuracy:--- 0.9192 Validation Loss: 0.30005366
Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.32669786 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29977316
Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.3137222 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29946584
Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.33524498 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29929087
Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.34376004 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29949385
Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.3054037 ---Validation accuracy:--- 0.92 Validation Loss: 0.29974112
Epoch: 18 ---Training accuracy:--- 0.875 Training Loss: 0.31316966 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29999906
Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.26457456 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29940358
Epoch: 18 ---Training accuracy:--- 0.89 Training Loss: 0.33859372 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29949257
Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.3021042 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2991494
Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.25704393 ---Validation accuracy:--- 0.92 Validation Loss: 0.29900822
Epoch: 18 ---Training accuracy:--- 0.94 Training Loss: 0.2616558 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29887435
Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.26222676 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29886144
Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.3815772 ---Validation accuracy:--- 0.92 Validation Loss: 0.298998
Epoch: 18 ---Training accuracy:--- 0.94 Training Loss: 0.25407666 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29885268
Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.38271493 ---Validation accuracy:--- 0.919 Validation Loss: 0.2989833
Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.40285388 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29895833
Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.34677428 ---Validation accuracy:--- 0.92 Validation Loss: 0.299073
Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.27289346 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29932743
Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.32692906 ---Validation accuracy:--- 0.919 Validation Loss: 0.29960132
Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.29162717 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29967114
Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.26875567 ---Validation accuracy:--- 0.92 Validation Loss: 0.2991393
Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.40658623 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29918277
Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.29965267 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29947495
Epoch: 18 ---Training accuracy:--- 0.935 Training Loss: 0.21597904 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29955307
Epoch: 18 ---Training accuracy:--- 0.89 Training Loss: 0.3081021 ---Validation accuracy:--- 0.919 Validation Loss: 0.29970646
Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.23706722 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29994482
Epoch: 18 ---Training accuracy:--- 0.945 Training Loss: 0.21169937 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29939523
Epoch: 18 ---Training accuracy:--- 0.935 Training Loss: 0.24734409 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2995343
Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.32967964 ---Validation accuracy:--- 0.921 Validation Loss: 0.2993741
Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.28279793 ---Validation accuracy:--- 0.92 Validation Loss: 0.2995303
Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.2884404 ---Validation accuracy:--- 0.9194 Validation Loss: 0.2999088
Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.31786612 ---Validation accuracy:--- 0.9198 Validation Loss: 0.30081138
Epoch: 18 ---Training accuracy:--- 0.89 Training Loss: 0.35562736 ---Validation accuracy:--- 0.919 Validation Loss: 0.29992968
Epoch: 18 ---Training accuracy:--- 0.945 Training Loss: 0.21890756 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2991081
Epoch: 18 ---Training accuracy:--- 0.88 Training Loss: 0.52653396 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29881513
Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.2761918 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2987368
Epoch: 18 ---Training accuracy:--- 0.935 Training Loss: 0.2133041 ---Validation accuracy:--- 0.92 Validation Loss: 0.29875204
Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.34239814 ---Validation accuracy:--- 0.9192 Validation Loss: 0.2989447
Epoch: 18 ---Training accuracy:--- 0.875 Training Loss: 0.3455858 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29895815
Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.25783393 ---Validation accuracy:--- 0.92 Validation Loss: 0.29906788
Epoch: 18 ---Training accuracy:--- 0.945 Training Loss: 0.20769604 ---Validation accuracy:--- 0.9194 Validation Loss: 0.299564
Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.36940864 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29940972
Epoch: 18 ---Training accuracy:--- 0.865 Training Loss: 0.4764009 ---Validation accuracy:--- 0.9192 Validation Loss: 0.2995
Epoch: 18 ---Training accuracy:--- 0.86 Training Loss: 0.39715523 ---Validation accuracy:--- 0.9172 Validation Loss: 0.30037767
Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.2797843 ---Validation accuracy:--- 0.9178 Validation Loss: 0.3006656
Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.28245398 ---Validation accuracy:--- 0.9184 Validation Loss: 0.3000189
Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.2984567 ---Validation accuracy:--- 0.9152 Validation Loss: 0.30204064
Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.2666096 ---Validation accuracy:--- 0.9168 Validation Loss: 0.3019317
Epoch: 18 ---Training accuracy:--- 0.935 Training Loss: 0.21860749 ---Validation accuracy:--- 0.9156 Validation Loss: 0.30262852
Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.31694093 ---Validation accuracy:--- 0.9182 Validation Loss: 0.3007015
Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.29882663 ---Validation accuracy:--- 0.9174 Validation Loss: 0.30004653
Epoch: 18 ---Training accuracy:--- 0.89 Training Loss: 0.35439032 ---Validation accuracy:--- 0.9174 Validation Loss: 0.3003647
Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.34356853 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29968962
Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.32905248 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29990992
Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.2682449 ---Validation accuracy:--- 0.9198 Validation Loss: 0.299166
Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.3291383 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2988332
Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.29102594 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29862133
Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.30289504 ---Validation accuracy:--- 0.92 Validation Loss: 0.29876718
Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.30282822 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29890886
Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.2671711 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29879767
Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.27704525 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29888338
Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.34013024 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2992283
Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.29662332 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29893783
Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.22554915 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2986728
Epoch: 18 ---Training accuracy:--- 0.925 Training Loss: 0.2771642 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29901713
Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.37171417 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29903692
Epoch: 18 ---Training accuracy:--- 0.9 Training Loss: 0.31058106 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29887274
Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.3255954 ---Validation accuracy:--- 0.92 Validation Loss: 0.29843926
Epoch: 18 ---Training accuracy:--- 0.88 Training Loss: 0.39977974 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29836988
Epoch: 18 ---Training accuracy:--- 0.95 Training Loss: 0.17656776 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29836416
Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.2919266 ---Validation accuracy:--- 0.9192 Validation Loss: 0.298353
Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.29972327 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2985247
Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.27451098 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29838693
Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.23676483 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29826984
Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.24811439 ---Validation accuracy:--- 0.9184 Validation Loss: 0.298977
Epoch: 18 ---Training accuracy:--- 0.945 Training Loss: 0.220462 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2993783
Epoch: 18 ---Training accuracy:--- 0.935 Training Loss: 0.2975906 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29843876
Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.36014542 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29882562
Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.21864201 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29892913
Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.29180664 ---Validation accuracy:--- 0.92 Validation Loss: 0.2985726
Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.2719196 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29901707
Epoch: 18 ---Training accuracy:--- 0.905 Training Loss: 0.3161729 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29912153
Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.2616692 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29913324
Epoch: 18 ---Training accuracy:--- 0.92 Training Loss: 0.31001484 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2986193
Epoch: 18 ---Training accuracy:--- 0.93 Training Loss: 0.28001225 ---Validation accuracy:--- 0.9194 Validation Loss: 0.2987901
Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.41552007 ---Validation accuracy:--- 0.9192 Validation Loss: 0.2987927
Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.3561536 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29878643
Epoch: 18 ---Training accuracy:--- 0.91 Training Loss: 0.25800323 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29907885
Epoch: 18 ---Training accuracy:--- 0.885 Training Loss: 0.34120995 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29849252
Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.28773415 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29873946
Epoch: 18 ---Training accuracy:--- 0.95 Training Loss: 0.19758192 ---Validation accuracy:--- 0.9202 Validation Loss: 0.298695
Epoch: 18 ---Training accuracy:--- 0.895 Training Loss: 0.31808475 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29895896
Epoch: 18 ---Training accuracy:--- 0.945 Training Loss: 0.2087888 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29861146
Epoch: 18 ---Training accuracy:--- 0.915 Training Loss: 0.28699684 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2991046
Epoch: 18 ---Training accuracy:--- 0.88 Training Loss: 0.35910293 ---Validation accuracy:--- 0.92 Validation Loss: 0.29882047
Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.31348464 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29886532
Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.39154097 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29893216
Epoch: 19 ---Training accuracy:--- 0.95 Training Loss: 0.28676358 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29908496
Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.22223663 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29848745
Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.34520662 ---Validation accuracy:--- 0.9194 Validation Loss: 0.298932
Epoch: 19 ---Training accuracy:--- 0.885 Training Loss: 0.4519994 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29863515
Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.2721327 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29910365
Epoch: 19 ---Training accuracy:--- 0.875 Training Loss: 0.47646004 ---Validation accuracy:--- 0.9182 Validation Loss: 0.30009288
Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.31897384 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29948553
Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.23442116 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29944122
Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.28654265 ---Validation accuracy:--- 0.9166 Validation Loss: 0.2995605
Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.2848264 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29958975
Epoch: 19 ---Training accuracy:--- 0.95 Training Loss: 0.2807751 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29884657
Epoch: 19 ---Training accuracy:--- 0.865 Training Loss: 0.3314633 ---Validation accuracy:--- 0.9188 Validation Loss: 0.298558
Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.34239239 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29855537
Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.21845445 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29824385
Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.32954895 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29866198
Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.23936993 ---Validation accuracy:--- 0.9174 Validation Loss: 0.29943067
Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.3085312 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29903966
Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.4524618 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29909194
Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.28509155 ---Validation accuracy:--- 0.918 Validation Loss: 0.2984696
Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.2865139 ---Validation accuracy:--- 0.9174 Validation Loss: 0.29871228
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.33367822 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29845366
Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.31538135 ---Validation accuracy:--- 0.919 Validation Loss: 0.2982793
Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.32515863 ---Validation accuracy:--- 0.9192 Validation Loss: 0.2980827
Epoch: 19 ---Training accuracy:--- 0.95 Training Loss: 0.22934668 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29822728
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.29868534 ---Validation accuracy:--- 0.9194 Validation Loss: 0.2980006
Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.21988621 ---Validation accuracy:--- 0.9184 Validation Loss: 0.2984132
Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.45251647 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29841197
Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.27013785 ---Validation accuracy:--- 0.918 Validation Loss: 0.29825523
Epoch: 19 ---Training accuracy:--- 0.88 Training Loss: 0.3948751 ---Validation accuracy:--- 0.918 Validation Loss: 0.29870635
Epoch: 19 ---Training accuracy:--- 0.95 Training Loss: 0.17869082 ---Validation accuracy:--- 0.9172 Validation Loss: 0.29889193
Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.27766484 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29818112
Epoch: 19 ---Training accuracy:--- 0.975 Training Loss: 0.14281803 ---Validation accuracy:--- 0.917 Validation Loss: 0.29828683
Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.3009431 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29773226
Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.38492534 ---Validation accuracy:--- 0.9178 Validation Loss: 0.2978738
Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.34405127 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2977394
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.35560045 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29798415
Epoch: 19 ---Training accuracy:--- 0.94 Training Loss: 0.2216611 ---Validation accuracy:--- 0.919 Validation Loss: 0.29785487
Epoch: 19 ---Training accuracy:--- 0.945 Training Loss: 0.22668982 ---Validation accuracy:--- 0.918 Validation Loss: 0.29757226
Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.27087727 ---Validation accuracy:--- 0.919 Validation Loss: 0.29746434
Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.3347998 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29783428
Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.35897592 ---Validation accuracy:--- 0.9172 Validation Loss: 0.29872274
Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.25281432 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29861003
Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.3663126 ---Validation accuracy:--- 0.9168 Validation Loss: 0.2992583
Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.3143276 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29874915
Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.2668563 ---Validation accuracy:--- 0.917 Validation Loss: 0.29845792
Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.33967942 ---Validation accuracy:--- 0.9166 Validation Loss: 0.29875186
Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.38190988 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29827118
Epoch: 19 ---Training accuracy:--- 0.945 Training Loss: 0.21184166 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29765147
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.38072944 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29757428
Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.35501847 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29795995
Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.26151195 ---Validation accuracy:--- 0.9162 Validation Loss: 0.298481
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.36629048 ---Validation accuracy:--- 0.918 Validation Loss: 0.2979062
Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.34088463 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29811016
Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.32778853 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29793602
Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.3403264 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2978188
Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.40817082 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29762438
Epoch: 19 ---Training accuracy:--- 0.945 Training Loss: 0.27812535 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29793173
Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.22809835 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29783604
Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.36811677 ---Validation accuracy:--- 0.9194 Validation Loss: 0.2978749
Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.32691306 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29775617
Epoch: 19 ---Training accuracy:--- 0.94 Training Loss: 0.24013218 ---Validation accuracy:--- 0.9192 Validation Loss: 0.2974621
Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.40857315 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29827783
Epoch: 19 ---Training accuracy:--- 0.94 Training Loss: 0.27899647 ---Validation accuracy:--- 0.917 Validation Loss: 0.2987727
Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.32534805 ---Validation accuracy:--- 0.9158 Validation Loss: 0.29956767
Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.29821712 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29790905
Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.22398975 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29800355
Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.30281323 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29770106
Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.2594648 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29822165
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.3388626 ---Validation accuracy:--- 0.9168 Validation Loss: 0.2987215
Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.2547748 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29846093
Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.31091982 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29885453
Epoch: 19 ---Training accuracy:--- 0.875 Training Loss: 0.43505833 ---Validation accuracy:--- 0.918 Validation Loss: 0.298812
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.28968704 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29846892
Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.3031498 ---Validation accuracy:--- 0.9174 Validation Loss: 0.2985261
Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.3192603 ---Validation accuracy:--- 0.9172 Validation Loss: 0.29879442
Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.23409393 ---Validation accuracy:--- 0.9172 Validation Loss: 0.2985647
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.39308885 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29811585
Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.28514427 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29817158
Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.30614385 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2983047
Epoch: 19 ---Training accuracy:--- 0.945 Training Loss: 0.27465445 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2985025
Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.3681176 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29766074
Epoch: 19 ---Training accuracy:--- 0.945 Training Loss: 0.24008724 ---Validation accuracy:--- 0.92 Validation Loss: 0.2977607
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.29580393 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29795575
Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.28868133 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29840514
Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.34959382 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29874244
Epoch: 19 ---Training accuracy:--- 0.88 Training Loss: 0.34592462 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29878592
Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.3976094 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29732656
Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.2849838 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29690573
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.3057985 ---Validation accuracy:--- 0.9174 Validation Loss: 0.2977516
Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.30529585 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2971405
Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.41630203 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29668263
Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.24828716 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29667756
Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.24821208 ---Validation accuracy:--- 0.92 Validation Loss: 0.2968685
Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.2853742 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29703617
Epoch: 19 ---Training accuracy:--- 0.885 Training Loss: 0.3792281 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29686034
Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.24296814 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2970128
Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.2595451 ---Validation accuracy:--- 0.919 Validation Loss: 0.29722497
Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.3161062 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29745504
Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.38663924 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2972594
Epoch: 19 ---Training accuracy:--- 0.885 Training Loss: 0.33106494 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29718384
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.2986123 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2969663
Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.24419239 ---Validation accuracy:--- 0.92 Validation Loss: 0.29687494
Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.3012687 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2968837
Epoch: 19 ---Training accuracy:--- 0.845 Training Loss: 0.45874822 ---Validation accuracy:--- 0.9192 Validation Loss: 0.297035
Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.31629685 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29735687
Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.3548679 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29674158
Epoch: 19 ---Training accuracy:--- 0.97 Training Loss: 0.16421479 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29682353
Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.3308487 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2969798
Epoch: 19 ---Training accuracy:--- 0.87 Training Loss: 0.3246173 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2965933
Epoch: 19 ---Training accuracy:--- 0.88 Training Loss: 0.4664337 ---Validation accuracy:--- 0.9188 Validation Loss: 0.2969531
Epoch: 19 ---Training accuracy:--- 0.945 Training Loss: 0.22977741 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29690868
Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.2901577 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2977544
Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.2653284 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29686296
Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.25321138 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29740307
Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.26367715 ---Validation accuracy:--- 0.92 Validation Loss: 0.29668462
Epoch: 19 ---Training accuracy:--- 0.885 Training Loss: 0.3153324 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29733765
Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.29556894 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29762182
Epoch: 19 ---Training accuracy:--- 0.95 Training Loss: 0.24991572 ---Validation accuracy:--- 0.92 Validation Loss: 0.2975628
Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.29503417 ---Validation accuracy:--- 0.9204 Validation Loss: 0.2976247
Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.27222115 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29679435
Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.31542763 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29720074
Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.34505984 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29641712
Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.29139093 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29645798
Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.3901119 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2965699
Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.22605698 ---Validation accuracy:--- 0.92 Validation Loss: 0.29642472
Epoch: 19 ---Training accuracy:--- 0.945 Training Loss: 0.29669425 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29611075
Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.32192445 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29609787
Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.3287397 ---Validation accuracy:--- 0.9214 Validation Loss: 0.2961756
Epoch: 19 ---Training accuracy:--- 0.945 Training Loss: 0.19522476 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29649898
Epoch: 19 ---Training accuracy:--- 0.96 Training Loss: 0.24264656 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29649916
Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.31943336 ---Validation accuracy:--- 0.9214 Validation Loss: 0.2967624
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.3693312 ---Validation accuracy:--- 0.9214 Validation Loss: 0.29665875
Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.3871352 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29751104
Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.29632857 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29924113
Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.3283874 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29849604
Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.34022826 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2972974
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.30760017 ---Validation accuracy:--- 0.9212 Validation Loss: 0.29636836
Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.30505607 ---Validation accuracy:--- 0.921 Validation Loss: 0.2962997
Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.3707373 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29644865
Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.26216006 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29667175
Epoch: 19 ---Training accuracy:--- 0.945 Training Loss: 0.23015234 ---Validation accuracy:--- 0.9212 Validation Loss: 0.2967208
Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.30044764 ---Validation accuracy:--- 0.9224 Validation Loss: 0.29655528
Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.22644277 ---Validation accuracy:--- 0.921 Validation Loss: 0.2966526
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.36602318 ---Validation accuracy:--- 0.918 Validation Loss: 0.2980181
Epoch: 19 ---Training accuracy:--- 0.955 Training Loss: 0.20594318 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29877272
Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.23029922 ---Validation accuracy:--- 0.92 Validation Loss: 0.29754072
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.24773425 ---Validation accuracy:--- 0.9172 Validation Loss: 0.2984569
Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.23994288 ---Validation accuracy:--- 0.918 Validation Loss: 0.29728618
Epoch: 19 ---Training accuracy:--- 0.875 Training Loss: 0.37489533 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29685733
Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.27817866 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29654375
Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.30889222 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29602593
Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.27428523 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29587495
Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.27848825 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29645255
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.36799172 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29621962
Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.25475803 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29651973
Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.3641558 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29666403
Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.29523715 ---Validation accuracy:--- 0.9182 Validation Loss: 0.2964353
Epoch: 19 ---Training accuracy:--- 0.95 Training Loss: 0.23092686 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2963324
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.33909538 ---Validation accuracy:--- 0.9174 Validation Loss: 0.29734918
Epoch: 19 ---Training accuracy:--- 0.94 Training Loss: 0.24213901 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29717955
Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.26428664 ---Validation accuracy:--- 0.919 Validation Loss: 0.29599896
Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.33442867 ---Validation accuracy:--- 0.9176 Validation Loss: 0.296663
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.33557728 ---Validation accuracy:--- 0.9154 Validation Loss: 0.29720345
Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.34752548 ---Validation accuracy:--- 0.9164 Validation Loss: 0.2968561
Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.23613785 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29627398
Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.28839573 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29602033
Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.3656074 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29672122
Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.30721962 ---Validation accuracy:--- 0.918 Validation Loss: 0.29735807
Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.268336 ---Validation accuracy:--- 0.918 Validation Loss: 0.29710844
Epoch: 19 ---Training accuracy:--- 0.88 Training Loss: 0.38288957 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29641113
Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.26842785 ---Validation accuracy:--- 0.918 Validation Loss: 0.29660904
Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.31906343 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29722926
Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.3642482 ---Validation accuracy:--- 0.9178 Validation Loss: 0.2977201
Epoch: 19 ---Training accuracy:--- 0.955 Training Loss: 0.23748344 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29736608
Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.28890613 ---Validation accuracy:--- 0.919 Validation Loss: 0.29656577
Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.27149263 ---Validation accuracy:--- 0.9186 Validation Loss: 0.297098
Epoch: 19 ---Training accuracy:--- 0.94 Training Loss: 0.32971206 ---Validation accuracy:--- 0.9164 Validation Loss: 0.29820916
Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.32414207 ---Validation accuracy:--- 0.9174 Validation Loss: 0.2974879
Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.31540614 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29634085
Epoch: 19 ---Training accuracy:--- 0.885 Training Loss: 0.35154083 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29709274
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.3214551 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29702005
Epoch: 19 ---Training accuracy:--- 0.885 Training Loss: 0.3671367 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29682216
Epoch: 19 ---Training accuracy:--- 0.95 Training Loss: 0.19314983 ---Validation accuracy:--- 0.9188 Validation Loss: 0.296465
Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.30732656 ---Validation accuracy:--- 0.918 Validation Loss: 0.2970355
Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.24351506 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29672274
Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.33336285 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29693636
Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.33091918 ---Validation accuracy:--- 0.918 Validation Loss: 0.2966746
Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.23807137 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29657233
Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.32697883 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29631892
Epoch: 19 ---Training accuracy:--- 0.885 Training Loss: 0.36208564 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2963911
Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.44376165 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29626364
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.38924995 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29669344
Epoch: 19 ---Training accuracy:--- 0.885 Training Loss: 0.3987481 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29630888
Epoch: 19 ---Training accuracy:--- 0.88 Training Loss: 0.3010197 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29605973
Epoch: 19 ---Training accuracy:--- 0.88 Training Loss: 0.43361723 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29627228
Epoch: 19 ---Training accuracy:--- 0.875 Training Loss: 0.36855888 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29677436
Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.2497696 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29641637
Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.259288 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2958679
Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.37962067 ---Validation accuracy:--- 0.92 Validation Loss: 0.2959467
Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.41273612 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29660943
Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.28626975 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29655543
Epoch: 19 ---Training accuracy:--- 0.94 Training Loss: 0.23591205 ---Validation accuracy:--- 0.9184 Validation Loss: 0.29710868
Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.35920048 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29639426
Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.23746833 ---Validation accuracy:--- 0.9184 Validation Loss: 0.2964069
Epoch: 19 ---Training accuracy:--- 0.855 Training Loss: 0.35481843 ---Validation accuracy:--- 0.919 Validation Loss: 0.29601103
Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.30008715 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29577386
Epoch: 19 ---Training accuracy:--- 0.945 Training Loss: 0.21138674 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29561123
Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.29126275 ---Validation accuracy:--- 0.9182 Validation Loss: 0.2956274
Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.3719873 ---Validation accuracy:--- 0.9162 Validation Loss: 0.2970375
Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.32429382 ---Validation accuracy:--- 0.9164 Validation Loss: 0.296167
Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.24867515 ---Validation accuracy:--- 0.9184 Validation Loss: 0.2958998
Epoch: 19 ---Training accuracy:--- 0.955 Training Loss: 0.2241159 ---Validation accuracy:--- 0.9194 Validation Loss: 0.2952093
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.3341301 ---Validation accuracy:--- 0.919 Validation Loss: 0.2955089
Epoch: 19 ---Training accuracy:--- 0.88 Training Loss: 0.3368662 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2953038
Epoch: 19 ---Training accuracy:--- 0.87 Training Loss: 0.37566417 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29547954
Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.41509074 ---Validation accuracy:--- 0.9178 Validation Loss: 0.29560143
Epoch: 19 ---Training accuracy:--- 0.865 Training Loss: 0.31809455 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29595238
Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.3190879 ---Validation accuracy:--- 0.917 Validation Loss: 0.2961621
Epoch: 19 ---Training accuracy:--- 0.885 Training Loss: 0.39174736 ---Validation accuracy:--- 0.921 Validation Loss: 0.29487327
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.31784853 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29578197
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.34752503 ---Validation accuracy:--- 0.9176 Validation Loss: 0.29556918
Epoch: 19 ---Training accuracy:--- 0.875 Training Loss: 0.34954885 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29514927
Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.3582284 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29477417
Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.37834278 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29504922
Epoch: 19 ---Training accuracy:--- 0.935 Training Loss: 0.25717598 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29496935
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.29636136 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29483613
Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.27449504 ---Validation accuracy:--- 0.9206 Validation Loss: 0.2946619
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.3004022 ---Validation accuracy:--- 0.92 Validation Loss: 0.29496616
Epoch: 19 ---Training accuracy:--- 0.885 Training Loss: 0.34123147 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29509425
Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.43788108 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29539302
Epoch: 19 ---Training accuracy:--- 0.855 Training Loss: 0.3841421 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29589537
Epoch: 19 ---Training accuracy:--- 0.94 Training Loss: 0.27361533 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29518935
Epoch: 19 ---Training accuracy:--- 0.94 Training Loss: 0.25712308 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29506198
Epoch: 19 ---Training accuracy:--- 0.88 Training Loss: 0.3856006 ---Validation accuracy:--- 0.921 Validation Loss: 0.29500028
Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.34474427 ---Validation accuracy:--- 0.921 Validation Loss: 0.29482022
Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.309451 ---Validation accuracy:--- 0.921 Validation Loss: 0.29492843
Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.35588172 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29481184
Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.4258213 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29461065
Epoch: 19 ---Training accuracy:--- 0.875 Training Loss: 0.34999442 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29470724
Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.43162996 ---Validation accuracy:--- 0.9206 Validation Loss: 0.294365
Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.28606582 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29472116
Epoch: 19 ---Training accuracy:--- 0.94 Training Loss: 0.25142688 ---Validation accuracy:--- 0.9194 Validation Loss: 0.2950001
Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.3475909 ---Validation accuracy:--- 0.9186 Validation Loss: 0.29563478
Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.21203633 ---Validation accuracy:--- 0.9188 Validation Loss: 0.29613873
Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.31526238 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29535013
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.31909195 ---Validation accuracy:--- 0.92 Validation Loss: 0.29500782
Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.39138913 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29473892
Epoch: 19 ---Training accuracy:--- 0.895 Training Loss: 0.3377572 ---Validation accuracy:--- 0.9202 Validation Loss: 0.2949241
Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.39981034 ---Validation accuracy:--- 0.92 Validation Loss: 0.2946463
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.3413522 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2950282
Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.3248264 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29623038
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.4018924 ---Validation accuracy:--- 0.92 Validation Loss: 0.2955307
Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.41112557 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29502138
Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.292066 ---Validation accuracy:--- 0.9206 Validation Loss: 0.2953
Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.27278835 ---Validation accuracy:--- 0.9208 Validation Loss: 0.296053
Epoch: 19 ---Training accuracy:--- 0.885 Training Loss: 0.3340327 ---Validation accuracy:--- 0.921 Validation Loss: 0.29552802
Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.23094642 ---Validation accuracy:--- 0.9198 Validation Loss: 0.2957376
Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.30946317 ---Validation accuracy:--- 0.9206 Validation Loss: 0.29512322
Epoch: 19 ---Training accuracy:--- 0.915 Training Loss: 0.29113832 ---Validation accuracy:--- 0.9204 Validation Loss: 0.29518807
Epoch: 19 ---Training accuracy:--- 0.925 Training Loss: 0.3041796 ---Validation accuracy:--- 0.9214 Validation Loss: 0.29508463
Epoch: 19 ---Training accuracy:--- 0.94 Training Loss: 0.22507995 ---Validation accuracy:--- 0.9206 Validation Loss: 0.2953481
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.26533362 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29516318
Epoch: 19 ---Training accuracy:--- 0.92 Training Loss: 0.32113525 ---Validation accuracy:--- 0.9208 Validation Loss: 0.29498947
Epoch: 19 ---Training accuracy:--- 0.89 Training Loss: 0.29728281 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29511133
Epoch: 19 ---Training accuracy:--- 0.875 Training Loss: 0.44329602 ---Validation accuracy:--- 0.9196 Validation Loss: 0.29587623
Epoch: 19 ---Training accuracy:--- 0.9 Training Loss: 0.25402912 ---Validation accuracy:--- 0.9194 Validation Loss: 0.29577872
Epoch: 19 ---Training accuracy:--- 0.885 Training Loss: 0.38159835 ---Validation accuracy:--- 0.92 Validation Loss: 0.29507294
Epoch: 19 ---Training accuracy:--- 0.91 Training Loss: 0.36978027 ---Validation accuracy:--- 0.921 Validation Loss: 0.29461864
Epoch: 19 ---Training accuracy:--- 0.955 Training Loss: 0.189839 ---Validation accuracy:--- 0.9202 Validation Loss: 0.29501405
Epoch: 19 ---Training accuracy:--- 0.905 Training Loss: 0.30985528 ---Validation accuracy:--- 0.9192 Validation Loss: 0.29584274
Epoch: 19 ---Training accuracy:--- 0.875 Training Loss: 0.36895493 ---Validation accuracy:--- 0.9198 Validation Loss: 0.29613835
Epoch: 19 ---Training accuracy:--- 0.95 Training Loss: 0.21241388 ---Validation accuracy:--- 0.9196 Validation Loss: 0.2958207
Epoch: 19 ---Training accuracy:--- 0.93 Training Loss: 0.37265828 ---Validation accuracy:--- 0.9182 Validation Loss: 0.29666436
Wall time: 1min 44s

#Calculate averages
print("Average Training Accuracy:", np.mean(acc_train))
print("Average Training Loss:", np.mean(loss_train))
print("Average Validation Accuracy:", np.mean(acc_val))
print("Average Validation Loss:", np.mean(loss_val))  

Average Training Accuracy: 0.93
Average Training Loss: 0.37265828
Average Validation Accuracy: 0.9182
Average Validation Loss: 0.29666436

Note:

It seems that increasing the number of epochs and batch size while decreasing the learning rate does not increase model performance. 10 epochs, batch size = 100 and learning rate = .5 seem to be suitable parameters for the model. The one parameter that has shown a positive impact on model performance is adjusting the number of nodes per layer.

In the next model (Model 8) I will use these parameters and look at how significantly increasing and then staggering the nodes per layer impacts model performance. The first layer will have 3x more nodes than the second layer (300 and 100 nodes).

Model 8 (2 layers, 1 layer = 300 nodes, 2 layer = 100 nodes, epoch=10, batch size = 100, learning rate = .5)

tf.reset_default_graph()

# Set hyperparameters
learning_rate = 0.5
n_epochs = 10
batch_size = 100

image_size = 784
num_classes = 10

n_inputs = image_size
n_hidden1 = 300
n_hidden2 = 100
n_outputs = num_classes

#Create placeholder variables
X = tf.placeholder(tf.float32, shape = (None, n_inputs), name = 'X')
y = tf.placeholder(tf.float32, shape = (None), name = 'Y')

#Specify classifying method
with tf.name_scope("dnn"): 
    hidden1 = tf.layers.dense(X, n_hidden1, name = "hidden1", activation = tf.nn.relu) 
    hidden2 = tf.layers.dense(hidden1, n_hidden2, name = "hidden2", activation = tf.nn.relu) 
    logits = tf.layers.dense(hidden2, n_outputs, name = "outputs")

#Specify method to compute loss
with tf.name_scope("loss"): 
    xentropy = tf.nn.softmax_cross_entropy_with_logits(labels = y, logits = logits) 
    loss = tf.reduce_mean(xentropy, name = "loss")

#Specify training method
with tf.name_scope("train"):
    optimizer = tf.train.GradientDescentOptimizer(learning_rate = learning_rate) 
    training_op = optimizer.minimize(loss)

#Specify evaluation method
labels = tf.argmax(y, -1)

with tf.name_scope("eval"):
    correct = tf.nn.in_top_k(logits, labels, 1) 
    accuracy = tf.reduce_mean(tf.cast(correct, tf.float32)) 

init = tf.global_variables_initializer() 

%%time
with tf.Session() as sess:
    init.run()
    for epoch in range(n_epochs): 
        for iteration in range( mnist.train.num_examples // batch_size): 
            X_batch, y_batch = mnist.train.next_batch(batch_size) 
            sess.run(training_op, feed_dict ={ X: X_batch, y : y_batch}) 
            acc_train = accuracy.eval(feed_dict ={ X: X_batch, y : y_batch}) 
            acc_val = accuracy.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels}) 
            loss_train = loss.eval(feed_dict = { X: X_batch, y : y_batch})
            loss_val = loss.eval(feed_dict ={ X: mnist.validation.images, y: mnist.validation.labels}) 
            print("Epoch:", epoch, "---Training accuracy:---", acc_train, "Training Loss:",loss_train,"---Validation accuracy:---", acc_val, "Validation Loss:", loss_val)

Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.9371701 ---Validation accuracy:--- 0.2572 Validation Loss: 2.1115193
Epoch: 0 ---Training accuracy:--- 0.71 Training Loss: 1.6735977 ---Validation accuracy:--- 0.4934 Validation Loss: 1.9213179
Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.5299875 ---Validation accuracy:--- 0.3962 Validation Loss: 1.7890176
Epoch: 0 ---Training accuracy:--- 0.22 Training Loss: 2.0698125 ---Validation accuracy:--- 0.1372 Validation Loss: 2.3025618
Epoch: 0 ---Training accuracy:--- 0.29 Training Loss: 2.220332 ---Validation accuracy:--- 0.195 Validation Loss: 2.494863
Epoch: 0 ---Training accuracy:--- 0.38 Training Loss: 2.1099882 ---Validation accuracy:--- 0.3008 Validation Loss: 2.232044
Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.8572631 ---Validation accuracy:--- 0.4484 Validation Loss: 1.8880098
Epoch: 0 ---Training accuracy:--- 0.52 Training Loss: 1.6035874 ---Validation accuracy:--- 0.4904 Validation Loss: 1.6918489
Epoch: 0 ---Training accuracy:--- 0.55 Training Loss: 1.4000276 ---Validation accuracy:--- 0.5116 Validation Loss: 1.4821944
Epoch: 0 ---Training accuracy:--- 0.66 Training Loss: 1.251433 ---Validation accuracy:--- 0.624 Validation Loss: 1.3482656
Epoch: 0 ---Training accuracy:--- 0.61 Training Loss: 1.3433654 ---Validation accuracy:--- 0.5126 Validation Loss: 1.4412386
Epoch: 0 ---Training accuracy:--- 0.54 Training Loss: 1.4512194 ---Validation accuracy:--- 0.4854 Validation Loss: 1.6720852
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 1.0317684 ---Validation accuracy:--- 0.6154 Validation Loss: 1.3335408
Epoch: 0 ---Training accuracy:--- 0.67 Training Loss: 1.1095484 ---Validation accuracy:--- 0.6184 Validation Loss: 1.2077582
Epoch: 0 ---Training accuracy:--- 0.62 Training Loss: 1.1227841 ---Validation accuracy:--- 0.5516 Validation Loss: 1.2548217
Epoch: 0 ---Training accuracy:--- 0.74 Training Loss: 0.97276425 ---Validation accuracy:--- 0.6652 Validation Loss: 1.032315
Epoch: 0 ---Training accuracy:--- 0.59 Training Loss: 1.0846841 ---Validation accuracy:--- 0.5934 Validation Loss: 1.1366963
Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.8818109 ---Validation accuracy:--- 0.6782 Validation Loss: 0.9561359
Epoch: 0 ---Training accuracy:--- 0.81 Training Loss: 0.6343611 ---Validation accuracy:--- 0.7068 Validation Loss: 0.8411813
Epoch: 0 ---Training accuracy:--- 0.77 Training Loss: 0.8076733 ---Validation accuracy:--- 0.7126 Validation Loss: 0.91056013
Epoch: 0 ---Training accuracy:--- 0.72 Training Loss: 0.95444536 ---Validation accuracy:--- 0.6538 Validation Loss: 1.1271361
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.69297135 ---Validation accuracy:--- 0.7128 Validation Loss: 0.94745135
Epoch: 0 ---Training accuracy:--- 0.8 Training Loss: 0.5827563 ---Validation accuracy:--- 0.756 Validation Loss: 0.7482612
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.54380935 ---Validation accuracy:--- 0.8024 Validation Loss: 0.65633243
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.37249145 ---Validation accuracy:--- 0.8118 Validation Loss: 0.6027566
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.4443888 ---Validation accuracy:--- 0.7794 Validation Loss: 0.6533186
Epoch: 0 ---Training accuracy:--- 0.84 Training Loss: 0.5208331 ---Validation accuracy:--- 0.776 Validation Loss: 0.6665538
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.47725624 ---Validation accuracy:--- 0.8064 Validation Loss: 0.59326464
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.40804628 ---Validation accuracy:--- 0.8616 Validation Loss: 0.4814022
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.3821752 ---Validation accuracy:--- 0.821 Validation Loss: 0.5579854
Epoch: 0 ---Training accuracy:--- 0.87 Training Loss: 0.4697522 ---Validation accuracy:--- 0.8016 Validation Loss: 0.5704345
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.52220935 ---Validation accuracy:--- 0.7452 Validation Loss: 0.7635074
Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 0.9325865 ---Validation accuracy:--- 0.6232 Validation Loss: 1.3119043
Epoch: 0 ---Training accuracy:--- 0.73 Training Loss: 1.1753523 ---Validation accuracy:--- 0.6944 Validation Loss: 1.1611136
Epoch: 0 ---Training accuracy:--- 0.7 Training Loss: 0.7849541 ---Validation accuracy:--- 0.6608 Validation Loss: 1.0117674
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.7286773 ---Validation accuracy:--- 0.7544 Validation Loss: 0.77539015
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.36144197 ---Validation accuracy:--- 0.821 Validation Loss: 0.60607725
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.23421165 ---Validation accuracy:--- 0.8438 Validation Loss: 0.5160333
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.37505323 ---Validation accuracy:--- 0.8142 Validation Loss: 0.5464396
Epoch: 0 ---Training accuracy:--- 0.82 Training Loss: 0.5006246 ---Validation accuracy:--- 0.8196 Validation Loss: 0.547335
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.40570557 ---Validation accuracy:--- 0.8464 Validation Loss: 0.51601124
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.32374653 ---Validation accuracy:--- 0.8452 Validation Loss: 0.51185095
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.6136696 ---Validation accuracy:--- 0.805 Validation Loss: 0.71896726
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3199417 ---Validation accuracy:--- 0.8628 Validation Loss: 0.49263683
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.39217362 ---Validation accuracy:--- 0.877 Validation Loss: 0.44002682
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.43078658 ---Validation accuracy:--- 0.8452 Validation Loss: 0.50754225
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.41614807 ---Validation accuracy:--- 0.8434 Validation Loss: 0.47408172
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.28007084 ---Validation accuracy:--- 0.884 Validation Loss: 0.3983094
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.19632873 ---Validation accuracy:--- 0.895 Validation Loss: 0.38032934
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.29013965 ---Validation accuracy:--- 0.8876 Validation Loss: 0.3763347
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.23856884 ---Validation accuracy:--- 0.8962 Validation Loss: 0.36401674
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.25422576 ---Validation accuracy:--- 0.9006 Validation Loss: 0.36077288
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.3088429 ---Validation accuracy:--- 0.8982 Validation Loss: 0.3615707
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.28494877 ---Validation accuracy:--- 0.8926 Validation Loss: 0.362101
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.38294223 ---Validation accuracy:--- 0.8782 Validation Loss: 0.40618268
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.22707476 ---Validation accuracy:--- 0.8998 Validation Loss: 0.35804093
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19711421 ---Validation accuracy:--- 0.9028 Validation Loss: 0.34515715
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.21909614 ---Validation accuracy:--- 0.8892 Validation Loss: 0.37121367
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.12441222 ---Validation accuracy:--- 0.9018 Validation Loss: 0.34024408
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.34424454 ---Validation accuracy:--- 0.8664 Validation Loss: 0.44401807
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.26230308 ---Validation accuracy:--- 0.8706 Validation Loss: 0.4109241
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.24164465 ---Validation accuracy:--- 0.8846 Validation Loss: 0.37917608
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.25289136 ---Validation accuracy:--- 0.8778 Validation Loss: 0.38205355
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.43382272 ---Validation accuracy:--- 0.8034 Validation Loss: 0.56129473
Epoch: 0 ---Training accuracy:--- 0.79 Training Loss: 0.6132215 ---Validation accuracy:--- 0.755 Validation Loss: 0.76348
Epoch: 0 ---Training accuracy:--- 0.83 Training Loss: 0.54026777 ---Validation accuracy:--- 0.8728 Validation Loss: 0.43573818
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.36099964 ---Validation accuracy:--- 0.9024 Validation Loss: 0.35613152
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.23076001 ---Validation accuracy:--- 0.9078 Validation Loss: 0.34415314
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.19076452 ---Validation accuracy:--- 0.9096 Validation Loss: 0.32095551
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.2510272 ---Validation accuracy:--- 0.9102 Validation Loss: 0.3226385
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.29160345 ---Validation accuracy:--- 0.8924 Validation Loss: 0.3642536
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17092328 ---Validation accuracy:--- 0.9138 Validation Loss: 0.3137145
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.28952268 ---Validation accuracy:--- 0.9018 Validation Loss: 0.32134765
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2889752 ---Validation accuracy:--- 0.9094 Validation Loss: 0.31698692
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.103661396 ---Validation accuracy:--- 0.9054 Validation Loss: 0.3247437
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.2808106 ---Validation accuracy:--- 0.8982 Validation Loss: 0.33199888
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17382856 ---Validation accuracy:--- 0.884 Validation Loss: 0.38502264
Epoch: 0 ---Training accuracy:--- 0.88 Training Loss: 0.30334035 ---Validation accuracy:--- 0.8972 Validation Loss: 0.36519384
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.29073045 ---Validation accuracy:--- 0.875 Validation Loss: 0.39165014
Epoch: 0 ---Training accuracy:--- 0.86 Training Loss: 0.41186565 ---Validation accuracy:--- 0.8776 Validation Loss: 0.40691063
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.2783952 ---Validation accuracy:--- 0.8258 Validation Loss: 0.5506622
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3280793 ---Validation accuracy:--- 0.8876 Validation Loss: 0.36976662
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.22258669 ---Validation accuracy:--- 0.9124 Validation Loss: 0.3119446
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17524263 ---Validation accuracy:--- 0.9138 Validation Loss: 0.30843958
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.20482211 ---Validation accuracy:--- 0.9126 Validation Loss: 0.29919314
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.19785301 ---Validation accuracy:--- 0.9006 Validation Loss: 0.3191035
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.21853924 ---Validation accuracy:--- 0.913 Validation Loss: 0.29396123
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.2194989 ---Validation accuracy:--- 0.9144 Validation Loss: 0.279239
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.23060535 ---Validation accuracy:--- 0.9216 Validation Loss: 0.26615623
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.14968842 ---Validation accuracy:--- 0.9216 Validation Loss: 0.27275512
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.15340504 ---Validation accuracy:--- 0.9158 Validation Loss: 0.28905803
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.111747116 ---Validation accuracy:--- 0.9172 Validation Loss: 0.27967533
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.2110373 ---Validation accuracy:--- 0.912 Validation Loss: 0.30880192
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11628067 ---Validation accuracy:--- 0.9288 Validation Loss: 0.26217082
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.22217661 ---Validation accuracy:--- 0.9094 Validation Loss: 0.3041222
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15993199 ---Validation accuracy:--- 0.9064 Validation Loss: 0.30322447
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1827338 ---Validation accuracy:--- 0.918 Validation Loss: 0.2673541
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15772513 ---Validation accuracy:--- 0.9294 Validation Loss: 0.2509152
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.18617935 ---Validation accuracy:--- 0.8908 Validation Loss: 0.33077297
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.19720195 ---Validation accuracy:--- 0.9096 Validation Loss: 0.2981237
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.14769053 ---Validation accuracy:--- 0.9108 Validation Loss: 0.2970188
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.47560486 ---Validation accuracy:--- 0.8636 Validation Loss: 0.41779405
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.21224177 ---Validation accuracy:--- 0.914 Validation Loss: 0.2846857
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.05084772 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2619209
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.076889694 ---Validation accuracy:--- 0.9208 Validation Loss: 0.25848377
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.1672127 ---Validation accuracy:--- 0.9058 Validation Loss: 0.3165018
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.25429416 ---Validation accuracy:--- 0.8884 Validation Loss: 0.34057313
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.31025124 ---Validation accuracy:--- 0.8564 Validation Loss: 0.47196162
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.21493484 ---Validation accuracy:--- 0.915 Validation Loss: 0.28424895
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.13604206 ---Validation accuracy:--- 0.9298 Validation Loss: 0.2500562
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.2038741 ---Validation accuracy:--- 0.9186 Validation Loss: 0.2808548
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.13361156 ---Validation accuracy:--- 0.9188 Validation Loss: 0.284925
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17190354 ---Validation accuracy:--- 0.9242 Validation Loss: 0.2635195
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.09791 ---Validation accuracy:--- 0.9286 Validation Loss: 0.24976845
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.13835418 ---Validation accuracy:--- 0.887 Validation Loss: 0.35880387
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.24995059 ---Validation accuracy:--- 0.924 Validation Loss: 0.263495
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.120919935 ---Validation accuracy:--- 0.9144 Validation Loss: 0.27597013
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.09579506 ---Validation accuracy:--- 0.874 Validation Loss: 0.38380167
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.30188748 ---Validation accuracy:--- 0.875 Validation Loss: 0.38434488
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14492227 ---Validation accuracy:--- 0.9056 Validation Loss: 0.3139664
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.47196242 ---Validation accuracy:--- 0.8914 Validation Loss: 0.3564408
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14386484 ---Validation accuracy:--- 0.9248 Validation Loss: 0.2643834
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.19028051 ---Validation accuracy:--- 0.9272 Validation Loss: 0.25226808
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.107170545 ---Validation accuracy:--- 0.935 Validation Loss: 0.22988608
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.1255372 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21668334
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14293462 ---Validation accuracy:--- 0.9304 Validation Loss: 0.23380584
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.1337461 ---Validation accuracy:--- 0.9362 Validation Loss: 0.22911641
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.124578625 ---Validation accuracy:--- 0.9228 Validation Loss: 0.27283955
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.1626675 ---Validation accuracy:--- 0.9256 Validation Loss: 0.250067
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.117160626 ---Validation accuracy:--- 0.9236 Validation Loss: 0.2632426
Epoch: 0 ---Training accuracy:--- 0.9 Training Loss: 0.26745778 ---Validation accuracy:--- 0.8972 Validation Loss: 0.33928546
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.11450522 ---Validation accuracy:--- 0.9248 Validation Loss: 0.25034314
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.1478185 ---Validation accuracy:--- 0.9338 Validation Loss: 0.22299966
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.13115107 ---Validation accuracy:--- 0.9382 Validation Loss: 0.22036874
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.06968392 ---Validation accuracy:--- 0.9356 Validation Loss: 0.21458282
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.09096741 ---Validation accuracy:--- 0.9204 Validation Loss: 0.25965223
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.073439315 ---Validation accuracy:--- 0.9242 Validation Loss: 0.25099364
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.1280878 ---Validation accuracy:--- 0.932 Validation Loss: 0.22383331
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.07747669 ---Validation accuracy:--- 0.9238 Validation Loss: 0.25589618
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.1357369 ---Validation accuracy:--- 0.9108 Validation Loss: 0.29453096
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.23646349 ---Validation accuracy:--- 0.9146 Validation Loss: 0.2946385
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.12816462 ---Validation accuracy:--- 0.9276 Validation Loss: 0.23213857
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.09324748 ---Validation accuracy:--- 0.9372 Validation Loss: 0.21366197
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.1615327 ---Validation accuracy:--- 0.9154 Validation Loss: 0.27554086
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14095256 ---Validation accuracy:--- 0.9168 Validation Loss: 0.2571363
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.08965012 ---Validation accuracy:--- 0.9392 Validation Loss: 0.2099042
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.1341266 ---Validation accuracy:--- 0.936 Validation Loss: 0.21491614
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.16117752 ---Validation accuracy:--- 0.9394 Validation Loss: 0.20598856
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.07775886 ---Validation accuracy:--- 0.9314 Validation Loss: 0.22674243
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.12539847 ---Validation accuracy:--- 0.9402 Validation Loss: 0.2099027
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.19634825 ---Validation accuracy:--- 0.928 Validation Loss: 0.24205801
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.14649631 ---Validation accuracy:--- 0.9268 Validation Loss: 0.25761256
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.13534293 ---Validation accuracy:--- 0.937 Validation Loss: 0.21387002
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.07120941 ---Validation accuracy:--- 0.938 Validation Loss: 0.21962851
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.14000101 ---Validation accuracy:--- 0.9192 Validation Loss: 0.27211347
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.07811841 ---Validation accuracy:--- 0.9446 Validation Loss: 0.1930605
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.08165326 ---Validation accuracy:--- 0.933 Validation Loss: 0.2333997
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.08040901 ---Validation accuracy:--- 0.9352 Validation Loss: 0.21853702
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.08308972 ---Validation accuracy:--- 0.9458 Validation Loss: 0.1964486
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.13231058 ---Validation accuracy:--- 0.9334 Validation Loss: 0.23004201
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.13728166 ---Validation accuracy:--- 0.9386 Validation Loss: 0.21899231
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.08067718 ---Validation accuracy:--- 0.9364 Validation Loss: 0.22223864
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.055850875 ---Validation accuracy:--- 0.9354 Validation Loss: 0.22074199
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.06308942 ---Validation accuracy:--- 0.9418 Validation Loss: 0.20078066
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.0721398 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20534927
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.106384106 ---Validation accuracy:--- 0.9434 Validation Loss: 0.20085661
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.08949889 ---Validation accuracy:--- 0.9392 Validation Loss: 0.21461923
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.06024325 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20161977
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.20197392 ---Validation accuracy:--- 0.9096 Validation Loss: 0.27824277
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.11665442 ---Validation accuracy:--- 0.9388 Validation Loss: 0.20841335
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.08660588 ---Validation accuracy:--- 0.9348 Validation Loss: 0.23056658
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.10369934 ---Validation accuracy:--- 0.9362 Validation Loss: 0.20498809
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.08354992 ---Validation accuracy:--- 0.9396 Validation Loss: 0.2017257
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.10061403 ---Validation accuracy:--- 0.9432 Validation Loss: 0.19652681
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.15477182 ---Validation accuracy:--- 0.9406 Validation Loss: 0.20729393
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.16636887 ---Validation accuracy:--- 0.9316 Validation Loss: 0.23352192
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.110953055 ---Validation accuracy:--- 0.9432 Validation Loss: 0.1955209
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12731424 ---Validation accuracy:--- 0.9352 Validation Loss: 0.21617578
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.056452475 ---Validation accuracy:--- 0.9434 Validation Loss: 0.18990836
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12490665 ---Validation accuracy:--- 0.9216 Validation Loss: 0.24834096
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.08866221 ---Validation accuracy:--- 0.9458 Validation Loss: 0.19614191
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.102431566 ---Validation accuracy:--- 0.944 Validation Loss: 0.19816577
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.052197352 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18943863
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.055425808 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18624957
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.066194884 ---Validation accuracy:--- 0.9464 Validation Loss: 0.17970207
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.09835395 ---Validation accuracy:--- 0.9464 Validation Loss: 0.17866819
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.10163399 ---Validation accuracy:--- 0.9378 Validation Loss: 0.21204805
Epoch: 0 ---Training accuracy:--- 0.85 Training Loss: 0.33530697 ---Validation accuracy:--- 0.8578 Validation Loss: 0.42517838
Epoch: 0 ---Training accuracy:--- 0.89 Training Loss: 0.33417678 ---Validation accuracy:--- 0.866 Validation Loss: 0.3906485
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.1844799 ---Validation accuracy:--- 0.9084 Validation Loss: 0.2899836
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.124319 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18837288
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.082526706 ---Validation accuracy:--- 0.9424 Validation Loss: 0.19924894
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.079725474 ---Validation accuracy:--- 0.9452 Validation Loss: 0.1878859
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.120160006 ---Validation accuracy:--- 0.939 Validation Loss: 0.20638877
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.18949452 ---Validation accuracy:--- 0.9184 Validation Loss: 0.26418477
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.11408308 ---Validation accuracy:--- 0.9504 Validation Loss: 0.17821631
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.14633545 ---Validation accuracy:--- 0.9396 Validation Loss: 0.20829716
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14554219 ---Validation accuracy:--- 0.945 Validation Loss: 0.18896478
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11836155 ---Validation accuracy:--- 0.936 Validation Loss: 0.21374676
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.04768232 ---Validation accuracy:--- 0.9492 Validation Loss: 0.17686833
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.10146172 ---Validation accuracy:--- 0.95 Validation Loss: 0.1710457
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.06576358 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17571892
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.06250401 ---Validation accuracy:--- 0.9502 Validation Loss: 0.17397131
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.07017314 ---Validation accuracy:--- 0.949 Validation Loss: 0.17765032
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.08212914 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16569346
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.13979535 ---Validation accuracy:--- 0.9402 Validation Loss: 0.19849785
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.10068908 ---Validation accuracy:--- 0.945 Validation Loss: 0.19000916
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.13046385 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17465734
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.06980893 ---Validation accuracy:--- 0.95 Validation Loss: 0.17014582
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.10379598 ---Validation accuracy:--- 0.9474 Validation Loss: 0.17806953
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.14414169 ---Validation accuracy:--- 0.9382 Validation Loss: 0.21681236
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11363025 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17728637
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.082362 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16446573
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.06405847 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16101472
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.17855163 ---Validation accuracy:--- 0.9262 Validation Loss: 0.24337259
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.12360952 ---Validation accuracy:--- 0.9396 Validation Loss: 0.20668286
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.060438406 ---Validation accuracy:--- 0.9438 Validation Loss: 0.19379477
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.055039786 ---Validation accuracy:--- 0.9482 Validation Loss: 0.18019274
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.12364897 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18488218
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.044292666 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17099786
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.05900965 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18201795
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.07689191 ---Validation accuracy:--- 0.9484 Validation Loss: 0.17465807
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.080925025 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16678494
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.0579875 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16912934
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.09336481 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18815331
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.16585773 ---Validation accuracy:--- 0.9368 Validation Loss: 0.2104631
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.06625256 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16724527
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.046748362 ---Validation accuracy:--- 0.9404 Validation Loss: 0.19537802
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.20920654 ---Validation accuracy:--- 0.9142 Validation Loss: 0.2830997
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.067712724 ---Validation accuracy:--- 0.9404 Validation Loss: 0.20303
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.086329915 ---Validation accuracy:--- 0.9486 Validation Loss: 0.1861101
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.18231222 ---Validation accuracy:--- 0.9344 Validation Loss: 0.21577032
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.0883538 ---Validation accuracy:--- 0.9446 Validation Loss: 0.18700595
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.105570644 ---Validation accuracy:--- 0.9386 Validation Loss: 0.20180832
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.09918961 ---Validation accuracy:--- 0.946 Validation Loss: 0.18535031
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.044838782 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16645904
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.10158764 ---Validation accuracy:--- 0.9496 Validation Loss: 0.17509992
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.0845731 ---Validation accuracy:--- 0.9464 Validation Loss: 0.18774578
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17773789 ---Validation accuracy:--- 0.9332 Validation Loss: 0.21355769
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.038486794 ---Validation accuracy:--- 0.951 Validation Loss: 0.16913886
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.061669607 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15606701
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.058349885 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16073799
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.15289949 ---Validation accuracy:--- 0.9498 Validation Loss: 0.17509757
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.06575912 ---Validation accuracy:--- 0.9324 Validation Loss: 0.22874458
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.05004322 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16844407
Epoch: 0 ---Training accuracy:--- 0.93 Training Loss: 0.21732011 ---Validation accuracy:--- 0.9164 Validation Loss: 0.25560015
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.08349204 ---Validation accuracy:--- 0.93 Validation Loss: 0.22176589
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.0683806 ---Validation accuracy:--- 0.94 Validation Loss: 0.20098908
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.095428444 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17869695
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15083092 ---Validation accuracy:--- 0.9376 Validation Loss: 0.20223841
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.12285885 ---Validation accuracy:--- 0.9492 Validation Loss: 0.16539788
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.16039015 ---Validation accuracy:--- 0.9434 Validation Loss: 0.19058757
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.07817301 ---Validation accuracy:--- 0.9526 Validation Loss: 0.16783652
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.044955846 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15871623
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.0796602 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16510399
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.08427385 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15590659
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.08245792 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16440655
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.121073276 ---Validation accuracy:--- 0.9438 Validation Loss: 0.18047543
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.108762614 ---Validation accuracy:--- 0.9406 Validation Loss: 0.19167988
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.06525976 ---Validation accuracy:--- 0.954 Validation Loss: 0.15712634
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.045039244 ---Validation accuracy:--- 0.9588 Validation Loss: 0.14606237
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.09359898 ---Validation accuracy:--- 0.9498 Validation Loss: 0.16602744
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.06891799 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16140445
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.093325235 ---Validation accuracy:--- 0.948 Validation Loss: 0.16779293
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.02297792 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15706916
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.03640502 ---Validation accuracy:--- 0.9562 Validation Loss: 0.15277903
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.09572008 ---Validation accuracy:--- 0.9444 Validation Loss: 0.18595026
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.075895816 ---Validation accuracy:--- 0.9452 Validation Loss: 0.18093432
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.09657856 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16074024
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.039091464 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16814001
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.050162736 ---Validation accuracy:--- 0.9558 Validation Loss: 0.14915383
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.045212984 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14548786
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.030088205 ---Validation accuracy:--- 0.9538 Validation Loss: 0.15458521
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.06561852 ---Validation accuracy:--- 0.953 Validation Loss: 0.15566614
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.12832336 ---Validation accuracy:--- 0.9494 Validation Loss: 0.17286476
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.049989432 ---Validation accuracy:--- 0.946 Validation Loss: 0.17689936
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.057358533 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16708536
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.08633364 ---Validation accuracy:--- 0.951 Validation Loss: 0.16988602
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.14633673 ---Validation accuracy:--- 0.9556 Validation Loss: 0.162606
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.09504891 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14767899
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.066236265 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15560758
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.079734184 ---Validation accuracy:--- 0.9552 Validation Loss: 0.1570307
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.08954926 ---Validation accuracy:--- 0.954 Validation Loss: 0.14964858
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.07536474 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15217067
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.14796121 ---Validation accuracy:--- 0.952 Validation Loss: 0.15996592
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.08736229 ---Validation accuracy:--- 0.9522 Validation Loss: 0.16101675
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.057922993 ---Validation accuracy:--- 0.9544 Validation Loss: 0.16009787
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.104896046 ---Validation accuracy:--- 0.9462 Validation Loss: 0.18614161
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.13931316 ---Validation accuracy:--- 0.9438 Validation Loss: 0.17633952
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.06172556 ---Validation accuracy:--- 0.951 Validation Loss: 0.16370378
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.13944551 ---Validation accuracy:--- 0.943 Validation Loss: 0.18689048
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.059541535 ---Validation accuracy:--- 0.9528 Validation Loss: 0.16612463
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.054781187 ---Validation accuracy:--- 0.96 Validation Loss: 0.14918426
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.04012517 ---Validation accuracy:--- 0.956 Validation Loss: 0.14756462
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.05107211 ---Validation accuracy:--- 0.9488 Validation Loss: 0.17082728
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.03708755 ---Validation accuracy:--- 0.9518 Validation Loss: 0.15464503
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.04628926 ---Validation accuracy:--- 0.9524 Validation Loss: 0.15889403
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.06203646 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15159848
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.06253545 ---Validation accuracy:--- 0.9494 Validation Loss: 0.16471323
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.039349627 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15805195
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.034766782 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15169217
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.03848214 ---Validation accuracy:--- 0.9512 Validation Loss: 0.16464041
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.047597125 ---Validation accuracy:--- 0.9546 Validation Loss: 0.151649
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.07130101 ---Validation accuracy:--- 0.955 Validation Loss: 0.1615293
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.049584556 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16981058
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.020476537 ---Validation accuracy:--- 0.958 Validation Loss: 0.14817661
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.029836103 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15439947
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.03479234 ---Validation accuracy:--- 0.9586 Validation Loss: 0.14103293
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.054326378 ---Validation accuracy:--- 0.9548 Validation Loss: 0.15239103
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.06450155 ---Validation accuracy:--- 0.9448 Validation Loss: 0.18477961
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.09939262 ---Validation accuracy:--- 0.9542 Validation Loss: 0.16729526
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.04075099 ---Validation accuracy:--- 0.9542 Validation Loss: 0.15479372
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.039749216 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1640327
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.17586231 ---Validation accuracy:--- 0.9384 Validation Loss: 0.19991247
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.17586407 ---Validation accuracy:--- 0.9392 Validation Loss: 0.2062285
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.060389932 ---Validation accuracy:--- 0.9566 Validation Loss: 0.16237272
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.0699113 ---Validation accuracy:--- 0.9564 Validation Loss: 0.16252606
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.042013377 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18969919
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.121402435 ---Validation accuracy:--- 0.9552 Validation Loss: 0.14903195
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.052006293 ---Validation accuracy:--- 0.9606 Validation Loss: 0.14059271
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.061788045 ---Validation accuracy:--- 0.951 Validation Loss: 0.16355059
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.05227317 ---Validation accuracy:--- 0.9572 Validation Loss: 0.1503858
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.15274195 ---Validation accuracy:--- 0.954 Validation Loss: 0.15780342
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.066678345 ---Validation accuracy:--- 0.9442 Validation Loss: 0.18680137
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.05359248 ---Validation accuracy:--- 0.9458 Validation Loss: 0.1736615
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.1321193 ---Validation accuracy:--- 0.9556 Validation Loss: 0.16236654
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.06117097 ---Validation accuracy:--- 0.9558 Validation Loss: 0.1518449
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.063712455 ---Validation accuracy:--- 0.9632 Validation Loss: 0.14146622
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.050074283 ---Validation accuracy:--- 0.9572 Validation Loss: 0.14733058
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.048177704 ---Validation accuracy:--- 0.9524 Validation Loss: 0.16366015
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.0725789 ---Validation accuracy:--- 0.9606 Validation Loss: 0.141012
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.12668206 ---Validation accuracy:--- 0.9614 Validation Loss: 0.14328256
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.08484008 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14481992
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.047381572 ---Validation accuracy:--- 0.9582 Validation Loss: 0.15267459
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.054453794 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13756503
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.11135637 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14165139
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.031006746 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13378274
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.07863811 ---Validation accuracy:--- 0.96 Validation Loss: 0.14187288
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.031508945 ---Validation accuracy:--- 0.9558 Validation Loss: 0.1493994
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.023428278 ---Validation accuracy:--- 0.9616 Validation Loss: 0.1359363
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.068633616 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13962488
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.03645793 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13548462
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.029835057 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13202715
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.0756146 ---Validation accuracy:--- 0.9472 Validation Loss: 0.16944136
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.033302628 ---Validation accuracy:--- 0.962 Validation Loss: 0.13882466
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.03469572 ---Validation accuracy:--- 0.9388 Validation Loss: 0.1942404
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.06929261 ---Validation accuracy:--- 0.9584 Validation Loss: 0.13875873
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.05752264 ---Validation accuracy:--- 0.953 Validation Loss: 0.15799627
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.03255197 ---Validation accuracy:--- 0.952 Validation Loss: 0.16207646
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.09984286 ---Validation accuracy:--- 0.94 Validation Loss: 0.19520076
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.04515626 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14863887
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.07937932 ---Validation accuracy:--- 0.9614 Validation Loss: 0.1354912
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.068694554 ---Validation accuracy:--- 0.9578 Validation Loss: 0.13853249
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.067416884 ---Validation accuracy:--- 0.9532 Validation Loss: 0.15049018
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.02559346 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15000747
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.09136638 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15149473
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.057678208 ---Validation accuracy:--- 0.9544 Validation Loss: 0.15625237
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.048678197 ---Validation accuracy:--- 0.96 Validation Loss: 0.13929091
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.024629502 ---Validation accuracy:--- 0.9632 Validation Loss: 0.1333185
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.050784506 ---Validation accuracy:--- 0.9504 Validation Loss: 0.1593764
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.12022745 ---Validation accuracy:--- 0.9482 Validation Loss: 0.16442543
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.04217711 ---Validation accuracy:--- 0.9628 Validation Loss: 0.13364813
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.02734288 ---Validation accuracy:--- 0.962 Validation Loss: 0.13650075
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.028372664 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12825483
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.028939757 ---Validation accuracy:--- 0.957 Validation Loss: 0.14310391
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.044849996 ---Validation accuracy:--- 0.9584 Validation Loss: 0.13741297
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.064063676 ---Validation accuracy:--- 0.96 Validation Loss: 0.1423116
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.017529685 ---Validation accuracy:--- 0.959 Validation Loss: 0.14895587
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.09112527 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15512928
Epoch: 0 ---Training accuracy:--- 0.95 Training Loss: 0.08495766 ---Validation accuracy:--- 0.9488 Validation Loss: 0.16725647
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.09296894 ---Validation accuracy:--- 0.951 Validation Loss: 0.15008362
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.040743362 ---Validation accuracy:--- 0.9536 Validation Loss: 0.15155284
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.06629829 ---Validation accuracy:--- 0.958 Validation Loss: 0.1388778
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.027735362 ---Validation accuracy:--- 0.9568 Validation Loss: 0.1402659
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.101016715 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14968516
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.05536863 ---Validation accuracy:--- 0.954 Validation Loss: 0.16263716
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.10876948 ---Validation accuracy:--- 0.9596 Validation Loss: 0.14544813
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.055987414 ---Validation accuracy:--- 0.9518 Validation Loss: 0.15877892
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.03661415 ---Validation accuracy:--- 0.958 Validation Loss: 0.14243522
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.10310293 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12806833
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.031868782 ---Validation accuracy:--- 0.9606 Validation Loss: 0.13175352
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.021752002 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13097617
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.07278804 ---Validation accuracy:--- 0.9514 Validation Loss: 0.16992512
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.06101133 ---Validation accuracy:--- 0.9496 Validation Loss: 0.16628431
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.053010672 ---Validation accuracy:--- 0.9504 Validation Loss: 0.16376013
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.01991869 ---Validation accuracy:--- 0.9568 Validation Loss: 0.13845079
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.021613896 ---Validation accuracy:--- 0.958 Validation Loss: 0.14130905
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.052325584 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13581151
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.05982787 ---Validation accuracy:--- 0.954 Validation Loss: 0.15032008
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.048763935 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14410642
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.08566168 ---Validation accuracy:--- 0.9468 Validation Loss: 0.17124051
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.032101855 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13619633
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.10414979 ---Validation accuracy:--- 0.9394 Validation Loss: 0.20602784
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.023945212 ---Validation accuracy:--- 0.9526 Validation Loss: 0.15267384
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.041887607 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14005224
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.0623958 ---Validation accuracy:--- 0.9574 Validation Loss: 0.14182684
Epoch: 0 ---Training accuracy:--- 0.92 Training Loss: 0.21136574 ---Validation accuracy:--- 0.8952 Validation Loss: 0.3060729
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.09298233 ---Validation accuracy:--- 0.9508 Validation Loss: 0.17090997
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.02877921 ---Validation accuracy:--- 0.954 Validation Loss: 0.1575426
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.06669429 ---Validation accuracy:--- 0.9598 Validation Loss: 0.13649237
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.08535566 ---Validation accuracy:--- 0.9594 Validation Loss: 0.14083369
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.023656523 ---Validation accuracy:--- 0.9594 Validation Loss: 0.13925558
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.067419164 ---Validation accuracy:--- 0.961 Validation Loss: 0.13713142
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.028013134 ---Validation accuracy:--- 0.9636 Validation Loss: 0.13047172
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.05992289 ---Validation accuracy:--- 0.9614 Validation Loss: 0.13320576
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.03445354 ---Validation accuracy:--- 0.9636 Validation Loss: 0.13108025
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.07458691 ---Validation accuracy:--- 0.9612 Validation Loss: 0.1394866
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.032328892 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12992802
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.062852904 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15259364
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.038124833 ---Validation accuracy:--- 0.954 Validation Loss: 0.15131918
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.06803265 ---Validation accuracy:--- 0.9584 Validation Loss: 0.14292468
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.10520624 ---Validation accuracy:--- 0.9484 Validation Loss: 0.16956656
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.12821499 ---Validation accuracy:--- 0.9244 Validation Loss: 0.24590299
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.105957195 ---Validation accuracy:--- 0.9434 Validation Loss: 0.18803462
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.03519025 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14160809
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.04108335 ---Validation accuracy:--- 0.961 Validation Loss: 0.13418117
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.03356039 ---Validation accuracy:--- 0.9622 Validation Loss: 0.12821154
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.020687396 ---Validation accuracy:--- 0.9616 Validation Loss: 0.12957387
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.02293063 ---Validation accuracy:--- 0.9622 Validation Loss: 0.12721601
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.043377973 ---Validation accuracy:--- 0.9604 Validation Loss: 0.14022104
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.0568853 ---Validation accuracy:--- 0.9634 Validation Loss: 0.12453
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.059353188 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12651667
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.035365216 ---Validation accuracy:--- 0.957 Validation Loss: 0.14202888
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.0878207 ---Validation accuracy:--- 0.948 Validation Loss: 0.1728805
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.123532236 ---Validation accuracy:--- 0.953 Validation Loss: 0.15937606
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.109635584 ---Validation accuracy:--- 0.9564 Validation Loss: 0.15097581
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.033612847 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13855562
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.028814407 ---Validation accuracy:--- 0.961 Validation Loss: 0.13636237
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.041008938 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13231957
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.057404973 ---Validation accuracy:--- 0.9588 Validation Loss: 0.1421404
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.079902165 ---Validation accuracy:--- 0.9534 Validation Loss: 0.1589896
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.032493662 ---Validation accuracy:--- 0.9534 Validation Loss: 0.15512124
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.024374576 ---Validation accuracy:--- 0.9558 Validation Loss: 0.15217976
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.09433815 ---Validation accuracy:--- 0.9558 Validation Loss: 0.14534959
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.019916195 ---Validation accuracy:--- 0.9602 Validation Loss: 0.12919086
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.03408732 ---Validation accuracy:--- 0.9608 Validation Loss: 0.1320584
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.026275104 ---Validation accuracy:--- 0.9636 Validation Loss: 0.1258709
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.04963273 ---Validation accuracy:--- 0.9538 Validation Loss: 0.14799121
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.038514305 ---Validation accuracy:--- 0.9546 Validation Loss: 0.14208157
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.027842069 ---Validation accuracy:--- 0.9562 Validation Loss: 0.14279583
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.04129895 ---Validation accuracy:--- 0.9626 Validation Loss: 0.12588808
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.029675942 ---Validation accuracy:--- 0.962 Validation Loss: 0.13071999
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.01637057 ---Validation accuracy:--- 0.9612 Validation Loss: 0.1326848
Epoch: 0 ---Training accuracy:--- 0.94 Training Loss: 0.16394655 ---Validation accuracy:--- 0.947 Validation Loss: 0.17338169
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.08886345 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12716335
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.081577376 ---Validation accuracy:--- 0.9582 Validation Loss: 0.12864877
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.07011967 ---Validation accuracy:--- 0.9626 Validation Loss: 0.13068493
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.04565977 ---Validation accuracy:--- 0.9616 Validation Loss: 0.12588704
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.037059583 ---Validation accuracy:--- 0.9602 Validation Loss: 0.13084644
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.020304827 ---Validation accuracy:--- 0.9608 Validation Loss: 0.12766512
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.08619761 ---Validation accuracy:--- 0.9488 Validation Loss: 0.15920527
Epoch: 0 ---Training accuracy:--- 0.96 Training Loss: 0.06931587 ---Validation accuracy:--- 0.9624 Validation Loss: 0.12840179
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.025091305 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12798655
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.027653478 ---Validation accuracy:--- 0.9644 Validation Loss: 0.123705685
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.03139596 ---Validation accuracy:--- 0.9586 Validation Loss: 0.1448697
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.06799178 ---Validation accuracy:--- 0.9586 Validation Loss: 0.1347026
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.025995053 ---Validation accuracy:--- 0.9618 Validation Loss: 0.13254671
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.030775515 ---Validation accuracy:--- 0.9654 Validation Loss: 0.117994666
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.056706086 ---Validation accuracy:--- 0.9586 Validation Loss: 0.13290787
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.07137357 ---Validation accuracy:--- 0.9614 Validation Loss: 0.12794995
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.08914072 ---Validation accuracy:--- 0.9264 Validation Loss: 0.21840532
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.07485629 ---Validation accuracy:--- 0.957 Validation Loss: 0.13822307
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.021712456 ---Validation accuracy:--- 0.962 Validation Loss: 0.12487473
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.041302778 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13132717
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.049943205 ---Validation accuracy:--- 0.9668 Validation Loss: 0.12041154
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.038379494 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14548492
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.03794805 ---Validation accuracy:--- 0.964 Validation Loss: 0.12680073
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.07485025 ---Validation accuracy:--- 0.9594 Validation Loss: 0.13288188
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.036864825 ---Validation accuracy:--- 0.9662 Validation Loss: 0.12043612
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.068982214 ---Validation accuracy:--- 0.9568 Validation Loss: 0.14539428
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.0321086 ---Validation accuracy:--- 0.959 Validation Loss: 0.13330796
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.054460697 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11916009
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.110264026 ---Validation accuracy:--- 0.9622 Validation Loss: 0.128898
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.038824834 ---Validation accuracy:--- 0.957 Validation Loss: 0.14041175
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.024120832 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13467653
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.033355065 ---Validation accuracy:--- 0.964 Validation Loss: 0.12680754
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.057953663 ---Validation accuracy:--- 0.966 Validation Loss: 0.11964126
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.061362438 ---Validation accuracy:--- 0.9588 Validation Loss: 0.13956942
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.05261854 ---Validation accuracy:--- 0.9594 Validation Loss: 0.13708079
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.048391137 ---Validation accuracy:--- 0.9544 Validation Loss: 0.14296018
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.052274503 ---Validation accuracy:--- 0.9458 Validation Loss: 0.1651424
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.0920353 ---Validation accuracy:--- 0.96 Validation Loss: 0.13007095
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.056603532 ---Validation accuracy:--- 0.9546 Validation Loss: 0.14089371
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.03747393 ---Validation accuracy:--- 0.9652 Validation Loss: 0.11939513
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.031754743 ---Validation accuracy:--- 0.9652 Validation Loss: 0.11654241
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.03503026 ---Validation accuracy:--- 0.9638 Validation Loss: 0.121077225
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.03793259 ---Validation accuracy:--- 0.964 Validation Loss: 0.124859594
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.026409805 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12383188
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.05794852 ---Validation accuracy:--- 0.9614 Validation Loss: 0.1311666
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.03240961 ---Validation accuracy:--- 0.9612 Validation Loss: 0.12654436
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.02811917 ---Validation accuracy:--- 0.962 Validation Loss: 0.12417273
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.039766725 ---Validation accuracy:--- 0.9604 Validation Loss: 0.12741524
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.03991365 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13414475
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.028704235 ---Validation accuracy:--- 0.9642 Validation Loss: 0.11731573
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.044371165 ---Validation accuracy:--- 0.9626 Validation Loss: 0.12331284
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.052634664 ---Validation accuracy:--- 0.9646 Validation Loss: 0.12072246
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.036384728 ---Validation accuracy:--- 0.9636 Validation Loss: 0.12289482
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.026172979 ---Validation accuracy:--- 0.967 Validation Loss: 0.11483851
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.0552808 ---Validation accuracy:--- 0.9566 Validation Loss: 0.15150425
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.015344871 ---Validation accuracy:--- 0.9594 Validation Loss: 0.13832764
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.093809836 ---Validation accuracy:--- 0.9598 Validation Loss: 0.14679685
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.059908047 ---Validation accuracy:--- 0.966 Validation Loss: 0.11998422
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.02432757 ---Validation accuracy:--- 0.9664 Validation Loss: 0.118004635
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.045338836 ---Validation accuracy:--- 0.963 Validation Loss: 0.13020155
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.024863875 ---Validation accuracy:--- 0.9616 Validation Loss: 0.13312644
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.04541379 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12233247
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.110717885 ---Validation accuracy:--- 0.9678 Validation Loss: 0.1115104
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.02701921 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11255353
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.016100677 ---Validation accuracy:--- 0.9652 Validation Loss: 0.11612379
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.0547797 ---Validation accuracy:--- 0.959 Validation Loss: 0.14066133
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.028179577 ---Validation accuracy:--- 0.962 Validation Loss: 0.13010828
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.048740692 ---Validation accuracy:--- 0.965 Validation Loss: 0.12391699
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.037942458 ---Validation accuracy:--- 0.9582 Validation Loss: 0.14177558
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.02917487 ---Validation accuracy:--- 0.964 Validation Loss: 0.12812819
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.024072718 ---Validation accuracy:--- 0.9624 Validation Loss: 0.13492934
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.032925714 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12986992
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.06597356 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12582178
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.02234637 ---Validation accuracy:--- 0.9648 Validation Loss: 0.1167801
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.02924606 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12417742
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.023260279 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11719697
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.04940779 ---Validation accuracy:--- 0.9632 Validation Loss: 0.13326035
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.019871429 ---Validation accuracy:--- 0.9652 Validation Loss: 0.12264307
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.04589016 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11751744
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.027750771 ---Validation accuracy:--- 0.9674 Validation Loss: 0.113609694
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.053354822 ---Validation accuracy:--- 0.965 Validation Loss: 0.11767401
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.020193025 ---Validation accuracy:--- 0.9652 Validation Loss: 0.114272214
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.05355925 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12624162
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.03532625 ---Validation accuracy:--- 0.9654 Validation Loss: 0.11542079
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.062137123 ---Validation accuracy:--- 0.9668 Validation Loss: 0.116592444
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.030338474 ---Validation accuracy:--- 0.964 Validation Loss: 0.12171637
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.015176492 ---Validation accuracy:--- 0.9666 Validation Loss: 0.11775091
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.019007685 ---Validation accuracy:--- 0.966 Validation Loss: 0.116533384
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.026151614 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11406352
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.04259065 ---Validation accuracy:--- 0.9654 Validation Loss: 0.12669818
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.02387575 ---Validation accuracy:--- 0.9642 Validation Loss: 0.12187386
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.0297877 ---Validation accuracy:--- 0.9666 Validation Loss: 0.11883236
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.04133991 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11771992
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.02196007 ---Validation accuracy:--- 0.9664 Validation Loss: 0.117483325
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.078281246 ---Validation accuracy:--- 0.947 Validation Loss: 0.1802289
Epoch: 0 ---Training accuracy:--- 0.91 Training Loss: 0.3056417 ---Validation accuracy:--- 0.9012 Validation Loss: 0.31101215
Epoch: 0 ---Training accuracy:--- 0.97 Training Loss: 0.09602056 ---Validation accuracy:--- 0.9568 Validation Loss: 0.15321556
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.09734725 ---Validation accuracy:--- 0.9606 Validation Loss: 0.13385049
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.045169387 ---Validation accuracy:--- 0.9608 Validation Loss: 0.12989919
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.059364006 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11350088
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.043692928 ---Validation accuracy:--- 0.968 Validation Loss: 0.11652063
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.053958982 ---Validation accuracy:--- 0.9648 Validation Loss: 0.13038138
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.048927292 ---Validation accuracy:--- 0.9616 Validation Loss: 0.12910427
Epoch: 0 ---Training accuracy:--- 1.0 Training Loss: 0.027014961 ---Validation accuracy:--- 0.9622 Validation Loss: 0.12900233
Epoch: 0 ---Training accuracy:--- 0.98 Training Loss: 0.048436526 ---Validation accuracy:--- 0.964 Validation Loss: 0.12434416
Epoch: 0 ---Training accuracy:--- 0.99 Training Loss: 0.056148175 ---Validation accuracy:--- 0.9594 Validation Loss: 0.13318333
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019105066 ---Validation accuracy:--- 0.9672 Validation Loss: 0.1164032
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03183373 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11420173
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.09392023 ---Validation accuracy:--- 0.9616 Validation Loss: 0.12921862
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.11519295 ---Validation accuracy:--- 0.9646 Validation Loss: 0.11772842
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019830134 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11542074
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.022953652 ---Validation accuracy:--- 0.969 Validation Loss: 0.10987405
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026539765 ---Validation accuracy:--- 0.969 Validation Loss: 0.109865285
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.022720216 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10727112
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.027717726 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10633154
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07771225 ---Validation accuracy:--- 0.97 Validation Loss: 0.10831438
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.06102417 ---Validation accuracy:--- 0.9582 Validation Loss: 0.13803685
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.035357464 ---Validation accuracy:--- 0.9622 Validation Loss: 0.13297346
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.051519208 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11615785
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03372213 ---Validation accuracy:--- 0.9626 Validation Loss: 0.1300267
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.040375024 ---Validation accuracy:--- 0.9674 Validation Loss: 0.111950025
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.040136315 ---Validation accuracy:--- 0.9662 Validation Loss: 0.118258424
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.036358487 ---Validation accuracy:--- 0.9698 Validation Loss: 0.1056552
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026911102 ---Validation accuracy:--- 0.9614 Validation Loss: 0.12691022
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03299258 ---Validation accuracy:--- 0.9666 Validation Loss: 0.11495425
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05572132 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11933955
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.071336865 ---Validation accuracy:--- 0.9594 Validation Loss: 0.13993303
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02239606 ---Validation accuracy:--- 0.963 Validation Loss: 0.1220615
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.047120232 ---Validation accuracy:--- 0.962 Validation Loss: 0.13014254
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026208978 ---Validation accuracy:--- 0.9654 Validation Loss: 0.118458755
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.07781908 ---Validation accuracy:--- 0.9602 Validation Loss: 0.137981
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.101953976 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11993523
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.030334532 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11633425
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03884924 ---Validation accuracy:--- 0.9682 Validation Loss: 0.10779866
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.028713642 ---Validation accuracy:--- 0.9688 Validation Loss: 0.104483254
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.047147587 ---Validation accuracy:--- 0.9666 Validation Loss: 0.11175282
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013016713 ---Validation accuracy:--- 0.9668 Validation Loss: 0.10884867
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.032411776 ---Validation accuracy:--- 0.9666 Validation Loss: 0.11478594
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.030122904 ---Validation accuracy:--- 0.9638 Validation Loss: 0.11939314
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014349177 ---Validation accuracy:--- 0.9672 Validation Loss: 0.1083521
Epoch: 1 ---Training accuracy:--- 0.95 Training Loss: 0.14179163 ---Validation accuracy:--- 0.9386 Validation Loss: 0.18554932
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.059617795 ---Validation accuracy:--- 0.9478 Validation Loss: 0.17325327
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020019064 ---Validation accuracy:--- 0.9614 Validation Loss: 0.12164702
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023477785 ---Validation accuracy:--- 0.9664 Validation Loss: 0.112592556
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.034803715 ---Validation accuracy:--- 0.9638 Validation Loss: 0.114526
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.058942005 ---Validation accuracy:--- 0.9566 Validation Loss: 0.13699874
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.033791333 ---Validation accuracy:--- 0.9628 Validation Loss: 0.12038586
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.093245775 ---Validation accuracy:--- 0.9644 Validation Loss: 0.116216026
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.053518534 ---Validation accuracy:--- 0.9524 Validation Loss: 0.14900781
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026522694 ---Validation accuracy:--- 0.962 Validation Loss: 0.12614791
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.030231187 ---Validation accuracy:--- 0.9682 Validation Loss: 0.1069061
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02368493 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10912418
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04043603 ---Validation accuracy:--- 0.9718 Validation Loss: 0.103218675
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.02869823 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11062158
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.075179756 ---Validation accuracy:--- 0.9648 Validation Loss: 0.11728288
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.030102754 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11333501
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023729205 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10562139
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.060596805 ---Validation accuracy:--- 0.9592 Validation Loss: 0.14160267
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.029936915 ---Validation accuracy:--- 0.9684 Validation Loss: 0.112695165
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015535579 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10821411
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.047201596 ---Validation accuracy:--- 0.9594 Validation Loss: 0.13196309
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02603842 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10940948
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.037493035 ---Validation accuracy:--- 0.967 Validation Loss: 0.11674293
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.050479513 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11160387
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.059871778 ---Validation accuracy:--- 0.9676 Validation Loss: 0.111176625
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.028177762 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11183646
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.042322244 ---Validation accuracy:--- 0.962 Validation Loss: 0.12562533
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.056636572 ---Validation accuracy:--- 0.964 Validation Loss: 0.11910226
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023730746 ---Validation accuracy:--- 0.9604 Validation Loss: 0.12678424
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016831936 ---Validation accuracy:--- 0.9644 Validation Loss: 0.1230798
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.023954282 ---Validation accuracy:--- 0.966 Validation Loss: 0.117477246
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015070154 ---Validation accuracy:--- 0.969 Validation Loss: 0.10561493
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.021907179 ---Validation accuracy:--- 0.9604 Validation Loss: 0.13696907
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.056738358 ---Validation accuracy:--- 0.966 Validation Loss: 0.11762261
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.031203292 ---Validation accuracy:--- 0.963 Validation Loss: 0.12850456
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03604592 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12588371
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.045555014 ---Validation accuracy:--- 0.9704 Validation Loss: 0.107561976
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03646892 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11285934
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019769551 ---Validation accuracy:--- 0.9684 Validation Loss: 0.11144822
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.022070793 ---Validation accuracy:--- 0.9674 Validation Loss: 0.110937014
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016900197 ---Validation accuracy:--- 0.9676 Validation Loss: 0.109101474
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015748417 ---Validation accuracy:--- 0.9704 Validation Loss: 0.105075404
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.022307163 ---Validation accuracy:--- 0.97 Validation Loss: 0.10390549
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.032866098 ---Validation accuracy:--- 0.967 Validation Loss: 0.112979785
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019096632 ---Validation accuracy:--- 0.9666 Validation Loss: 0.11157215
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014040769 ---Validation accuracy:--- 0.9674 Validation Loss: 0.106606625
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015634641 ---Validation accuracy:--- 0.9644 Validation Loss: 0.11916196
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.04116487 ---Validation accuracy:--- 0.9668 Validation Loss: 0.10769592
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.029438114 ---Validation accuracy:--- 0.9638 Validation Loss: 0.12331599
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.029322142 ---Validation accuracy:--- 0.963 Validation Loss: 0.12217024
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.043141484 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11061031
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.020113496 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10136783
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.058860656 ---Validation accuracy:--- 0.9712 Validation Loss: 0.09899101
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015174644 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09701479
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0095877405 ---Validation accuracy:--- 0.9718 Validation Loss: 0.10075846
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0294259 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10415232
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011740681 ---Validation accuracy:--- 0.969 Validation Loss: 0.10591881
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020435756 ---Validation accuracy:--- 0.968 Validation Loss: 0.10421581
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.043250438 ---Validation accuracy:--- 0.9658 Validation Loss: 0.111600265
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013089058 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11117699
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014508738 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10451685
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.020723447 ---Validation accuracy:--- 0.9678 Validation Loss: 0.10880155
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012123614 ---Validation accuracy:--- 0.969 Validation Loss: 0.10392105
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.008562969 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10163111
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02029552 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10200155
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02444918 ---Validation accuracy:--- 0.97 Validation Loss: 0.10261436
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.017132778 ---Validation accuracy:--- 0.965 Validation Loss: 0.112785324
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012258665 ---Validation accuracy:--- 0.9676 Validation Loss: 0.111642994
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0097272135 ---Validation accuracy:--- 0.9674 Validation Loss: 0.106483676
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.024147205 ---Validation accuracy:--- 0.9678 Validation Loss: 0.11050071
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.009050426 ---Validation accuracy:--- 0.9658 Validation Loss: 0.12225603
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.03145344 ---Validation accuracy:--- 0.9596 Validation Loss: 0.12782681
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01226033 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10530069
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.021843567 ---Validation accuracy:--- 0.9684 Validation Loss: 0.10769192
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014318977 ---Validation accuracy:--- 0.9684 Validation Loss: 0.10616338
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019720152 ---Validation accuracy:--- 0.969 Validation Loss: 0.103685476
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012146517 ---Validation accuracy:--- 0.97 Validation Loss: 0.101701096
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.002786203 ---Validation accuracy:--- 0.9708 Validation Loss: 0.102669396
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02711738 ---Validation accuracy:--- 0.969 Validation Loss: 0.104670145
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02535453 ---Validation accuracy:--- 0.968 Validation Loss: 0.109582655
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.008275465 ---Validation accuracy:--- 0.968 Validation Loss: 0.10937645
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023805246 ---Validation accuracy:--- 0.9658 Validation Loss: 0.1126407
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026781034 ---Validation accuracy:--- 0.9698 Validation Loss: 0.1060034
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01922627 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10261021
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.010080843 ---Validation accuracy:--- 0.9684 Validation Loss: 0.10695552
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07025082 ---Validation accuracy:--- 0.9606 Validation Loss: 0.13761427
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.010824399 ---Validation accuracy:--- 0.9666 Validation Loss: 0.112894766
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.024410253 ---Validation accuracy:--- 0.9592 Validation Loss: 0.132523
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018115563 ---Validation accuracy:--- 0.9652 Validation Loss: 0.121180736
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.08810327 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12591647
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0150737325 ---Validation accuracy:--- 0.9688 Validation Loss: 0.11382158
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.024631366 ---Validation accuracy:--- 0.9622 Validation Loss: 0.12979428
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026380038 ---Validation accuracy:--- 0.9496 Validation Loss: 0.15469597
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03139971 ---Validation accuracy:--- 0.9632 Validation Loss: 0.12107234
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.024168389 ---Validation accuracy:--- 0.9642 Validation Loss: 0.1161404
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.043725215 ---Validation accuracy:--- 0.965 Validation Loss: 0.11498226
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012349877 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10722917
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.036034454 ---Validation accuracy:--- 0.969 Validation Loss: 0.11772466
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.027003367 ---Validation accuracy:--- 0.9702 Validation Loss: 0.111457445
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.041063286 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11703987
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.041404065 ---Validation accuracy:--- 0.968 Validation Loss: 0.11198523
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.009514518 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10448679
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011829226 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10332156
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02148448 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11007927
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02736721 ---Validation accuracy:--- 0.9668 Validation Loss: 0.114492044
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.040233344 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10399285
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.036855686 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09884685
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.12877177 ---Validation accuracy:--- 0.9634 Validation Loss: 0.11915088
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.05226587 ---Validation accuracy:--- 0.9642 Validation Loss: 0.11375615
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06637123 ---Validation accuracy:--- 0.9676 Validation Loss: 0.110993765
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01165468 ---Validation accuracy:--- 0.9688 Validation Loss: 0.105150536
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013219538 ---Validation accuracy:--- 0.971 Validation Loss: 0.10001798
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.021297764 ---Validation accuracy:--- 0.9706 Validation Loss: 0.098114796
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013466827 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10192919
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018879084 ---Validation accuracy:--- 0.9718 Validation Loss: 0.0979608
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01798244 ---Validation accuracy:--- 0.97 Validation Loss: 0.1025755
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014303339 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10262693
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020006655 ---Validation accuracy:--- 0.966 Validation Loss: 0.11087251
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.027111743 ---Validation accuracy:--- 0.9658 Validation Loss: 0.11130562
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026575556 ---Validation accuracy:--- 0.9702 Validation Loss: 0.09779657
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019521674 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10209963
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01287787 ---Validation accuracy:--- 0.964 Validation Loss: 0.11912849
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.00912074 ---Validation accuracy:--- 0.9686 Validation Loss: 0.1115315
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.009197661 ---Validation accuracy:--- 0.9644 Validation Loss: 0.12263177
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01842886 ---Validation accuracy:--- 0.9672 Validation Loss: 0.10930918
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015208426 ---Validation accuracy:--- 0.9678 Validation Loss: 0.10611484
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019173315 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10590581
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.036387514 ---Validation accuracy:--- 0.9724 Validation Loss: 0.09769934
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.021964999 ---Validation accuracy:--- 0.9674 Validation Loss: 0.10602776
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.16072786 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11218684
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.032324176 ---Validation accuracy:--- 0.9708 Validation Loss: 0.09966346
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.017944751 ---Validation accuracy:--- 0.9712 Validation Loss: 0.09480642
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026585577 ---Validation accuracy:--- 0.9686 Validation Loss: 0.11016719
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.049599633 ---Validation accuracy:--- 0.9662 Validation Loss: 0.11442942
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01135999 ---Validation accuracy:--- 0.972 Validation Loss: 0.100089036
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013426652 ---Validation accuracy:--- 0.9718 Validation Loss: 0.096440256
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011165765 ---Validation accuracy:--- 0.971 Validation Loss: 0.096325144
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01789355 ---Validation accuracy:--- 0.9722 Validation Loss: 0.09583575
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.009669247 ---Validation accuracy:--- 0.9726 Validation Loss: 0.0973303
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012089818 ---Validation accuracy:--- 0.971 Validation Loss: 0.09762514
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0134442095 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10094842
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023015628 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10016831
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.058669005 ---Validation accuracy:--- 0.9706 Validation Loss: 0.099601455
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023712423 ---Validation accuracy:--- 0.9644 Validation Loss: 0.11114135
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011206751 ---Validation accuracy:--- 0.97 Validation Loss: 0.10284305
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026779413 ---Validation accuracy:--- 0.9704 Validation Loss: 0.09940869
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.11912079 ---Validation accuracy:--- 0.9546 Validation Loss: 0.15251414
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.042092577 ---Validation accuracy:--- 0.9656 Validation Loss: 0.12047986
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.008464853 ---Validation accuracy:--- 0.9682 Validation Loss: 0.11136981
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013233773 ---Validation accuracy:--- 0.9578 Validation Loss: 0.13249323
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013386369 ---Validation accuracy:--- 0.9652 Validation Loss: 0.115403906
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012687712 ---Validation accuracy:--- 0.965 Validation Loss: 0.113361135
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0192023 ---Validation accuracy:--- 0.9672 Validation Loss: 0.10847971
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01487645 ---Validation accuracy:--- 0.97 Validation Loss: 0.10034996
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.017006135 ---Validation accuracy:--- 0.9588 Validation Loss: 0.12364065
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03321884 ---Validation accuracy:--- 0.969 Validation Loss: 0.10270754
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020689659 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10040145
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018623814 ---Validation accuracy:--- 0.9702 Validation Loss: 0.102728866
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026076041 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11502074
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.022132339 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10369871
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.010465265 ---Validation accuracy:--- 0.969 Validation Loss: 0.10712246
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0060633924 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10224717
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0101461485 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10129819
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013659775 ---Validation accuracy:--- 0.9712 Validation Loss: 0.09862621
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016956825 ---Validation accuracy:--- 0.97 Validation Loss: 0.10632722
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.017858924 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10681816
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.06779687 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10755564
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012974041 ---Validation accuracy:--- 0.9674 Validation Loss: 0.107237816
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023720775 ---Validation accuracy:--- 0.9676 Validation Loss: 0.117226675
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.037864905 ---Validation accuracy:--- 0.9608 Validation Loss: 0.13156526
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03479746 ---Validation accuracy:--- 0.9704 Validation Loss: 0.09957784
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.08298824 ---Validation accuracy:--- 0.9624 Validation Loss: 0.11928706
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0463537 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11227061
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.037917074 ---Validation accuracy:--- 0.9682 Validation Loss: 0.10417323
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.021406755 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10039686
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01983177 ---Validation accuracy:--- 0.9668 Validation Loss: 0.10244592
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.024066748 ---Validation accuracy:--- 0.9678 Validation Loss: 0.10153891
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.037948646 ---Validation accuracy:--- 0.965 Validation Loss: 0.10843838
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.021636305 ---Validation accuracy:--- 0.966 Validation Loss: 0.10693894
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.027122164 ---Validation accuracy:--- 0.9688 Validation Loss: 0.1024468
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.00643661 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10181743
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014361067 ---Validation accuracy:--- 0.9712 Validation Loss: 0.09520404
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04061758 ---Validation accuracy:--- 0.9708 Validation Loss: 0.09507234
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06219956 ---Validation accuracy:--- 0.97 Validation Loss: 0.10211578
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013870529 ---Validation accuracy:--- 0.9706 Validation Loss: 0.096456036
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02036398 ---Validation accuracy:--- 0.968 Validation Loss: 0.112601355
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.031280145 ---Validation accuracy:--- 0.9674 Validation Loss: 0.10819436
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.022681532 ---Validation accuracy:--- 0.97 Validation Loss: 0.101979606
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016199768 ---Validation accuracy:--- 0.9704 Validation Loss: 0.09927871
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01997739 ---Validation accuracy:--- 0.9678 Validation Loss: 0.109808266
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026992321 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10207732
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.034792554 ---Validation accuracy:--- 0.9712 Validation Loss: 0.09637296
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020020692 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10105792
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06632992 ---Validation accuracy:--- 0.9722 Validation Loss: 0.09747787
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02548665 ---Validation accuracy:--- 0.9694 Validation Loss: 0.106249
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.04631671 ---Validation accuracy:--- 0.969 Validation Loss: 0.10292025
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.043586798 ---Validation accuracy:--- 0.9684 Validation Loss: 0.1109165
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0097661475 ---Validation accuracy:--- 0.9698 Validation Loss: 0.106055275
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016795428 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10402479
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.024930129 ---Validation accuracy:--- 0.9656 Validation Loss: 0.116305605
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02183778 ---Validation accuracy:--- 0.9706 Validation Loss: 0.1008337
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.008968616 ---Validation accuracy:--- 0.971 Validation Loss: 0.09868708
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.094723865 ---Validation accuracy:--- 0.966 Validation Loss: 0.115183644
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015494969 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10169292
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.04028094 ---Validation accuracy:--- 0.9706 Validation Loss: 0.09912559
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.021743411 ---Validation accuracy:--- 0.968 Validation Loss: 0.10337761
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.031009294 ---Validation accuracy:--- 0.9708 Validation Loss: 0.101526804
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0153083755 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10500398
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026559716 ---Validation accuracy:--- 0.9682 Validation Loss: 0.10637596
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03279586 ---Validation accuracy:--- 0.972 Validation Loss: 0.0942322
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.021354664 ---Validation accuracy:--- 0.9724 Validation Loss: 0.09396246
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.062261 ---Validation accuracy:--- 0.9606 Validation Loss: 0.1269321
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018546155 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10258993
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.039293632 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10103802
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026484422 ---Validation accuracy:--- 0.9708 Validation Loss: 0.100043654
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020289632 ---Validation accuracy:--- 0.9698 Validation Loss: 0.09987634
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016782513 ---Validation accuracy:--- 0.966 Validation Loss: 0.1171857
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.044452988 ---Validation accuracy:--- 0.966 Validation Loss: 0.11840627
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.066938065 ---Validation accuracy:--- 0.9616 Validation Loss: 0.12872349
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.017024314 ---Validation accuracy:--- 0.9716 Validation Loss: 0.09646851
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013062718 ---Validation accuracy:--- 0.968 Validation Loss: 0.11209304
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.007653383 ---Validation accuracy:--- 0.9702 Validation Loss: 0.09660844
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023586906 ---Validation accuracy:--- 0.9672 Validation Loss: 0.106205896
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.040057164 ---Validation accuracy:--- 0.9712 Validation Loss: 0.09568512
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01735804 ---Validation accuracy:--- 0.9676 Validation Loss: 0.10845198
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015044842 ---Validation accuracy:--- 0.9702 Validation Loss: 0.102792405
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020109762 ---Validation accuracy:--- 0.9712 Validation Loss: 0.102735
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016187266 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09274204
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0077814516 ---Validation accuracy:--- 0.9738 Validation Loss: 0.08779541
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016072452 ---Validation accuracy:--- 0.9672 Validation Loss: 0.103948146
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.010515941 ---Validation accuracy:--- 0.968 Validation Loss: 0.10594557
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011822965 ---Validation accuracy:--- 0.9668 Validation Loss: 0.111428246
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.024986215 ---Validation accuracy:--- 0.9704 Validation Loss: 0.1049889
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02574984 ---Validation accuracy:--- 0.97 Validation Loss: 0.107529834
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013028016 ---Validation accuracy:--- 0.9668 Validation Loss: 0.11313213
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011255747 ---Validation accuracy:--- 0.9664 Validation Loss: 0.105522744
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02289842 ---Validation accuracy:--- 0.9666 Validation Loss: 0.107874304
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013518419 ---Validation accuracy:--- 0.9686 Validation Loss: 0.104326405
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.027434273 ---Validation accuracy:--- 0.9716 Validation Loss: 0.09557834
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.036007274 ---Validation accuracy:--- 0.973 Validation Loss: 0.093929365
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02387299 ---Validation accuracy:--- 0.971 Validation Loss: 0.10445265
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.047529522 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10274535
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015125678 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10153904
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03937747 ---Validation accuracy:--- 0.972 Validation Loss: 0.09423034
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019401826 ---Validation accuracy:--- 0.9698 Validation Loss: 0.101893045
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.021333108 ---Validation accuracy:--- 0.9658 Validation Loss: 0.11231098
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023249155 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10521367
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015979268 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10014062
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012323036 ---Validation accuracy:--- 0.971 Validation Loss: 0.09743365
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.052380305 ---Validation accuracy:--- 0.964 Validation Loss: 0.12395615
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014572544 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10338709
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01351794 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10329375
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.017910052 ---Validation accuracy:--- 0.9712 Validation Loss: 0.095950894
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016468193 ---Validation accuracy:--- 0.9714 Validation Loss: 0.09446485
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.032039646 ---Validation accuracy:--- 0.9722 Validation Loss: 0.09449696
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01360229 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09623203
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.050584745 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09744376
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012896141 ---Validation accuracy:--- 0.9736 Validation Loss: 0.0967513
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011287533 ---Validation accuracy:--- 0.971 Validation Loss: 0.10291284
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03615528 ---Validation accuracy:--- 0.974 Validation Loss: 0.09264336
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015910106 ---Validation accuracy:--- 0.9736 Validation Loss: 0.09584302
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.035027456 ---Validation accuracy:--- 0.972 Validation Loss: 0.096743815
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016277255 ---Validation accuracy:--- 0.9722 Validation Loss: 0.09601614
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.017804744 ---Validation accuracy:--- 0.9682 Validation Loss: 0.107158914
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0106196655 ---Validation accuracy:--- 0.974 Validation Loss: 0.0942041
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.07032979 ---Validation accuracy:--- 0.9712 Validation Loss: 0.1028781
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018999076 ---Validation accuracy:--- 0.965 Validation Loss: 0.11929532
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.027177563 ---Validation accuracy:--- 0.9736 Validation Loss: 0.097227894
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020661201 ---Validation accuracy:--- 0.9736 Validation Loss: 0.09200696
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020751009 ---Validation accuracy:--- 0.9738 Validation Loss: 0.08908984
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013257755 ---Validation accuracy:--- 0.975 Validation Loss: 0.089356765
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.025102498 ---Validation accuracy:--- 0.973 Validation Loss: 0.09250972
Epoch: 1 ---Training accuracy:--- 0.97 Training Loss: 0.05900564 ---Validation accuracy:--- 0.965 Validation Loss: 0.11249087
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.025265407 ---Validation accuracy:--- 0.9666 Validation Loss: 0.115697145
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.022558175 ---Validation accuracy:--- 0.9728 Validation Loss: 0.09589217
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.022771075 ---Validation accuracy:--- 0.9734 Validation Loss: 0.0956349
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03772585 ---Validation accuracy:--- 0.9696 Validation Loss: 0.1031697
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.010053621 ---Validation accuracy:--- 0.9734 Validation Loss: 0.09299961
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.057262506 ---Validation accuracy:--- 0.9554 Validation Loss: 0.13489524
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019340802 ---Validation accuracy:--- 0.972 Validation Loss: 0.09749146
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02009117 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10054444
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06410581 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09871744
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023918042 ---Validation accuracy:--- 0.9658 Validation Loss: 0.11335565
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0219131 ---Validation accuracy:--- 0.966 Validation Loss: 0.115205444
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023773944 ---Validation accuracy:--- 0.965 Validation Loss: 0.11704495
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013454703 ---Validation accuracy:--- 0.9692 Validation Loss: 0.11139656
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015587113 ---Validation accuracy:--- 0.9736 Validation Loss: 0.09720458
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.030384513 ---Validation accuracy:--- 0.9688 Validation Loss: 0.106436454
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03980826 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10894808
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.034378853 ---Validation accuracy:--- 0.97 Validation Loss: 0.106180765
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.029672965 ---Validation accuracy:--- 0.9724 Validation Loss: 0.099229716
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03839121 ---Validation accuracy:--- 0.973 Validation Loss: 0.09738106
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014351571 ---Validation accuracy:--- 0.9738 Validation Loss: 0.09642497
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.042846665 ---Validation accuracy:--- 0.971 Validation Loss: 0.10468191
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.028397737 ---Validation accuracy:--- 0.9668 Validation Loss: 0.113572314
Epoch: 1 ---Training accuracy:--- 0.96 Training Loss: 0.09365385 ---Validation accuracy:--- 0.9508 Validation Loss: 0.16730678
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.079832554 ---Validation accuracy:--- 0.9436 Validation Loss: 0.18075737
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03195954 ---Validation accuracy:--- 0.9538 Validation Loss: 0.14644624
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.047905326 ---Validation accuracy:--- 0.9542 Validation Loss: 0.14033884
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.05542789 ---Validation accuracy:--- 0.9706 Validation Loss: 0.103277005
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03629877 ---Validation accuracy:--- 0.9736 Validation Loss: 0.09701858
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02424598 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10189298
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.041691273 ---Validation accuracy:--- 0.972 Validation Loss: 0.09840961
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.030018102 ---Validation accuracy:--- 0.9604 Validation Loss: 0.12671338
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.023584165 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10101498
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013551935 ---Validation accuracy:--- 0.9728 Validation Loss: 0.09706997
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018820485 ---Validation accuracy:--- 0.9718 Validation Loss: 0.098669015
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.0513993 ---Validation accuracy:--- 0.9738 Validation Loss: 0.094295636
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.040866602 ---Validation accuracy:--- 0.9744 Validation Loss: 0.09418037
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.017041838 ---Validation accuracy:--- 0.9738 Validation Loss: 0.09443802
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.024031803 ---Validation accuracy:--- 0.9694 Validation Loss: 0.103062145
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.051666785 ---Validation accuracy:--- 0.9588 Validation Loss: 0.13089874
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.024575824 ---Validation accuracy:--- 0.974 Validation Loss: 0.095401846
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.037459567 ---Validation accuracy:--- 0.9714 Validation Loss: 0.09927833
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.022048574 ---Validation accuracy:--- 0.9688 Validation Loss: 0.10930414
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.037333123 ---Validation accuracy:--- 0.9722 Validation Loss: 0.09280319
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012304897 ---Validation accuracy:--- 0.976 Validation Loss: 0.09268667
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.020990582 ---Validation accuracy:--- 0.9722 Validation Loss: 0.097417384
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.035954002 ---Validation accuracy:--- 0.9714 Validation Loss: 0.101073086
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015020809 ---Validation accuracy:--- 0.9746 Validation Loss: 0.090958774
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026894206 ---Validation accuracy:--- 0.973 Validation Loss: 0.09364867
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.021848993 ---Validation accuracy:--- 0.9732 Validation Loss: 0.089294724
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.017388921 ---Validation accuracy:--- 0.9732 Validation Loss: 0.0929779
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.043657087 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08753074
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014521796 ---Validation accuracy:--- 0.975 Validation Loss: 0.08517995
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016215064 ---Validation accuracy:--- 0.9726 Validation Loss: 0.086601615
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05773909 ---Validation accuracy:--- 0.9736 Validation Loss: 0.08684729
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020759491 ---Validation accuracy:--- 0.971 Validation Loss: 0.09830676
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01425417 ---Validation accuracy:--- 0.9704 Validation Loss: 0.09975881
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018332876 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08799346
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026825175 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09372929
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.039806277 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10217203
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026260138 ---Validation accuracy:--- 0.971 Validation Loss: 0.100725316
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.022287592 ---Validation accuracy:--- 0.9712 Validation Loss: 0.09466289
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018115846 ---Validation accuracy:--- 0.9718 Validation Loss: 0.0964489
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.0793217 ---Validation accuracy:--- 0.9642 Validation Loss: 0.116673216
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011426411 ---Validation accuracy:--- 0.973 Validation Loss: 0.094246276
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019295754 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09589566
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020609833 ---Validation accuracy:--- 0.9682 Validation Loss: 0.105846606
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.02261142 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08939535
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.041387673 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08975899
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.027720165 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08654258
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014045723 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08649409
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.034770478 ---Validation accuracy:--- 0.972 Validation Loss: 0.09343228
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016893601 ---Validation accuracy:--- 0.975 Validation Loss: 0.09189624
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.02906129 ---Validation accuracy:--- 0.9726 Validation Loss: 0.095466614
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.024528198 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09806886
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019018408 ---Validation accuracy:--- 0.9714 Validation Loss: 0.0939192
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0079422975 ---Validation accuracy:--- 0.9716 Validation Loss: 0.09451945
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.009475329 ---Validation accuracy:--- 0.9716 Validation Loss: 0.097155586
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023495978 ---Validation accuracy:--- 0.9672 Validation Loss: 0.11129823
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019861117 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09486234
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.028693102 ---Validation accuracy:--- 0.9664 Validation Loss: 0.11482319
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01722095 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09634652
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03712408 ---Validation accuracy:--- 0.9672 Validation Loss: 0.10921109
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.049319845 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09475045
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015893377 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10353563
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014847797 ---Validation accuracy:--- 0.9708 Validation Loss: 0.100988455
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019952262 ---Validation accuracy:--- 0.972 Validation Loss: 0.1000263
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012948249 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09440168
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05536394 ---Validation accuracy:--- 0.9738 Validation Loss: 0.09346207
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012979406 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10577566
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014871931 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10534265
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02060213 ---Validation accuracy:--- 0.9674 Validation Loss: 0.11560141
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019234715 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10700666
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.017420508 ---Validation accuracy:--- 0.9704 Validation Loss: 0.10514868
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0071483646 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10273035
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011888156 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10023703
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015650703 ---Validation accuracy:--- 0.9712 Validation Loss: 0.0971
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.00678851 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09329745
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.01706822 ---Validation accuracy:--- 0.97 Validation Loss: 0.103105724
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.06903978 ---Validation accuracy:--- 0.9718 Validation Loss: 0.099306494
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011280344 ---Validation accuracy:--- 0.969 Validation Loss: 0.104138575
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.035408415 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10513147
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.026683064 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10610687
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03088634 ---Validation accuracy:--- 0.9576 Validation Loss: 0.12998605
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0136194825 ---Validation accuracy:--- 0.9726 Validation Loss: 0.094775796
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015732314 ---Validation accuracy:--- 0.9724 Validation Loss: 0.098301046
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019958796 ---Validation accuracy:--- 0.9734 Validation Loss: 0.0899235
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04275026 ---Validation accuracy:--- 0.9734 Validation Loss: 0.095131375
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011756399 ---Validation accuracy:--- 0.9738 Validation Loss: 0.09233056
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.010424363 ---Validation accuracy:--- 0.973 Validation Loss: 0.09382337
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.022642817 ---Validation accuracy:--- 0.9724 Validation Loss: 0.09307387
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03614507 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09200076
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03441508 ---Validation accuracy:--- 0.967 Validation Loss: 0.10823484
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.040347528 ---Validation accuracy:--- 0.9714 Validation Loss: 0.09766592
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.015888246 ---Validation accuracy:--- 0.971 Validation Loss: 0.09978819
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.024507942 ---Validation accuracy:--- 0.9716 Validation Loss: 0.096585825
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.017237477 ---Validation accuracy:--- 0.9724 Validation Loss: 0.0935926
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02471744 ---Validation accuracy:--- 0.9742 Validation Loss: 0.09092388
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011533499 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09328501
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019933699 ---Validation accuracy:--- 0.9736 Validation Loss: 0.09577818
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016029108 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08954148
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023030851 ---Validation accuracy:--- 0.9718 Validation Loss: 0.095054016
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01615131 ---Validation accuracy:--- 0.9748 Validation Loss: 0.09192271
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.028890014 ---Validation accuracy:--- 0.973 Validation Loss: 0.0950248
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.017341202 ---Validation accuracy:--- 0.9698 Validation Loss: 0.10289413
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011905091 ---Validation accuracy:--- 0.9728 Validation Loss: 0.097263604
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.048993815 ---Validation accuracy:--- 0.972 Validation Loss: 0.09791874
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.028371887 ---Validation accuracy:--- 0.975 Validation Loss: 0.08824951
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.030779092 ---Validation accuracy:--- 0.9732 Validation Loss: 0.094617814
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.025106737 ---Validation accuracy:--- 0.9574 Validation Loss: 0.13445985
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.008092208 ---Validation accuracy:--- 0.975 Validation Loss: 0.09147635
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.030062197 ---Validation accuracy:--- 0.9734 Validation Loss: 0.087654434
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.023262331 ---Validation accuracy:--- 0.9686 Validation Loss: 0.10752722
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04273609 ---Validation accuracy:--- 0.9676 Validation Loss: 0.11710547
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0096624065 ---Validation accuracy:--- 0.9752 Validation Loss: 0.09176249
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03723645 ---Validation accuracy:--- 0.9698 Validation Loss: 0.11148712
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05812138 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10231323
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023749622 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09573752
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014557641 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08665532
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.050898496 ---Validation accuracy:--- 0.9708 Validation Loss: 0.099919274
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016080473 ---Validation accuracy:--- 0.9736 Validation Loss: 0.09504958
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04239881 ---Validation accuracy:--- 0.9752 Validation Loss: 0.089174606
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.017744042 ---Validation accuracy:--- 0.9744 Validation Loss: 0.084393546
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01663323 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08640383
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016376244 ---Validation accuracy:--- 0.972 Validation Loss: 0.096127726
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.00882437 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08797179
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013973963 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08921186
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03172309 ---Validation accuracy:--- 0.9728 Validation Loss: 0.09263353
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.051082958 ---Validation accuracy:--- 0.9746 Validation Loss: 0.09274252
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.022035336 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10598113
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03150448 ---Validation accuracy:--- 0.9672 Validation Loss: 0.1095636
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.040554672 ---Validation accuracy:--- 0.966 Validation Loss: 0.110710435
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.026994815 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09792496
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.023992252 ---Validation accuracy:--- 0.9722 Validation Loss: 0.093646385
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016933333 ---Validation accuracy:--- 0.9736 Validation Loss: 0.08698602
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015612252 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08227676
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.041489925 ---Validation accuracy:--- 0.9744 Validation Loss: 0.094237186
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013719886 ---Validation accuracy:--- 0.9754 Validation Loss: 0.086351044
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018390628 ---Validation accuracy:--- 0.9724 Validation Loss: 0.09536078
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.023454323 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08455
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0077548907 ---Validation accuracy:--- 0.9768 Validation Loss: 0.083238125
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01547986 ---Validation accuracy:--- 0.9758 Validation Loss: 0.085952125
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011836481 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08839262
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.021177225 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09953201
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01573345 ---Validation accuracy:--- 0.975 Validation Loss: 0.0881809
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015253293 ---Validation accuracy:--- 0.9756 Validation Loss: 0.089347646
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02350333 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08896077
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.010295882 ---Validation accuracy:--- 0.9752 Validation Loss: 0.085918285
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.055619817 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08359166
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.05615962 ---Validation accuracy:--- 0.9704 Validation Loss: 0.100066684
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014949934 ---Validation accuracy:--- 0.9722 Validation Loss: 0.09470736
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.05115895 ---Validation accuracy:--- 0.972 Validation Loss: 0.09387352
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.010334184 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08250228
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.034427475 ---Validation accuracy:--- 0.9758 Validation Loss: 0.083817944
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.043375574 ---Validation accuracy:--- 0.976 Validation Loss: 0.082171634
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014874887 ---Validation accuracy:--- 0.9722 Validation Loss: 0.09464289
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012389455 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08668883
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.03331424 ---Validation accuracy:--- 0.9734 Validation Loss: 0.09117108
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015349457 ---Validation accuracy:--- 0.9714 Validation Loss: 0.09922018
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.023846135 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08957389
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.051291827 ---Validation accuracy:--- 0.9716 Validation Loss: 0.09510781
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.024282223 ---Validation accuracy:--- 0.9724 Validation Loss: 0.095297284
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020113278 ---Validation accuracy:--- 0.975 Validation Loss: 0.08671946
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015632153 ---Validation accuracy:--- 0.976 Validation Loss: 0.08600769
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012553436 ---Validation accuracy:--- 0.974 Validation Loss: 0.09089845
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011241331 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09260989
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.054370847 ---Validation accuracy:--- 0.9728 Validation Loss: 0.095764376
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018733881 ---Validation accuracy:--- 0.9684 Validation Loss: 0.10382418
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.039978098 ---Validation accuracy:--- 0.973 Validation Loss: 0.09224253
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.029534444 ---Validation accuracy:--- 0.97 Validation Loss: 0.09724231
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015072653 ---Validation accuracy:--- 0.971 Validation Loss: 0.09876317
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.017312244 ---Validation accuracy:--- 0.968 Validation Loss: 0.107093945
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015911074 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08668036
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020836243 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08567295
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.028006027 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08597487
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018931454 ---Validation accuracy:--- 0.9768 Validation Loss: 0.0830856
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01533608 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08657976
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03533798 ---Validation accuracy:--- 0.97 Validation Loss: 0.101169504
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012710017 ---Validation accuracy:--- 0.9732 Validation Loss: 0.08886013
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.033338115 ---Validation accuracy:--- 0.9734 Validation Loss: 0.09214771
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015107897 ---Validation accuracy:--- 0.9732 Validation Loss: 0.08877986
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.009735557 ---Validation accuracy:--- 0.9716 Validation Loss: 0.08992394
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.010540167 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08548572
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.020694437 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09210637
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015147972 ---Validation accuracy:--- 0.974 Validation Loss: 0.088645786
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.012016321 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08852557
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.024108242 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10526521
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018000783 ---Validation accuracy:--- 0.9738 Validation Loss: 0.09395473
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011270578 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08878909
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.015750939 ---Validation accuracy:--- 0.9778 Validation Loss: 0.08332681
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.009333531 ---Validation accuracy:--- 0.975 Validation Loss: 0.08456156
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.021935806 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08666991
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016251728 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08795929
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.039372366 ---Validation accuracy:--- 0.9736 Validation Loss: 0.08589792
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014444914 ---Validation accuracy:--- 0.9728 Validation Loss: 0.091962375
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.011345083 ---Validation accuracy:--- 0.9766 Validation Loss: 0.083027154
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013890159 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08354754
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013004956 ---Validation accuracy:--- 0.9708 Validation Loss: 0.09324736
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.00659454 ---Validation accuracy:--- 0.9702 Validation Loss: 0.09077936
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.007060473 ---Validation accuracy:--- 0.9704 Validation Loss: 0.0926763
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.028333025 ---Validation accuracy:--- 0.9702 Validation Loss: 0.09708118
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02281733 ---Validation accuracy:--- 0.973 Validation Loss: 0.08951743
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.019599888 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08292695
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013691537 ---Validation accuracy:--- 0.976 Validation Loss: 0.082014054
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016693242 ---Validation accuracy:--- 0.9732 Validation Loss: 0.08963664
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0124824215 ---Validation accuracy:--- 0.9738 Validation Loss: 0.08883658
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0147508355 ---Validation accuracy:--- 0.973 Validation Loss: 0.08680129
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013445658 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08527528
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.014928764 ---Validation accuracy:--- 0.9736 Validation Loss: 0.09395677
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.04665048 ---Validation accuracy:--- 0.9736 Validation Loss: 0.09199601
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.013605981 ---Validation accuracy:--- 0.9776 Validation Loss: 0.082987
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.029173784 ---Validation accuracy:--- 0.9746 Validation Loss: 0.09120786
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.008146552 ---Validation accuracy:--- 0.9784 Validation Loss: 0.082435206
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.022967927 ---Validation accuracy:--- 0.9778 Validation Loss: 0.08213085
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.016243994 ---Validation accuracy:--- 0.975 Validation Loss: 0.08798675
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.02207335 ---Validation accuracy:--- 0.975 Validation Loss: 0.08337647
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.024573777 ---Validation accuracy:--- 0.976 Validation Loss: 0.08191819
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0065457886 ---Validation accuracy:--- 0.974 Validation Loss: 0.088077836
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.004977802 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08686511
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.01453902 ---Validation accuracy:--- 0.9738 Validation Loss: 0.0864663
Epoch: 1 ---Training accuracy:--- 0.98 Training Loss: 0.061905432 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09257322
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.018880554 ---Validation accuracy:--- 0.9746 Validation Loss: 0.083865725
Epoch: 1 ---Training accuracy:--- 0.99 Training Loss: 0.03781819 ---Validation accuracy:--- 0.9716 Validation Loss: 0.09417637
Epoch: 1 ---Training accuracy:--- 1.0 Training Loss: 0.0075662867 ---Validation accuracy:--- 0.9692 Validation Loss: 0.10105514
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.019456077 ---Validation accuracy:--- 0.9722 Validation Loss: 0.08913071
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0092331525 ---Validation accuracy:--- 0.976 Validation Loss: 0.085492186
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0215759 ---Validation accuracy:--- 0.9728 Validation Loss: 0.097190246
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010821168 ---Validation accuracy:--- 0.9682 Validation Loss: 0.10710483
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012146137 ---Validation accuracy:--- 0.968 Validation Loss: 0.10660444
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.027347453 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09093652
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0114815235 ---Validation accuracy:--- 0.9734 Validation Loss: 0.089359574
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01655652 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08645233
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.061620988 ---Validation accuracy:--- 0.9696 Validation Loss: 0.104872145
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013886099 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08964472
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010241587 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08834264
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012225401 ---Validation accuracy:--- 0.9722 Validation Loss: 0.091404654
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.03896775 ---Validation accuracy:--- 0.9698 Validation Loss: 0.095677555
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0132441735 ---Validation accuracy:--- 0.9738 Validation Loss: 0.08909073
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008381751 ---Validation accuracy:--- 0.9728 Validation Loss: 0.092722625
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01169332 ---Validation accuracy:--- 0.974 Validation Loss: 0.09010903
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.021003587 ---Validation accuracy:--- 0.9716 Validation Loss: 0.09657215
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010718563 ---Validation accuracy:--- 0.9736 Validation Loss: 0.090021886
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.018361988 ---Validation accuracy:--- 0.9706 Validation Loss: 0.09783962
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010473416 ---Validation accuracy:--- 0.9756 Validation Loss: 0.083971664
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016352901 ---Validation accuracy:--- 0.9738 Validation Loss: 0.08977493
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.024902048 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08885684
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.024373846 ---Validation accuracy:--- 0.9692 Validation Loss: 0.102194846
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.020261236 ---Validation accuracy:--- 0.971 Validation Loss: 0.09417439
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008294631 ---Validation accuracy:--- 0.9736 Validation Loss: 0.09060328
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007075642 ---Validation accuracy:--- 0.9698 Validation Loss: 0.09847378
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014708297 ---Validation accuracy:--- 0.974 Validation Loss: 0.08878153
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.029309887 ---Validation accuracy:--- 0.9702 Validation Loss: 0.093304835
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012967051 ---Validation accuracy:--- 0.9696 Validation Loss: 0.10077279
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015709506 ---Validation accuracy:--- 0.975 Validation Loss: 0.086821645
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011506911 ---Validation accuracy:--- 0.9732 Validation Loss: 0.08982583
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008150941 ---Validation accuracy:--- 0.9756 Validation Loss: 0.088456266
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012099018 ---Validation accuracy:--- 0.975 Validation Loss: 0.0891089
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016259719 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10097647
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.032041382 ---Validation accuracy:--- 0.9734 Validation Loss: 0.089880295
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.019011075 ---Validation accuracy:--- 0.9736 Validation Loss: 0.09258661
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.03409339 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08780374
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016890053 ---Validation accuracy:--- 0.9734 Validation Loss: 0.0903811
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.040623054 ---Validation accuracy:--- 0.9698 Validation Loss: 0.09591239
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01111902 ---Validation accuracy:--- 0.9738 Validation Loss: 0.0872529
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0064110113 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08562713
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010017688 ---Validation accuracy:--- 0.974 Validation Loss: 0.08777106
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.0539802 ---Validation accuracy:--- 0.9694 Validation Loss: 0.10527027
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012245059 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09107776
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007233709 ---Validation accuracy:--- 0.9742 Validation Loss: 0.086985275
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013604023 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09258905
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0104665505 ---Validation accuracy:--- 0.975 Validation Loss: 0.08428788
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013024139 ---Validation accuracy:--- 0.9736 Validation Loss: 0.087774515
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015722197 ---Validation accuracy:--- 0.9728 Validation Loss: 0.087328784
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.025820661 ---Validation accuracy:--- 0.9724 Validation Loss: 0.09751533
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0103359055 ---Validation accuracy:--- 0.9762 Validation Loss: 0.0804072
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.017864779 ---Validation accuracy:--- 0.9772 Validation Loss: 0.081191525
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0077447514 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08236136
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007570561 ---Validation accuracy:--- 0.9778 Validation Loss: 0.08184874
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.02835238 ---Validation accuracy:--- 0.9752 Validation Loss: 0.09004591
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.030612854 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08455917
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.02629858 ---Validation accuracy:--- 0.9674 Validation Loss: 0.10516632
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.00713361 ---Validation accuracy:--- 0.9726 Validation Loss: 0.093549244
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013584325 ---Validation accuracy:--- 0.9756 Validation Loss: 0.085699685
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.020388447 ---Validation accuracy:--- 0.972 Validation Loss: 0.09583602
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.019764325 ---Validation accuracy:--- 0.9742 Validation Loss: 0.093097635
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.016335273 ---Validation accuracy:--- 0.9726 Validation Loss: 0.091650985
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0083333105 ---Validation accuracy:--- 0.9708 Validation Loss: 0.0974176
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014257619 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09368207
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014137358 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09045962
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011340525 ---Validation accuracy:--- 0.974 Validation Loss: 0.08974728
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.037346 ---Validation accuracy:--- 0.9722 Validation Loss: 0.09781557
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.064936616 ---Validation accuracy:--- 0.9682 Validation Loss: 0.10990785
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013458989 ---Validation accuracy:--- 0.9728 Validation Loss: 0.095456935
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.02530201 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08749486
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010882747 ---Validation accuracy:--- 0.976 Validation Loss: 0.08535536
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01682553 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08595111
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015607685 ---Validation accuracy:--- 0.9714 Validation Loss: 0.094739616
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.022023397 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08586742
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011597093 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07968268
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012884617 ---Validation accuracy:--- 0.978 Validation Loss: 0.079264805
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012609827 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08066248
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.006644478 ---Validation accuracy:--- 0.976 Validation Loss: 0.08328285
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011351986 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08475113
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010274488 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08289625
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009643042 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08088403
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009179314 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08118884
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014839778 ---Validation accuracy:--- 0.971 Validation Loss: 0.09932707
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011063124 ---Validation accuracy:--- 0.974 Validation Loss: 0.08776167
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009214102 ---Validation accuracy:--- 0.9748 Validation Loss: 0.083887085
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0070206616 ---Validation accuracy:--- 0.9734 Validation Loss: 0.08753863
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0076742037 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08196143
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015209412 ---Validation accuracy:--- 0.9722 Validation Loss: 0.094726995
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015161712 ---Validation accuracy:--- 0.9714 Validation Loss: 0.09740445
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009682249 ---Validation accuracy:--- 0.9748 Validation Loss: 0.087712914
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012351884 ---Validation accuracy:--- 0.9734 Validation Loss: 0.089771315
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.04513438 ---Validation accuracy:--- 0.9676 Validation Loss: 0.10475296
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011732253 ---Validation accuracy:--- 0.973 Validation Loss: 0.08933645
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009112129 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08586071
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009825105 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09234269
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.026560469 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08490364
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009789365 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08694212
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009751869 ---Validation accuracy:--- 0.9728 Validation Loss: 0.09156146
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016531637 ---Validation accuracy:--- 0.967 Validation Loss: 0.10477203
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010086317 ---Validation accuracy:--- 0.976 Validation Loss: 0.082488455
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0071485876 ---Validation accuracy:--- 0.975 Validation Loss: 0.08278972
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0050308327 ---Validation accuracy:--- 0.9746 Validation Loss: 0.086741105
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01367071 ---Validation accuracy:--- 0.9754 Validation Loss: 0.0869246
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014165671 ---Validation accuracy:--- 0.9754 Validation Loss: 0.0864782
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007901821 ---Validation accuracy:--- 0.975 Validation Loss: 0.08585803
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011472068 ---Validation accuracy:--- 0.976 Validation Loss: 0.082696915
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008763346 ---Validation accuracy:--- 0.976 Validation Loss: 0.0827567
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.019029645 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08305387
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008951447 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08181372
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008383794 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08165946
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.02122168 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08434939
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.019197606 ---Validation accuracy:--- 0.975 Validation Loss: 0.08419565
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007088813 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08436439
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009204112 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08280606
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007909528 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08017909
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016503962 ---Validation accuracy:--- 0.976 Validation Loss: 0.083799
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013440004 ---Validation accuracy:--- 0.9754 Validation Loss: 0.081942424
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.006752696 ---Validation accuracy:--- 0.977 Validation Loss: 0.07730735
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009032065 ---Validation accuracy:--- 0.974 Validation Loss: 0.08574587
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008964586 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08220216
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01119158 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07852985
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01768964 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08012699
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.039383106 ---Validation accuracy:--- 0.9728 Validation Loss: 0.09200832
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0069977795 ---Validation accuracy:--- 0.9724 Validation Loss: 0.0906512
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.019065458 ---Validation accuracy:--- 0.974 Validation Loss: 0.08858691
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.018739842 ---Validation accuracy:--- 0.973 Validation Loss: 0.09336424
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.019557834 ---Validation accuracy:--- 0.9732 Validation Loss: 0.0868671
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0290821 ---Validation accuracy:--- 0.9722 Validation Loss: 0.08863716
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.018525638 ---Validation accuracy:--- 0.972 Validation Loss: 0.08794667
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0072306655 ---Validation accuracy:--- 0.9722 Validation Loss: 0.089166775
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011004017 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08205988
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010355934 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09030098
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.048156325 ---Validation accuracy:--- 0.9664 Validation Loss: 0.109361134
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009572531 ---Validation accuracy:--- 0.9716 Validation Loss: 0.10162602
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010846978 ---Validation accuracy:--- 0.9738 Validation Loss: 0.087178305
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.005931616 ---Validation accuracy:--- 0.9748 Validation Loss: 0.083558775
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011082489 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08698704
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.019748908 ---Validation accuracy:--- 0.976 Validation Loss: 0.082809485
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014552813 ---Validation accuracy:--- 0.976 Validation Loss: 0.08137306
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.024676513 ---Validation accuracy:--- 0.971 Validation Loss: 0.09072561
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012621351 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08036299
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011996017 ---Validation accuracy:--- 0.974 Validation Loss: 0.0862073
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.006241384 ---Validation accuracy:--- 0.9744 Validation Loss: 0.086068206
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009860318 ---Validation accuracy:--- 0.9766 Validation Loss: 0.07709741
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013301842 ---Validation accuracy:--- 0.9724 Validation Loss: 0.087499656
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007946237 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07759486
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009759028 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07819652
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0042445045 ---Validation accuracy:--- 0.9764 Validation Loss: 0.07826434
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008212844 ---Validation accuracy:--- 0.9766 Validation Loss: 0.077744626
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0069906847 ---Validation accuracy:--- 0.9748 Validation Loss: 0.080292195
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0038685214 ---Validation accuracy:--- 0.976 Validation Loss: 0.077313125
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.006570375 ---Validation accuracy:--- 0.9766 Validation Loss: 0.076551914
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010297824 ---Validation accuracy:--- 0.978 Validation Loss: 0.074360445
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0061102863 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07629299
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015982851 ---Validation accuracy:--- 0.9744 Validation Loss: 0.084979154
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014207851 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08649748
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008800294 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08359254
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016686007 ---Validation accuracy:--- 0.974 Validation Loss: 0.08121761
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0101472875 ---Validation accuracy:--- 0.9758 Validation Loss: 0.078332126
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009944203 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08509236
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009567034 ---Validation accuracy:--- 0.974 Validation Loss: 0.084567174
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.005158147 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08081852
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009167189 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08325173
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0085574 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08238951
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008729913 ---Validation accuracy:--- 0.9704 Validation Loss: 0.09552
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.03679252 ---Validation accuracy:--- 0.9728 Validation Loss: 0.09131262
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0142171085 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09327439
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009447569 ---Validation accuracy:--- 0.973 Validation Loss: 0.09573368
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010761816 ---Validation accuracy:--- 0.9634 Validation Loss: 0.11598833
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013032641 ---Validation accuracy:--- 0.9734 Validation Loss: 0.08650295
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01004752 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08157737
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0027051591 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08185088
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013046077 ---Validation accuracy:--- 0.974 Validation Loss: 0.0857553
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015215035 ---Validation accuracy:--- 0.973 Validation Loss: 0.09174278
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.00872196 ---Validation accuracy:--- 0.974 Validation Loss: 0.08463022
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010571045 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08402788
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.006878338 ---Validation accuracy:--- 0.9746 Validation Loss: 0.079830796
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007273911 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09005108
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0057656146 ---Validation accuracy:--- 0.9732 Validation Loss: 0.086395375
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014440129 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08087657
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013712151 ---Validation accuracy:--- 0.9778 Validation Loss: 0.078807585
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008161007 ---Validation accuracy:--- 0.9764 Validation Loss: 0.07769175
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0250035 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08666715
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0074077784 ---Validation accuracy:--- 0.9744 Validation Loss: 0.0897934
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007385099 ---Validation accuracy:--- 0.975 Validation Loss: 0.09116645
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008892887 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08147184
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011728637 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08179908
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.042184286 ---Validation accuracy:--- 0.96 Validation Loss: 0.12944932
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.022090228 ---Validation accuracy:--- 0.975 Validation Loss: 0.090136304
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.00760776 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08870729
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.006977283 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08312047
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0055703665 ---Validation accuracy:--- 0.974 Validation Loss: 0.09075752
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013245611 ---Validation accuracy:--- 0.9752 Validation Loss: 0.091081
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.02001382 ---Validation accuracy:--- 0.9708 Validation Loss: 0.09834122
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.004081251 ---Validation accuracy:--- 0.9752 Validation Loss: 0.0827142
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007718599 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08491835
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01141705 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08333473
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011357584 ---Validation accuracy:--- 0.9758 Validation Loss: 0.086878665
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.005132722 ---Validation accuracy:--- 0.9754 Validation Loss: 0.086395726
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008570346 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08521806
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014826276 ---Validation accuracy:--- 0.9774 Validation Loss: 0.076775484
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0031886315 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07801368
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0067738546 ---Validation accuracy:--- 0.9712 Validation Loss: 0.098354205
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0061231717 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08704875
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014568234 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08422395
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0055053975 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08429591
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009934791 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09232414
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014283644 ---Validation accuracy:--- 0.975 Validation Loss: 0.08811797
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.016363027 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08300783
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013823855 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08492675
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.019238291 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08664697
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008470829 ---Validation accuracy:--- 0.9746 Validation Loss: 0.087592624
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007310529 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08557654
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011515674 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08519669
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009519308 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08433183
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0067416965 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08263041
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010869067 ---Validation accuracy:--- 0.975 Validation Loss: 0.08190248
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.02155041 ---Validation accuracy:--- 0.979 Validation Loss: 0.08081546
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009558187 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07825122
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016679788 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08468295
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013080964 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08371552
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01373855 ---Validation accuracy:--- 0.9766 Validation Loss: 0.085004844
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.06940706 ---Validation accuracy:--- 0.976 Validation Loss: 0.081088014
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.019678129 ---Validation accuracy:--- 0.9772 Validation Loss: 0.07841936
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0058093057 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07853718
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013439186 ---Validation accuracy:--- 0.9752 Validation Loss: 0.084158525
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0071415543 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08581687
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011026859 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08447158
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0063732183 ---Validation accuracy:--- 0.9742 Validation Loss: 0.089074805
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012963937 ---Validation accuracy:--- 0.974 Validation Loss: 0.09027965
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.03797991 ---Validation accuracy:--- 0.9724 Validation Loss: 0.090355664
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01212097 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08733401
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.004955268 ---Validation accuracy:--- 0.9734 Validation Loss: 0.08765073
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.022883177 ---Validation accuracy:--- 0.9714 Validation Loss: 0.095768236
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.025080603 ---Validation accuracy:--- 0.9732 Validation Loss: 0.08999386
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0042023514 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08733363
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013204073 ---Validation accuracy:--- 0.9746 Validation Loss: 0.09317956
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015405694 ---Validation accuracy:--- 0.9726 Validation Loss: 0.096105285
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.036849502 ---Validation accuracy:--- 0.9748 Validation Loss: 0.090531215
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015229056 ---Validation accuracy:--- 0.977 Validation Loss: 0.081610106
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008493815 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08635886
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009777454 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08446825
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.023229852 ---Validation accuracy:--- 0.9756 Validation Loss: 0.082800545
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0082129855 ---Validation accuracy:--- 0.9744 Validation Loss: 0.087498434
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012718823 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08646638
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010042247 ---Validation accuracy:--- 0.9742 Validation Loss: 0.084623955
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008573852 ---Validation accuracy:--- 0.9756 Validation Loss: 0.083502576
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0082805995 ---Validation accuracy:--- 0.9754 Validation Loss: 0.083433494
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.021084242 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08321189
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008479957 ---Validation accuracy:--- 0.973 Validation Loss: 0.0931129
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010674965 ---Validation accuracy:--- 0.976 Validation Loss: 0.08489665
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.006376127 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08714341
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.02869834 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08971703
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.019202521 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08221157
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008568321 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08473491
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014471564 ---Validation accuracy:--- 0.975 Validation Loss: 0.08781845
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.004536336 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08456841
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01911115 ---Validation accuracy:--- 0.9768 Validation Loss: 0.080682755
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.023658844 ---Validation accuracy:--- 0.9682 Validation Loss: 0.09995212
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.00798802 ---Validation accuracy:--- 0.9724 Validation Loss: 0.09560198
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.019147787 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08659608
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0075032413 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08489729
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008797072 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08071862
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008582429 ---Validation accuracy:--- 0.9726 Validation Loss: 0.08934952
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009723302 ---Validation accuracy:--- 0.9738 Validation Loss: 0.09068563
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009510245 ---Validation accuracy:--- 0.976 Validation Loss: 0.08460641
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010178102 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08439969
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011888808 ---Validation accuracy:--- 0.9784 Validation Loss: 0.0788776
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009293067 ---Validation accuracy:--- 0.9768 Validation Loss: 0.0800344
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0072357906 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08158412
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010459118 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07941645
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008561339 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08064681
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0077612493 ---Validation accuracy:--- 0.978 Validation Loss: 0.07964016
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007170279 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08942333
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013190227 ---Validation accuracy:--- 0.974 Validation Loss: 0.0857456
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.02924748 ---Validation accuracy:--- 0.9742 Validation Loss: 0.09296505
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.028354902 ---Validation accuracy:--- 0.9752 Validation Loss: 0.086058326
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010033464 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08269663
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010859196 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08510922
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.003685435 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08785024
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.019602986 ---Validation accuracy:--- 0.9744 Validation Loss: 0.09272873
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013073962 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09200427
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.023286797 ---Validation accuracy:--- 0.9754 Validation Loss: 0.0872309
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0143881515 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09320715
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.032792374 ---Validation accuracy:--- 0.9722 Validation Loss: 0.09739205
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010731289 ---Validation accuracy:--- 0.9744 Validation Loss: 0.087589405
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.025704075 ---Validation accuracy:--- 0.9702 Validation Loss: 0.10042807
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007761427 ---Validation accuracy:--- 0.974 Validation Loss: 0.084809385
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0048771026 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08104359
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0059235096 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08145741
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0057071014 ---Validation accuracy:--- 0.976 Validation Loss: 0.0821607
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008528541 ---Validation accuracy:--- 0.9774 Validation Loss: 0.07798623
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008566602 ---Validation accuracy:--- 0.9772 Validation Loss: 0.078283094
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.013695342 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07897218
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008464102 ---Validation accuracy:--- 0.9748 Validation Loss: 0.084610336
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010432358 ---Validation accuracy:--- 0.973 Validation Loss: 0.09060354
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.026849665 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08002128
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007018538 ---Validation accuracy:--- 0.9766 Validation Loss: 0.07936145
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007054798 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08396837
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008336714 ---Validation accuracy:--- 0.975 Validation Loss: 0.08375535
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015865576 ---Validation accuracy:--- 0.977 Validation Loss: 0.08078441
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008284012 ---Validation accuracy:--- 0.973 Validation Loss: 0.085798025
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.021791007 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08074488
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007213676 ---Validation accuracy:--- 0.9738 Validation Loss: 0.081812784
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010577934 ---Validation accuracy:--- 0.976 Validation Loss: 0.08054053
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.025926702 ---Validation accuracy:--- 0.969 Validation Loss: 0.09633736
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011227613 ---Validation accuracy:--- 0.9736 Validation Loss: 0.084509805
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0120422365 ---Validation accuracy:--- 0.9714 Validation Loss: 0.084455356
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01018887 ---Validation accuracy:--- 0.974 Validation Loss: 0.08193663
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.04644661 ---Validation accuracy:--- 0.9688 Validation Loss: 0.09906462
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.06517621 ---Validation accuracy:--- 0.9696 Validation Loss: 0.09340677
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013898811 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09371498
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.055701256 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10256706
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.005906143 ---Validation accuracy:--- 0.969 Validation Loss: 0.10576886
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0040285233 ---Validation accuracy:--- 0.9736 Validation Loss: 0.08912524
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011994302 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08219514
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.00841804 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08937667
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0059534227 ---Validation accuracy:--- 0.9708 Validation Loss: 0.0981025
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008170572 ---Validation accuracy:--- 0.975 Validation Loss: 0.08976399
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012722057 ---Validation accuracy:--- 0.9752 Validation Loss: 0.090893395
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014423005 ---Validation accuracy:--- 0.9728 Validation Loss: 0.092940986
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.038161915 ---Validation accuracy:--- 0.9624 Validation Loss: 0.12030687
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0175042 ---Validation accuracy:--- 0.9706 Validation Loss: 0.104052626
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.029717451 ---Validation accuracy:--- 0.9678 Validation Loss: 0.108707376
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.020750964 ---Validation accuracy:--- 0.9678 Validation Loss: 0.110065676
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008063464 ---Validation accuracy:--- 0.9722 Validation Loss: 0.09720327
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.03494452 ---Validation accuracy:--- 0.9738 Validation Loss: 0.09497712
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015454221 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08687815
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.026115261 ---Validation accuracy:--- 0.9716 Validation Loss: 0.09300311
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015400576 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08279993
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009009301 ---Validation accuracy:--- 0.9712 Validation Loss: 0.09375844
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013507493 ---Validation accuracy:--- 0.9722 Validation Loss: 0.092299595
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0086992355 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08460562
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008518387 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08121588
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014022044 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08300936
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008618443 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07873292
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013787512 ---Validation accuracy:--- 0.9804 Validation Loss: 0.0755133
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01345255 ---Validation accuracy:--- 0.9776 Validation Loss: 0.079602115
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013233657 ---Validation accuracy:--- 0.9774 Validation Loss: 0.079980195
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.023513522 ---Validation accuracy:--- 0.9722 Validation Loss: 0.09194533
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.030971587 ---Validation accuracy:--- 0.9756 Validation Loss: 0.083225176
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0069280034 ---Validation accuracy:--- 0.975 Validation Loss: 0.08032601
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.028528735 ---Validation accuracy:--- 0.9716 Validation Loss: 0.08921011
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011502986 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09573103
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0067878366 ---Validation accuracy:--- 0.9758 Validation Loss: 0.083031155
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0064507974 ---Validation accuracy:--- 0.9708 Validation Loss: 0.09599802
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.02494231 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08921755
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016709564 ---Validation accuracy:--- 0.9768 Validation Loss: 0.083457656
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.051263556 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08369674
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01578922 ---Validation accuracy:--- 0.975 Validation Loss: 0.08601803
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0058897166 ---Validation accuracy:--- 0.9762 Validation Loss: 0.079822704
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009063661 ---Validation accuracy:--- 0.9734 Validation Loss: 0.0896926
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012778756 ---Validation accuracy:--- 0.975 Validation Loss: 0.08191507
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011234896 ---Validation accuracy:--- 0.9762 Validation Loss: 0.07974607
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008436332 ---Validation accuracy:--- 0.975 Validation Loss: 0.08157194
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013190237 ---Validation accuracy:--- 0.976 Validation Loss: 0.07981095
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01746598 ---Validation accuracy:--- 0.9738 Validation Loss: 0.08631227
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.005162808 ---Validation accuracy:--- 0.975 Validation Loss: 0.08194837
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015059755 ---Validation accuracy:--- 0.9772 Validation Loss: 0.07698007
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01463011 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07748824
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008206597 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07925498
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012731975 ---Validation accuracy:--- 0.9778 Validation Loss: 0.08010208
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.029705662 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08417935
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013313154 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08072993
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014692919 ---Validation accuracy:--- 0.9766 Validation Loss: 0.080067016
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0073154233 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07705792
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013512552 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07587765
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0049691885 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07550901
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.049658943 ---Validation accuracy:--- 0.977 Validation Loss: 0.08294774
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009056995 ---Validation accuracy:--- 0.9786 Validation Loss: 0.076063074
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012729707 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07804081
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016914383 ---Validation accuracy:--- 0.976 Validation Loss: 0.08699249
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007031113 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08603729
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0066670026 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07733297
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014904452 ---Validation accuracy:--- 0.975 Validation Loss: 0.08850862
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008813299 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08393484
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016629783 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08628238
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016332021 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08499071
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012450507 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08496693
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015473979 ---Validation accuracy:--- 0.976 Validation Loss: 0.08336102
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.004920989 ---Validation accuracy:--- 0.9728 Validation Loss: 0.08986937
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.017652847 ---Validation accuracy:--- 0.9748 Validation Loss: 0.081254706
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0062091993 ---Validation accuracy:--- 0.9714 Validation Loss: 0.09652681
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.1294237 ---Validation accuracy:--- 0.968 Validation Loss: 0.10629242
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008706736 ---Validation accuracy:--- 0.9726 Validation Loss: 0.089692235
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01229797 ---Validation accuracy:--- 0.976 Validation Loss: 0.08553517
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013065069 ---Validation accuracy:--- 0.9738 Validation Loss: 0.08519645
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01032737 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08384274
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0062176357 ---Validation accuracy:--- 0.976 Validation Loss: 0.08066758
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.017547645 ---Validation accuracy:--- 0.9772 Validation Loss: 0.07713672
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009276689 ---Validation accuracy:--- 0.9776 Validation Loss: 0.078086264
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0071700835 ---Validation accuracy:--- 0.978 Validation Loss: 0.07707806
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.020898443 ---Validation accuracy:--- 0.9752 Validation Loss: 0.084655605
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.005333264 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08452044
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0073520094 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08032788
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.004468761 ---Validation accuracy:--- 0.9748 Validation Loss: 0.087101504
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0065703164 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08646398
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013692277 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08238315
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009357968 ---Validation accuracy:--- 0.9736 Validation Loss: 0.085079886
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0061648055 ---Validation accuracy:--- 0.979 Validation Loss: 0.07786689
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008186706 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08358304
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011921103 ---Validation accuracy:--- 0.9742 Validation Loss: 0.0810177
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013098315 ---Validation accuracy:--- 0.9726 Validation Loss: 0.089876495
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.030392867 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08708962
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.0261673 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07830678
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009712202 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07854002
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.038989667 ---Validation accuracy:--- 0.9684 Validation Loss: 0.09896434
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.016352186 ---Validation accuracy:--- 0.9732 Validation Loss: 0.089953296
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0068620658 ---Validation accuracy:--- 0.978 Validation Loss: 0.076302335
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014124944 ---Validation accuracy:--- 0.9762 Validation Loss: 0.07809986
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0068005985 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08206165
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.020052025 ---Validation accuracy:--- 0.9738 Validation Loss: 0.0885691
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009838191 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07558346
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011339457 ---Validation accuracy:--- 0.9784 Validation Loss: 0.071583144
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.005473268 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07241813
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012560554 ---Validation accuracy:--- 0.9792 Validation Loss: 0.071239896
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0075861444 ---Validation accuracy:--- 0.9748 Validation Loss: 0.07939764
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.022776522 ---Validation accuracy:--- 0.975 Validation Loss: 0.08125545
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010873399 ---Validation accuracy:--- 0.9794 Validation Loss: 0.072958626
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009337737 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07546735
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0037353383 ---Validation accuracy:--- 0.9786 Validation Loss: 0.076049305
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012709328 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07520042
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012506454 ---Validation accuracy:--- 0.9728 Validation Loss: 0.09285424
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0076411637 ---Validation accuracy:--- 0.977 Validation Loss: 0.0771566
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.024056861 ---Validation accuracy:--- 0.9762 Validation Loss: 0.07988118
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.006914368 ---Validation accuracy:--- 0.9772 Validation Loss: 0.07714589
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.056969438 ---Validation accuracy:--- 0.978 Validation Loss: 0.07576463
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009429917 ---Validation accuracy:--- 0.9774 Validation Loss: 0.07451338
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008521703 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07411085
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01774305 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08568646
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014902275 ---Validation accuracy:--- 0.9774 Validation Loss: 0.07589842
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009872242 ---Validation accuracy:--- 0.9774 Validation Loss: 0.074951746
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0069037997 ---Validation accuracy:--- 0.9766 Validation Loss: 0.07742841
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008353337 ---Validation accuracy:--- 0.9722 Validation Loss: 0.08913884
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.020802986 ---Validation accuracy:--- 0.9706 Validation Loss: 0.09725149
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.041515864 ---Validation accuracy:--- 0.9722 Validation Loss: 0.092929214
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.014890116 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07529816
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0065777446 ---Validation accuracy:--- 0.979 Validation Loss: 0.07373487
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011339672 ---Validation accuracy:--- 0.979 Validation Loss: 0.073454306
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.00883657 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07342374
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012404076 ---Validation accuracy:--- 0.9782 Validation Loss: 0.075134315
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0095938295 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07635601
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010082726 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08166353
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0045087375 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07633653
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.028415484 ---Validation accuracy:--- 0.9724 Validation Loss: 0.084947355
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01487612 ---Validation accuracy:--- 0.9688 Validation Loss: 0.09639575
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007985225 ---Validation accuracy:--- 0.9734 Validation Loss: 0.08247421
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01714768 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08570887
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.006857681 ---Validation accuracy:--- 0.9772 Validation Loss: 0.07998031
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.023361752 ---Validation accuracy:--- 0.967 Validation Loss: 0.109140456
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0068993974 ---Validation accuracy:--- 0.9738 Validation Loss: 0.09169067
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008939844 ---Validation accuracy:--- 0.9736 Validation Loss: 0.087066896
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.023719233 ---Validation accuracy:--- 0.9782 Validation Loss: 0.078770824
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011389312 ---Validation accuracy:--- 0.9794 Validation Loss: 0.0766029
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0073174518 ---Validation accuracy:--- 0.9782 Validation Loss: 0.081067465
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0071570682 ---Validation accuracy:--- 0.979 Validation Loss: 0.08021943
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.017624205 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08308061
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015854247 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08221523
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0067542265 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07975123
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0060081887 ---Validation accuracy:--- 0.9788 Validation Loss: 0.078171134
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013738939 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08205344
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.00544083 ---Validation accuracy:--- 0.976 Validation Loss: 0.08323455
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015167989 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08449961
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.017410628 ---Validation accuracy:--- 0.9712 Validation Loss: 0.09394099
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008953572 ---Validation accuracy:--- 0.9702 Validation Loss: 0.100821674
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.018034268 ---Validation accuracy:--- 0.9734 Validation Loss: 0.09537506
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008799915 ---Validation accuracy:--- 0.9762 Validation Loss: 0.081692636
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008253837 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07383354
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0060729897 ---Validation accuracy:--- 0.9798 Validation Loss: 0.072740525
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0063975 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07220889
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.00884263 ---Validation accuracy:--- 0.9794 Validation Loss: 0.0715554
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009186829 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07433591
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012037318 ---Validation accuracy:--- 0.9764 Validation Loss: 0.076821975
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0051673795 ---Validation accuracy:--- 0.976 Validation Loss: 0.07913679
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011264553 ---Validation accuracy:--- 0.9774 Validation Loss: 0.077194184
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.015986104 ---Validation accuracy:--- 0.9758 Validation Loss: 0.0798573
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.022539236 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08098403
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.011863652 ---Validation accuracy:--- 0.9764 Validation Loss: 0.07649296
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0074054296 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07389091
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0051771333 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07591443
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.005319389 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07467039
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.020946853 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07782482
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.005617619 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08066734
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.005939068 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08007278
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0036905224 ---Validation accuracy:--- 0.9766 Validation Loss: 0.0835902
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008308798 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08314583
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008266778 ---Validation accuracy:--- 0.9786 Validation Loss: 0.0789329
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.017521225 ---Validation accuracy:--- 0.9774 Validation Loss: 0.0770145
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007128718 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07396261
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.003868978 ---Validation accuracy:--- 0.977 Validation Loss: 0.07666679
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.022191651 ---Validation accuracy:--- 0.9786 Validation Loss: 0.073442176
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.004416247 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08318639
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.04810074 ---Validation accuracy:--- 0.974 Validation Loss: 0.08439541
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.003513104 ---Validation accuracy:--- 0.9758 Validation Loss: 0.0814504
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007636873 ---Validation accuracy:--- 0.9756 Validation Loss: 0.07932078
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008327689 ---Validation accuracy:--- 0.9768 Validation Loss: 0.078852415
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.00770618 ---Validation accuracy:--- 0.9718 Validation Loss: 0.09341507
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0050474275 ---Validation accuracy:--- 0.9736 Validation Loss: 0.089431725
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.019550795 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09691132
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.006336084 ---Validation accuracy:--- 0.9734 Validation Loss: 0.091095805
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01594045 ---Validation accuracy:--- 0.9764 Validation Loss: 0.087647006
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012368129 ---Validation accuracy:--- 0.9764 Validation Loss: 0.088380225
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.006014762 ---Validation accuracy:--- 0.9754 Validation Loss: 0.09191772
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0071676928 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08301095
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01102861 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08182505
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.00600149 ---Validation accuracy:--- 0.977 Validation Loss: 0.07944259
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01678753 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07817477
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.005631506 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07310555
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008607048 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07347875
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013542474 ---Validation accuracy:--- 0.9786 Validation Loss: 0.074926965
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009538729 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07269117
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010933516 ---Validation accuracy:--- 0.9748 Validation Loss: 0.081700854
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.005472288 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08026441
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.006424681 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07841981
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0066541284 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07463798
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.020084256 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08039564
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.012908535 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08832198
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.014793728 ---Validation accuracy:--- 0.976 Validation Loss: 0.08722891
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01547539 ---Validation accuracy:--- 0.9712 Validation Loss: 0.10821184
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0061243074 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10888207
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009732765 ---Validation accuracy:--- 0.9708 Validation Loss: 0.10555445
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.01250698 ---Validation accuracy:--- 0.9724 Validation Loss: 0.0970697
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0058243345 ---Validation accuracy:--- 0.9758 Validation Loss: 0.084593356
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0043797176 ---Validation accuracy:--- 0.9766 Validation Loss: 0.082484715
Epoch: 2 ---Training accuracy:--- 0.98 Training Loss: 0.051248055 ---Validation accuracy:--- 0.9698 Validation Loss: 0.09976043
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.003193805 ---Validation accuracy:--- 0.976 Validation Loss: 0.08373009
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009204682 ---Validation accuracy:--- 0.9776 Validation Loss: 0.076765575
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0034214342 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07674391
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.010301768 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08094864
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.025034599 ---Validation accuracy:--- 0.97 Validation Loss: 0.113669336
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008327572 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08164451
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009392318 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08456865
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0063891667 ---Validation accuracy:--- 0.978 Validation Loss: 0.08240683
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.004571474 ---Validation accuracy:--- 0.9762 Validation Loss: 0.0859621
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009185839 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08041971
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0095069455 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08026678
Epoch: 2 ---Training accuracy:--- 0.99 Training Loss: 0.025272623 ---Validation accuracy:--- 0.9688 Validation Loss: 0.110066235
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.008884786 ---Validation accuracy:--- 0.9752 Validation Loss: 0.0839464
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.021386633 ---Validation accuracy:--- 0.976 Validation Loss: 0.08787806
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.007662204 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07986445
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0097601125 ---Validation accuracy:--- 0.9798 Validation Loss: 0.073884524
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.004553838 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07306852
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0029732273 ---Validation accuracy:--- 0.98 Validation Loss: 0.07322428
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.013885767 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07484897
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.005246253 ---Validation accuracy:--- 0.9768 Validation Loss: 0.0800382
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0073814597 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07676538
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0054870313 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08078288
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.005692339 ---Validation accuracy:--- 0.9774 Validation Loss: 0.07750681
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.009457088 ---Validation accuracy:--- 0.9766 Validation Loss: 0.07912982
Epoch: 2 ---Training accuracy:--- 1.0 Training Loss: 0.0081765475 ---Validation accuracy:--- 0.9786 Validation Loss: 0.0781554
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007538377 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07615868
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010486131 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07464483
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0075029396 ---Validation accuracy:--- 0.9766 Validation Loss: 0.07973435
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007414954 ---Validation accuracy:--- 0.979 Validation Loss: 0.07516842
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008565379 ---Validation accuracy:--- 0.98 Validation Loss: 0.07650657
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.028202841 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08054449
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.018467514 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07836397
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00576428 ---Validation accuracy:--- 0.9818 Validation Loss: 0.071117505
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.015612316 ---Validation accuracy:--- 0.979 Validation Loss: 0.07425264
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0052790283 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07889836
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.020737352 ---Validation accuracy:--- 0.978 Validation Loss: 0.082490586
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0076192846 ---Validation accuracy:--- 0.979 Validation Loss: 0.081095114
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.036380254 ---Validation accuracy:--- 0.9754 Validation Loss: 0.07937362
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011041104 ---Validation accuracy:--- 0.9748 Validation Loss: 0.081631206
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0062731584 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07401084
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009400401 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07306564
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010098695 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07470528
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00597677 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08107405
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0052986676 ---Validation accuracy:--- 0.977 Validation Loss: 0.08004976
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005089371 ---Validation accuracy:--- 0.9744 Validation Loss: 0.085778385
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.015240696 ---Validation accuracy:--- 0.971 Validation Loss: 0.0961604
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.028112613 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08490709
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007495091 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07880177
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.014161229 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07499676
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007009928 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07412853
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011819587 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07313567
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008298666 ---Validation accuracy:--- 0.9782 Validation Loss: 0.074902125
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00423009 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07304535
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009674919 ---Validation accuracy:--- 0.98 Validation Loss: 0.07130597
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008573159 ---Validation accuracy:--- 0.981 Validation Loss: 0.06970782
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0050073564 ---Validation accuracy:--- 0.9804 Validation Loss: 0.072380036
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0062259543 ---Validation accuracy:--- 0.9792 Validation Loss: 0.073933534
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0079482915 ---Validation accuracy:--- 0.9734 Validation Loss: 0.08322868
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007445833 ---Validation accuracy:--- 0.979 Validation Loss: 0.07588883
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.021822546 ---Validation accuracy:--- 0.9784 Validation Loss: 0.076218806
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0023038816 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07248121
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01553309 ---Validation accuracy:--- 0.9788 Validation Loss: 0.075586304
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010247466 ---Validation accuracy:--- 0.9762 Validation Loss: 0.07318402
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0124356225 ---Validation accuracy:--- 0.9784 Validation Loss: 0.0731803
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01720544 ---Validation accuracy:--- 0.9782 Validation Loss: 0.0749331
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0076559116 ---Validation accuracy:--- 0.976 Validation Loss: 0.076765746
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01807733 ---Validation accuracy:--- 0.9722 Validation Loss: 0.091672935
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007977253 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08230835
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0027535749 ---Validation accuracy:--- 0.9764 Validation Loss: 0.078186825
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0140898535 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07670335
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.023570783 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08896013
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008937724 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07804058
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0065646297 ---Validation accuracy:--- 0.978 Validation Loss: 0.07328158
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0067729745 ---Validation accuracy:--- 0.9768 Validation Loss: 0.075214796
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008055296 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07832789
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0068734195 ---Validation accuracy:--- 0.9774 Validation Loss: 0.076919176
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01530098 ---Validation accuracy:--- 0.978 Validation Loss: 0.080746755
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0084448345 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07523132
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0064766193 ---Validation accuracy:--- 0.9762 Validation Loss: 0.078826874
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.020866465 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08685405
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010553869 ---Validation accuracy:--- 0.9736 Validation Loss: 0.085460566
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011717427 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07565879
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0073247706 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07678856
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0048770667 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07578495
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0052504493 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07436409
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0048332606 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07308112
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03947987 ---Validation accuracy:--- 0.98 Validation Loss: 0.07283561
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.02262057 ---Validation accuracy:--- 0.981 Validation Loss: 0.07125283
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.012179654 ---Validation accuracy:--- 0.9804 Validation Loss: 0.076126695
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004255811 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07891655
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008217606 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07522165
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.014364121 ---Validation accuracy:--- 0.978 Validation Loss: 0.081040025
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0053943167 ---Validation accuracy:--- 0.979 Validation Loss: 0.078650214
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0051456536 ---Validation accuracy:--- 0.9802 Validation Loss: 0.073259585
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.003213593 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07104222
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008641889 ---Validation accuracy:--- 0.9786 Validation Loss: 0.0790764
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.002623883 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07526527
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010439018 ---Validation accuracy:--- 0.978 Validation Loss: 0.07634811
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.05405078 ---Validation accuracy:--- 0.9718 Validation Loss: 0.096961655
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.019926878 ---Validation accuracy:--- 0.9728 Validation Loss: 0.09098245
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005271458 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07844098
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0056383247 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07540887
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004463292 ---Validation accuracy:--- 0.981 Validation Loss: 0.07362936
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0061041145 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07498502
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0054144263 ---Validation accuracy:--- 0.9814 Validation Loss: 0.0730273
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03623451 ---Validation accuracy:--- 0.9722 Validation Loss: 0.09521172
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0042062993 ---Validation accuracy:--- 0.977 Validation Loss: 0.07912489
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0060055023 ---Validation accuracy:--- 0.9768 Validation Loss: 0.077033706
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008545721 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07678383
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009023152 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08207793
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0058352137 ---Validation accuracy:--- 0.9796 Validation Loss: 0.0783488
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006237581 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08049745
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007778641 ---Validation accuracy:--- 0.977 Validation Loss: 0.07983773
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009393904 ---Validation accuracy:--- 0.98 Validation Loss: 0.0747645
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011540991 ---Validation accuracy:--- 0.97 Validation Loss: 0.10513522
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.012108504 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07655907
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0077072247 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07612652
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007100603 ---Validation accuracy:--- 0.98 Validation Loss: 0.07333971
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0043595377 ---Validation accuracy:--- 0.9814 Validation Loss: 0.071171574
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0073799347 ---Validation accuracy:--- 0.9772 Validation Loss: 0.07587637
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0066696173 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07493937
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00490089 ---Validation accuracy:--- 0.98 Validation Loss: 0.07408586
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0034351915 ---Validation accuracy:--- 0.978 Validation Loss: 0.07333454
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.003921142 ---Validation accuracy:--- 0.98 Validation Loss: 0.07733433
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004981137 ---Validation accuracy:--- 0.9794 Validation Loss: 0.078676395
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008805763 ---Validation accuracy:--- 0.9784 Validation Loss: 0.076113835
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.002932411 ---Validation accuracy:--- 0.978 Validation Loss: 0.08184618
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008797355 ---Validation accuracy:--- 0.9792 Validation Loss: 0.0763425
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009331001 ---Validation accuracy:--- 0.9802 Validation Loss: 0.073813796
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0073350803 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07220536
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.014631164 ---Validation accuracy:--- 0.9772 Validation Loss: 0.080603525
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008749735 ---Validation accuracy:--- 0.9772 Validation Loss: 0.07979266
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008976684 ---Validation accuracy:--- 0.976 Validation Loss: 0.080261074
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006494409 ---Validation accuracy:--- 0.977 Validation Loss: 0.08051541
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006692788 ---Validation accuracy:--- 0.9724 Validation Loss: 0.09432947
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00422403 ---Validation accuracy:--- 0.9748 Validation Loss: 0.086940624
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0069628186 ---Validation accuracy:--- 0.975 Validation Loss: 0.09212549
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009914642 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07924046
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0049228 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08110528
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010088219 ---Validation accuracy:--- 0.978 Validation Loss: 0.08243299
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0039899917 ---Validation accuracy:--- 0.978 Validation Loss: 0.08265039
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007273811 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08292347
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0068544806 ---Validation accuracy:--- 0.9792 Validation Loss: 0.076211795
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0044825883 ---Validation accuracy:--- 0.9774 Validation Loss: 0.07469914
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0046335687 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08064949
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00675197 ---Validation accuracy:--- 0.978 Validation Loss: 0.07687481
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0061809635 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07063217
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009041046 ---Validation accuracy:--- 0.9786 Validation Loss: 0.073130965
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0082160095 ---Validation accuracy:--- 0.9804 Validation Loss: 0.071689084
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008397382 ---Validation accuracy:--- 0.9788 Validation Loss: 0.073359385
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0025251305 ---Validation accuracy:--- 0.979 Validation Loss: 0.07330361
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00445741 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07229049
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0057077 ---Validation accuracy:--- 0.981 Validation Loss: 0.06853426
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004421078 ---Validation accuracy:--- 0.9814 Validation Loss: 0.068421945
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0037259534 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07294187
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0055225594 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07194581
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.012658353 ---Validation accuracy:--- 0.9776 Validation Loss: 0.078575484
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.013052184 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07763272
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.003945164 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07226675
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00697917 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07110057
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0059775226 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07074823
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0048782597 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06978695
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0037028352 ---Validation accuracy:--- 0.9816 Validation Loss: 0.070741355
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0029709127 ---Validation accuracy:--- 0.9826 Validation Loss: 0.069237195
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010477202 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07266207
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.002589702 ---Validation accuracy:--- 0.981 Validation Loss: 0.071095176
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0026605374 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07077583
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0036315012 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07134237
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00896372 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07422882
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0073107327 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07720852
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0056708087 ---Validation accuracy:--- 0.9792 Validation Loss: 0.077202365
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0035550457 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07596733
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0034878608 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07522929
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005666995 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07539731
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005571203 ---Validation accuracy:--- 0.978 Validation Loss: 0.07833337
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0029598647 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07443351
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00865221 ---Validation accuracy:--- 0.9776 Validation Loss: 0.077442616
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005314358 ---Validation accuracy:--- 0.9808 Validation Loss: 0.071925394
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0055829952 ---Validation accuracy:--- 0.981 Validation Loss: 0.0721593
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0057124267 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07411138
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0070362557 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07240448
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0030655276 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07239136
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008866524 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07525002
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009857183 ---Validation accuracy:--- 0.9772 Validation Loss: 0.07896922
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.012443564 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07753352
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.02928262 ---Validation accuracy:--- 0.978 Validation Loss: 0.08116398
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.027093913 ---Validation accuracy:--- 0.976 Validation Loss: 0.090215795
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009649672 ---Validation accuracy:--- 0.9722 Validation Loss: 0.103832364
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0040255813 ---Validation accuracy:--- 0.9768 Validation Loss: 0.082338504
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004082314 ---Validation accuracy:--- 0.9772 Validation Loss: 0.07965032
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0054293126 ---Validation accuracy:--- 0.9772 Validation Loss: 0.078393936
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.012362879 ---Validation accuracy:--- 0.98 Validation Loss: 0.07153024
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008525385 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07134343
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005500005 ---Validation accuracy:--- 0.98 Validation Loss: 0.06850095
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0050106347 ---Validation accuracy:--- 0.9798 Validation Loss: 0.06905297
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00988749 ---Validation accuracy:--- 0.9802 Validation Loss: 0.06933778
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0038759978 ---Validation accuracy:--- 0.981 Validation Loss: 0.069215626
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006400047 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07133835
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0076522473 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07639311
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0038353272 ---Validation accuracy:--- 0.978 Validation Loss: 0.07408532
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004325253 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07199437
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008816082 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07745602
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0053751115 ---Validation accuracy:--- 0.979 Validation Loss: 0.075535044
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010445017 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08658395
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0044890833 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07422538
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0035176072 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07454322
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0038592229 ---Validation accuracy:--- 0.9824 Validation Loss: 0.069729336
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004090813 ---Validation accuracy:--- 0.982 Validation Loss: 0.06984622
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0073427223 ---Validation accuracy:--- 0.9804 Validation Loss: 0.072950035
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010508912 ---Validation accuracy:--- 0.9778 Validation Loss: 0.0759691
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007093372 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07637214
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007964559 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07625652
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0058637834 ---Validation accuracy:--- 0.9798 Validation Loss: 0.076626055
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005863948 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07540666
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0119937565 ---Validation accuracy:--- 0.9786 Validation Loss: 0.078511044
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0059709013 ---Validation accuracy:--- 0.9748 Validation Loss: 0.090725094
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.022060327 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07784434
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009358002 ---Validation accuracy:--- 0.9784 Validation Loss: 0.078149356
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.017308267 ---Validation accuracy:--- 0.9776 Validation Loss: 0.0795908
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009066152 ---Validation accuracy:--- 0.978 Validation Loss: 0.078173935
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005992246 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07444508
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010883995 ---Validation accuracy:--- 0.9754 Validation Loss: 0.085040584
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0065044235 ---Validation accuracy:--- 0.9762 Validation Loss: 0.0841192
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006565537 ---Validation accuracy:--- 0.979 Validation Loss: 0.07428969
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005441052 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07384466
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.055434607 ---Validation accuracy:--- 0.9732 Validation Loss: 0.101907976
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.013252003 ---Validation accuracy:--- 0.973 Validation Loss: 0.09175561
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0042554294 ---Validation accuracy:--- 0.9738 Validation Loss: 0.089423545
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0051175747 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07870877
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00656864 ---Validation accuracy:--- 0.9766 Validation Loss: 0.078785054
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011906329 ---Validation accuracy:--- 0.977 Validation Loss: 0.08037619
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0052583925 ---Validation accuracy:--- 0.9718 Validation Loss: 0.08797379
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007488236 ---Validation accuracy:--- 0.9724 Validation Loss: 0.088815995
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007505015 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07981854
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004667308 ---Validation accuracy:--- 0.9776 Validation Loss: 0.078180484
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.018735338 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07636314
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0036688095 ---Validation accuracy:--- 0.978 Validation Loss: 0.07721876
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0068341997 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07589729
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.002097728 ---Validation accuracy:--- 0.9782 Validation Loss: 0.074880935
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00522533 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08426826
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0066727186 ---Validation accuracy:--- 0.9796 Validation Loss: 0.0767729
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.002913704 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07539735
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.013025985 ---Validation accuracy:--- 0.9772 Validation Loss: 0.080369644
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0022196744 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07911139
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0019490661 ---Validation accuracy:--- 0.979 Validation Loss: 0.07568797
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0039672316 ---Validation accuracy:--- 0.98 Validation Loss: 0.072109096
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004088952 ---Validation accuracy:--- 0.9808 Validation Loss: 0.06972594
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0059490884 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06878229
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00491517 ---Validation accuracy:--- 0.98 Validation Loss: 0.07063934
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0094658295 ---Validation accuracy:--- 0.979 Validation Loss: 0.07763584
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.019004377 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07967788
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010611565 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07501962
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0057386216 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07674796
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009006327 ---Validation accuracy:--- 0.98 Validation Loss: 0.0730984
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.029005785 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07078758
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009650337 ---Validation accuracy:--- 0.977 Validation Loss: 0.08100431
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011689851 ---Validation accuracy:--- 0.9772 Validation Loss: 0.07769871
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008764673 ---Validation accuracy:--- 0.9756 Validation Loss: 0.0851772
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005036835 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07460756
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0038565146 ---Validation accuracy:--- 0.9782 Validation Loss: 0.071306266
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0022997262 ---Validation accuracy:--- 0.9798 Validation Loss: 0.06954945
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007482381 ---Validation accuracy:--- 0.9804 Validation Loss: 0.0739698
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0039677084 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07366483
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00287777 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07335925
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00666936 ---Validation accuracy:--- 0.9786 Validation Loss: 0.074963704
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0038400816 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07469
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0060784556 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07164854
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0047773104 ---Validation accuracy:--- 0.9798 Validation Loss: 0.071433365
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009437874 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08160306
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00421412 ---Validation accuracy:--- 0.9766 Validation Loss: 0.07954364
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.002851008 ---Validation accuracy:--- 0.977 Validation Loss: 0.07626551
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0048419936 ---Validation accuracy:--- 0.977 Validation Loss: 0.076922916
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0071315696 ---Validation accuracy:--- 0.9772 Validation Loss: 0.077494204
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.019784916 ---Validation accuracy:--- 0.978 Validation Loss: 0.07798745
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009630677 ---Validation accuracy:--- 0.9762 Validation Loss: 0.079219304
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006261301 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07673004
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0043039466 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07538028
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0075257253 ---Validation accuracy:--- 0.976 Validation Loss: 0.08508902
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0041058636 ---Validation accuracy:--- 0.9772 Validation Loss: 0.082814746
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005771527 ---Validation accuracy:--- 0.975 Validation Loss: 0.08622463
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0037570393 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08319275
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0048611118 ---Validation accuracy:--- 0.9752 Validation Loss: 0.084616795
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0053721275 ---Validation accuracy:--- 0.9768 Validation Loss: 0.078440055
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0044658696 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07674801
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008410334 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08525709
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.003957123 ---Validation accuracy:--- 0.9766 Validation Loss: 0.085185856
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0028812033 ---Validation accuracy:--- 0.9762 Validation Loss: 0.084441945
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0066297804 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08976149
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0033630002 ---Validation accuracy:--- 0.9742 Validation Loss: 0.094243325
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.024600726 ---Validation accuracy:--- 0.9702 Validation Loss: 0.09913255
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.014419083 ---Validation accuracy:--- 0.9676 Validation Loss: 0.10463227
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010032314 ---Validation accuracy:--- 0.9774 Validation Loss: 0.07664633
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0075349617 ---Validation accuracy:--- 0.977 Validation Loss: 0.08173253
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.003125709 ---Validation accuracy:--- 0.979 Validation Loss: 0.07906495
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007539313 ---Validation accuracy:--- 0.975 Validation Loss: 0.08839066
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00694459 ---Validation accuracy:--- 0.9706 Validation Loss: 0.09773391
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0064953403 ---Validation accuracy:--- 0.9688 Validation Loss: 0.097456545
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.012471109 ---Validation accuracy:--- 0.9774 Validation Loss: 0.084967636
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008536 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07737397
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006307664 ---Validation accuracy:--- 0.981 Validation Loss: 0.07380276
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.01750105 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07881985
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005964619 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07396392
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009590576 ---Validation accuracy:--- 0.9762 Validation Loss: 0.07884613
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.029151823 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07563551
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005423874 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07433634
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005524429 ---Validation accuracy:--- 0.979 Validation Loss: 0.07316692
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0050119637 ---Validation accuracy:--- 0.9782 Validation Loss: 0.072222255
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.014704132 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07543463
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008241026 ---Validation accuracy:--- 0.98 Validation Loss: 0.07419397
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004070275 ---Validation accuracy:--- 0.977 Validation Loss: 0.07680301
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009770697 ---Validation accuracy:--- 0.9744 Validation Loss: 0.079783544
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0057105934 ---Validation accuracy:--- 0.9794 Validation Loss: 0.077230796
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0060597127 ---Validation accuracy:--- 0.9762 Validation Loss: 0.0824038
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004845877 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07329328
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004452757 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07262675
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007084615 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07200945
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0050188876 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07033573
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004010649 ---Validation accuracy:--- 0.9816 Validation Loss: 0.070031226
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0036136657 ---Validation accuracy:--- 0.98 Validation Loss: 0.07248524
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.013677441 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07631346
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0054166685 ---Validation accuracy:--- 0.9806 Validation Loss: 0.071909286
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.002112633 ---Validation accuracy:--- 0.9804 Validation Loss: 0.071728505
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03783742 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08285827
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.002644073 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07603056
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.002299463 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07347315
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0131867435 ---Validation accuracy:--- 0.9818 Validation Loss: 0.071742386
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0072594862 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07321645
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0033387311 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07278478
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004703947 ---Validation accuracy:--- 0.981 Validation Loss: 0.0719054
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0054176464 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07098082
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0059103393 ---Validation accuracy:--- 0.9774 Validation Loss: 0.081587106
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007653606 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07877251
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0036822378 ---Validation accuracy:--- 0.979 Validation Loss: 0.07534347
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011838329 ---Validation accuracy:--- 0.9764 Validation Loss: 0.079375125
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0070397425 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07477204
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006319293 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07405767
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04689894 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07646166
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0027610052 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07386861
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.025422221 ---Validation accuracy:--- 0.9776 Validation Loss: 0.078971505
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0042877956 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07690047
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007870898 ---Validation accuracy:--- 0.98 Validation Loss: 0.07392678
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011134336 ---Validation accuracy:--- 0.977 Validation Loss: 0.0798837
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004417035 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07502404
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0049044397 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07491535
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.034223806 ---Validation accuracy:--- 0.9674 Validation Loss: 0.10865354
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.04382454 ---Validation accuracy:--- 0.9736 Validation Loss: 0.09520592
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0066015767 ---Validation accuracy:--- 0.9712 Validation Loss: 0.098011956
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0024137674 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09230229
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.052060615 ---Validation accuracy:--- 0.9636 Validation Loss: 0.11468791
Epoch: 3 ---Training accuracy:--- 0.97 Training Loss: 0.07513851 ---Validation accuracy:--- 0.957 Validation Loss: 0.15101106
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0053741415 ---Validation accuracy:--- 0.9746 Validation Loss: 0.085734695
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0061819023 ---Validation accuracy:--- 0.972 Validation Loss: 0.08958447
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004770371 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08812135
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007650763 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07940344
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010493028 ---Validation accuracy:--- 0.9776 Validation Loss: 0.078956455
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.015899621 ---Validation accuracy:--- 0.9784 Validation Loss: 0.080692895
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0075700227 ---Validation accuracy:--- 0.977 Validation Loss: 0.084822
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009699609 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08724466
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.032961152 ---Validation accuracy:--- 0.9728 Validation Loss: 0.09129033
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.014253123 ---Validation accuracy:--- 0.9738 Validation Loss: 0.09034498
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007672621 ---Validation accuracy:--- 0.976 Validation Loss: 0.08276006
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.019929267 ---Validation accuracy:--- 0.9714 Validation Loss: 0.09374833
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0069354344 ---Validation accuracy:--- 0.973 Validation Loss: 0.08991441
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006616018 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08378979
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.01631238 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08321422
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0046529956 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08454215
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0065084314 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08004975
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010465035 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08117676
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0076566697 ---Validation accuracy:--- 0.9758 Validation Loss: 0.0826739
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007175622 ---Validation accuracy:--- 0.9778 Validation Loss: 0.074567534
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004115629 ---Validation accuracy:--- 0.977 Validation Loss: 0.0764989
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005560056 ---Validation accuracy:--- 0.9774 Validation Loss: 0.07497378
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0047628973 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07758087
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00951721 ---Validation accuracy:--- 0.9764 Validation Loss: 0.081206165
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.013109961 ---Validation accuracy:--- 0.976 Validation Loss: 0.084863685
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008076475 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08093077
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006729238 ---Validation accuracy:--- 0.9766 Validation Loss: 0.084232785
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0065226746 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08141763
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005025125 ---Validation accuracy:--- 0.9776 Validation Loss: 0.0780933
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0042064874 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07571239
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0087198205 ---Validation accuracy:--- 0.9778 Validation Loss: 0.080960914
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.003610987 ---Validation accuracy:--- 0.9786 Validation Loss: 0.077759996
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0021333294 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07724425
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.012794405 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08099134
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0052764774 ---Validation accuracy:--- 0.977 Validation Loss: 0.079619706
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0041405377 ---Validation accuracy:--- 0.9784 Validation Loss: 0.076361515
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0034871716 ---Validation accuracy:--- 0.9762 Validation Loss: 0.0876139
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004508047 ---Validation accuracy:--- 0.977 Validation Loss: 0.08595608
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00077013194 ---Validation accuracy:--- 0.977 Validation Loss: 0.08405049
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006524147 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08336942
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0098285135 ---Validation accuracy:--- 0.978 Validation Loss: 0.08458873
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006456462 ---Validation accuracy:--- 0.9704 Validation Loss: 0.1103011
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0073148347 ---Validation accuracy:--- 0.9794 Validation Loss: 0.079519354
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006312519 ---Validation accuracy:--- 0.979 Validation Loss: 0.07840737
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006111431 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08533939
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03403169 ---Validation accuracy:--- 0.977 Validation Loss: 0.08942451
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0028716829 ---Validation accuracy:--- 0.9768 Validation Loss: 0.089044236
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0063103354 ---Validation accuracy:--- 0.9742 Validation Loss: 0.09208175
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0041384166 ---Validation accuracy:--- 0.9772 Validation Loss: 0.080563486
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010080789 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08517649
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0052604144 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07820777
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0049497467 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07795597
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.0186413 ---Validation accuracy:--- 0.9696 Validation Loss: 0.100957535
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0069437833 ---Validation accuracy:--- 0.9772 Validation Loss: 0.079861596
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005632617 ---Validation accuracy:--- 0.979 Validation Loss: 0.074603274
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008751951 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07303443
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00354378 ---Validation accuracy:--- 0.981 Validation Loss: 0.07078523
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011250346 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08867468
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008547997 ---Validation accuracy:--- 0.975 Validation Loss: 0.084932365
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0039841644 ---Validation accuracy:--- 0.9778 Validation Loss: 0.078544766
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0063688313 ---Validation accuracy:--- 0.9768 Validation Loss: 0.0793047
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0033073986 ---Validation accuracy:--- 0.9782 Validation Loss: 0.078816965
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0038521916 ---Validation accuracy:--- 0.9786 Validation Loss: 0.076006345
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006081639 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08144461
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0032356954 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07861609
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0060041263 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07769423
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00561906 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07614388
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.003704434 ---Validation accuracy:--- 0.979 Validation Loss: 0.07524478
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0049671466 ---Validation accuracy:--- 0.9792 Validation Loss: 0.073857084
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.019662136 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07777649
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0035282192 ---Validation accuracy:--- 0.9774 Validation Loss: 0.07811527
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007914951 ---Validation accuracy:--- 0.9778 Validation Loss: 0.08177199
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.003503425 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07863943
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0017766062 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07785044
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.014881363 ---Validation accuracy:--- 0.9774 Validation Loss: 0.079632714
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004798198 ---Validation accuracy:--- 0.9784 Validation Loss: 0.076071955
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008513842 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08017927
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0026406897 ---Validation accuracy:--- 0.977 Validation Loss: 0.07900412
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.03303137 ---Validation accuracy:--- 0.976 Validation Loss: 0.07881046
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0053507625 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07376394
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00834484 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07567443
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.026857374 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07684699
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0065432475 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08063637
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004835006 ---Validation accuracy:--- 0.9782 Validation Loss: 0.077117294
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0065597664 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07723783
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0062026833 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07327295
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010627831 ---Validation accuracy:--- 0.9766 Validation Loss: 0.07979721
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0058557834 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08153066
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006723317 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07552737
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004724635 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07489555
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006941101 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07491611
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0041802335 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07361964
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0047529964 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07221228
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.013288958 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07549397
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0071672886 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07449458
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004700008 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07439636
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008445574 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07588883
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0042770375 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07497338
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0052957255 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07406402
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006426062 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07925207
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009083631 ---Validation accuracy:--- 0.972 Validation Loss: 0.09197435
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0029925597 ---Validation accuracy:--- 0.9756 Validation Loss: 0.084820986
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.003489923 ---Validation accuracy:--- 0.975 Validation Loss: 0.08379966
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005532099 ---Validation accuracy:--- 0.975 Validation Loss: 0.08281821
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0039578434 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07920665
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005636696 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07728181
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0033427605 ---Validation accuracy:--- 0.979 Validation Loss: 0.07470713
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006169834 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07705853
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008156403 ---Validation accuracy:--- 0.9774 Validation Loss: 0.0779957
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0076220604 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08119243
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007501635 ---Validation accuracy:--- 0.9736 Validation Loss: 0.09181368
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.007391304 ---Validation accuracy:--- 0.9724 Validation Loss: 0.096647605
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0055092406 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08280409
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00563729 ---Validation accuracy:--- 0.976 Validation Loss: 0.08525028
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004630586 ---Validation accuracy:--- 0.9758 Validation Loss: 0.078734815
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0070332694 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08423817
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0034520223 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07848138
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0022139556 ---Validation accuracy:--- 0.9766 Validation Loss: 0.0786159
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005768474 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07679558
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0052634114 ---Validation accuracy:--- 0.9772 Validation Loss: 0.081140555
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.002836852 ---Validation accuracy:--- 0.9758 Validation Loss: 0.0838566
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006251822 ---Validation accuracy:--- 0.9738 Validation Loss: 0.08839809
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0031326448 ---Validation accuracy:--- 0.9736 Validation Loss: 0.088423684
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0045993524 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08446839
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.003305167 ---Validation accuracy:--- 0.975 Validation Loss: 0.085053585
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004929763 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08308299
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.041188326 ---Validation accuracy:--- 0.9758 Validation Loss: 0.09028472
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0077372026 ---Validation accuracy:--- 0.976 Validation Loss: 0.0857141
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005058553 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08629204
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0040965993 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08655141
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00359808 ---Validation accuracy:--- 0.975 Validation Loss: 0.08497767
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0042882804 ---Validation accuracy:--- 0.9728 Validation Loss: 0.09159232
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006784974 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08699898
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0053783776 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08586738
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06372603 ---Validation accuracy:--- 0.977 Validation Loss: 0.07793013
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009665234 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07447889
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0039635617 ---Validation accuracy:--- 0.9778 Validation Loss: 0.076889016
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.003982905 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07676712
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0061550997 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07905848
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006257255 ---Validation accuracy:--- 0.9772 Validation Loss: 0.07955958
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008521238 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08343673
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0066813 ---Validation accuracy:--- 0.9754 Validation Loss: 0.0828037
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0042666267 ---Validation accuracy:--- 0.9724 Validation Loss: 0.08979537
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006302629 ---Validation accuracy:--- 0.9746 Validation Loss: 0.09122384
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.013185642 ---Validation accuracy:--- 0.9728 Validation Loss: 0.09414414
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0043996675 ---Validation accuracy:--- 0.975 Validation Loss: 0.084829405
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.055043295 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09029911
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0040537724 ---Validation accuracy:--- 0.9728 Validation Loss: 0.088029444
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0035857696 ---Validation accuracy:--- 0.975 Validation Loss: 0.08323551
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0030354888 ---Validation accuracy:--- 0.9774 Validation Loss: 0.076860815
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004219277 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07574615
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008483807 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08402914
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.014505613 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08057302
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0049748183 ---Validation accuracy:--- 0.978 Validation Loss: 0.08090293
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.0650891 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07564742
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0038315523 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08011591
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0036001361 ---Validation accuracy:--- 0.978 Validation Loss: 0.08045738
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0042474945 ---Validation accuracy:--- 0.978 Validation Loss: 0.074555345
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0038520407 ---Validation accuracy:--- 0.977 Validation Loss: 0.07749696
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0038392968 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08215408
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.013821458 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08538983
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0032784718 ---Validation accuracy:--- 0.9768 Validation Loss: 0.077270836
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00646893 ---Validation accuracy:--- 0.9766 Validation Loss: 0.07622616
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006977102 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07612014
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009563351 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07576997
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0074617416 ---Validation accuracy:--- 0.9758 Validation Loss: 0.081020154
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0072400677 ---Validation accuracy:--- 0.9754 Validation Loss: 0.086443365
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0048401337 ---Validation accuracy:--- 0.9768 Validation Loss: 0.081143916
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011705586 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07619779
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005272069 ---Validation accuracy:--- 0.978 Validation Loss: 0.0771598
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0047067557 ---Validation accuracy:--- 0.9774 Validation Loss: 0.083045
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0046166494 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08341875
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0049515287 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07905865
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.012908589 ---Validation accuracy:--- 0.9772 Validation Loss: 0.07790234
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.010701904 ---Validation accuracy:--- 0.9784 Validation Loss: 0.0760618
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0026018089 ---Validation accuracy:--- 0.9782 Validation Loss: 0.075714156
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005797831 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07573428
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0058370004 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07704431
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0048321877 ---Validation accuracy:--- 0.9804 Validation Loss: 0.073673144
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.017666103 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07418342
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004211182 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07240842
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0059589567 ---Validation accuracy:--- 0.9774 Validation Loss: 0.07667102
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009049151 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08975776
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004282972 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08911282
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.03355146 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07837519
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0048356843 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07224765
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008494444 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07538347
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009246872 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08653902
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.021063441 ---Validation accuracy:--- 0.977 Validation Loss: 0.088307485
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.00746854 ---Validation accuracy:--- 0.9778 Validation Loss: 0.0829865
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004781366 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08352535
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011459338 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08593647
Epoch: 3 ---Training accuracy:--- 0.98 Training Loss: 0.028379783 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08445985
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.021856759 ---Validation accuracy:--- 0.9656 Validation Loss: 0.11045337
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0073785055 ---Validation accuracy:--- 0.9786 Validation Loss: 0.074546225
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004803162 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07692977
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.006287898 ---Validation accuracy:--- 0.979 Validation Loss: 0.07840825
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0070981192 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07424403
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0036490571 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07284311
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005393567 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07928894
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009673387 ---Validation accuracy:--- 0.9774 Validation Loss: 0.078486755
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0069810688 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07588275
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.011092389 ---Validation accuracy:--- 0.976 Validation Loss: 0.08685951
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0027727978 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08057349
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.009103713 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08032972
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0050377143 ---Validation accuracy:--- 0.9792 Validation Loss: 0.0769247
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0037280829 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08154733
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.028721036 ---Validation accuracy:--- 0.9772 Validation Loss: 0.084186986
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0075333454 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07765738
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.012997348 ---Validation accuracy:--- 0.9712 Validation Loss: 0.093997255
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.02451151 ---Validation accuracy:--- 0.9754 Validation Loss: 0.081961416
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0059172823 ---Validation accuracy:--- 0.976 Validation Loss: 0.08113775
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.019738378 ---Validation accuracy:--- 0.973 Validation Loss: 0.09035766
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.005302471 ---Validation accuracy:--- 0.9752 Validation Loss: 0.087090865
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.003926064 ---Validation accuracy:--- 0.9778 Validation Loss: 0.0785901
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.008157969 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07763636
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.014186041 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07478513
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0043391655 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07569887
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0022441722 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07894089
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0048457156 ---Validation accuracy:--- 0.9802 Validation Loss: 0.075474046
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.0033311015 ---Validation accuracy:--- 0.9786 Validation Loss: 0.075971
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.06855536 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07731046
Epoch: 3 ---Training accuracy:--- 0.99 Training Loss: 0.020534804 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07428124
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004142592 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07386907
Epoch: 3 ---Training accuracy:--- 1.0 Training Loss: 0.004639987 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07295778
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030136371 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07176727
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0072720754 ---Validation accuracy:--- 0.98 Validation Loss: 0.07427936
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0027897488 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07425479
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009490308 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07333703
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0026597225 ---Validation accuracy:--- 0.979 Validation Loss: 0.079478726
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0042579216 ---Validation accuracy:--- 0.9796 Validation Loss: 0.076142296
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004109993 ---Validation accuracy:--- 0.98 Validation Loss: 0.07469809
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003997237 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07430498
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004962599 ---Validation accuracy:--- 0.98 Validation Loss: 0.07413263
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0065864776 ---Validation accuracy:--- 0.9798 Validation Loss: 0.075929284
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.03745154 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08923539
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.024482107 ---Validation accuracy:--- 0.9714 Validation Loss: 0.09131566
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005387603 ---Validation accuracy:--- 0.9774 Validation Loss: 0.07833738
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0041488195 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07993143
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013396424 ---Validation accuracy:--- 0.978 Validation Loss: 0.07836903
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0048090345 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07752371
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0035646332 ---Validation accuracy:--- 0.9784 Validation Loss: 0.076642685
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.011828102 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08252745
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003696873 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07676812
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003529535 ---Validation accuracy:--- 0.9778 Validation Loss: 0.08052348
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.014155192 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08749942
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005751785 ---Validation accuracy:--- 0.9744 Validation Loss: 0.08996004
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.007002288 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08406665
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030975095 ---Validation accuracy:--- 0.979 Validation Loss: 0.08273074
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0048313304 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08062708
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008650294 ---Validation accuracy:--- 0.978 Validation Loss: 0.08142182
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0039550704 ---Validation accuracy:--- 0.9794 Validation Loss: 0.0770127
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0024597228 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08402868
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0049646865 ---Validation accuracy:--- 0.978 Validation Loss: 0.08234854
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004483331 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08135063
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0044529317 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08201748
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0064818943 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08144742
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005677486 ---Validation accuracy:--- 0.981 Validation Loss: 0.07607889
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0048190723 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07680016
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0061234343 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07768197
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.018771116 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08889758
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004271431 ---Validation accuracy:--- 0.9758 Validation Loss: 0.088021964
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010300419 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08150815
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0039462782 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08155548
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0032577533 ---Validation accuracy:--- 0.9806 Validation Loss: 0.072792456
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0041719633 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07718156
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.027734853 ---Validation accuracy:--- 0.9732 Validation Loss: 0.09721712
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0045067198 ---Validation accuracy:--- 0.9704 Validation Loss: 0.103415795
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008696786 ---Validation accuracy:--- 0.97 Validation Loss: 0.10600082
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.012410895 ---Validation accuracy:--- 0.9708 Validation Loss: 0.098679334
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009126539 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09210288
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004347104 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08180489
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0071973866 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07833296
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0018942782 ---Validation accuracy:--- 0.9798 Validation Loss: 0.070886895
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003300419 ---Validation accuracy:--- 0.98 Validation Loss: 0.06904887
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.022734728 ---Validation accuracy:--- 0.9794 Validation Loss: 0.076498136
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004362552 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07215999
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0067112087 ---Validation accuracy:--- 0.976 Validation Loss: 0.08203154
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004375655 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07791472
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006777668 ---Validation accuracy:--- 0.9734 Validation Loss: 0.091147445
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013525269 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08373125
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0074863117 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08422445
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0040673073 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07904735
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.012544856 ---Validation accuracy:--- 0.978 Validation Loss: 0.07892805
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0052378112 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07698479
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0049143895 ---Validation accuracy:--- 0.9766 Validation Loss: 0.07871076
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.026309714 ---Validation accuracy:--- 0.9656 Validation Loss: 0.11175046
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0035743194 ---Validation accuracy:--- 0.9726 Validation Loss: 0.08725395
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0052105854 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08332695
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0057161828 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08006572
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006348526 ---Validation accuracy:--- 0.9766 Validation Loss: 0.07825321
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030290652 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08298516
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005206406 ---Validation accuracy:--- 0.9762 Validation Loss: 0.07967532
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0031108349 ---Validation accuracy:--- 0.9754 Validation Loss: 0.07962567
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0049203853 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08308231
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0045543294 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08422358
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0050643813 ---Validation accuracy:--- 0.9774 Validation Loss: 0.07907376
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005165522 ---Validation accuracy:--- 0.9768 Validation Loss: 0.079581514
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0073999227 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07870284
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0036532548 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08355447
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0066400915 ---Validation accuracy:--- 0.977 Validation Loss: 0.07975147
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005951285 ---Validation accuracy:--- 0.9752 Validation Loss: 0.087727875
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0035152868 ---Validation accuracy:--- 0.975 Validation Loss: 0.08470591
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0041739433 ---Validation accuracy:--- 0.978 Validation Loss: 0.07602807
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013862996 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08874624
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0028100682 ---Validation accuracy:--- 0.9762 Validation Loss: 0.07943113
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.025287056 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08437739
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0036173535 ---Validation accuracy:--- 0.977 Validation Loss: 0.07767904
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.011368416 ---Validation accuracy:--- 0.9736 Validation Loss: 0.08847884
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0035394174 ---Validation accuracy:--- 0.9778 Validation Loss: 0.0810221
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0034709848 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07878789
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0063690855 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07942789
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.027114337 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07564333
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0061930353 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07521614
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0029858863 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07551815
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.011310699 ---Validation accuracy:--- 0.979 Validation Loss: 0.07860169
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005725542 ---Validation accuracy:--- 0.9794 Validation Loss: 0.075545095
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003758685 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07983861
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0038683019 ---Validation accuracy:--- 0.9798 Validation Loss: 0.0761035
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0027545637 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07194264
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0029431027 ---Validation accuracy:--- 0.98 Validation Loss: 0.072245084
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0044539976 ---Validation accuracy:--- 0.9802 Validation Loss: 0.071353085
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.001999206 ---Validation accuracy:--- 0.9806 Validation Loss: 0.06984439
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008102494 ---Validation accuracy:--- 0.9796 Validation Loss: 0.071519986
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0059980657 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07043126
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0028093616 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07047966
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005373673 ---Validation accuracy:--- 0.9804 Validation Loss: 0.069939226
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003411659 ---Validation accuracy:--- 0.9806 Validation Loss: 0.06940323
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0026949858 ---Validation accuracy:--- 0.9804 Validation Loss: 0.06927927
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0067726253 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07654293
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0042473497 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07383804
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0039770473 ---Validation accuracy:--- 0.9812 Validation Loss: 0.0727023
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006303775 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07282527
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0033296375 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07108618
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009070993 ---Validation accuracy:--- 0.9792 Validation Loss: 0.074724644
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0055507775 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07070853
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0011166402 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07034624
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0022657984 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07614455
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0044947886 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07390328
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0054865624 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08006943
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0043612337 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07597515
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0063690366 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08257882
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0034514093 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07224878
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0046827192 ---Validation accuracy:--- 0.9786 Validation Loss: 0.078802966
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0040423595 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07457618
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.00525981 ---Validation accuracy:--- 0.978 Validation Loss: 0.0759498
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0075503006 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07392584
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0063992804 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07303826
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004274405 ---Validation accuracy:--- 0.981 Validation Loss: 0.07229234
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004002856 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07155194
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.001914407 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07087736
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030068688 ---Validation accuracy:--- 0.9814 Validation Loss: 0.070818484
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0054411446 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07061047
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0051926863 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07022928
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0040291827 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07263756
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003974825 ---Validation accuracy:--- 0.9812 Validation Loss: 0.073788114
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006122102 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07338672
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003555913 ---Validation accuracy:--- 0.9796 Validation Loss: 0.074179776
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008903723 ---Validation accuracy:--- 0.9808 Validation Loss: 0.073418826
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0031990015 ---Validation accuracy:--- 0.973 Validation Loss: 0.09820562
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0049294364 ---Validation accuracy:--- 0.9748 Validation Loss: 0.09482455
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003969662 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08234789
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0031034106 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08020792
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030638978 ---Validation accuracy:--- 0.9792 Validation Loss: 0.078566514
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0033208858 ---Validation accuracy:--- 0.98 Validation Loss: 0.076456286
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0057095126 ---Validation accuracy:--- 0.98 Validation Loss: 0.078104824
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004931079 ---Validation accuracy:--- 0.9802 Validation Loss: 0.074347675
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005018608 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07354736
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005889464 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08701228
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0064866417 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07992572
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0054389327 ---Validation accuracy:--- 0.98 Validation Loss: 0.077737086
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0024838853 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07833348
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004298469 ---Validation accuracy:--- 0.9802 Validation Loss: 0.078715466
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0033906312 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07997852
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0052270074 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07595162
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.011756496 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08638136
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006328451 ---Validation accuracy:--- 0.9778 Validation Loss: 0.083070315
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0007315906 ---Validation accuracy:--- 0.978 Validation Loss: 0.082853444
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005592519 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08296975
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0032427958 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08032124
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0050161667 ---Validation accuracy:--- 0.977 Validation Loss: 0.07927328
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030947106 ---Validation accuracy:--- 0.973 Validation Loss: 0.094133206
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.02753674 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08508674
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0038765243 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08305082
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004931396 ---Validation accuracy:--- 0.9776 Validation Loss: 0.082953185
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.00357638 ---Validation accuracy:--- 0.9782 Validation Loss: 0.079090066
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.00792393 ---Validation accuracy:--- 0.9728 Validation Loss: 0.09755032
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0024947308 ---Validation accuracy:--- 0.977 Validation Loss: 0.083589554
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0026240384 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08011064
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0018218678 ---Validation accuracy:--- 0.978 Validation Loss: 0.08009973
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006483531 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08778806
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0047988705 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08061258
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006590186 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07899132
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0068784333 ---Validation accuracy:--- 0.979 Validation Loss: 0.07784956
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006267639 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08471201
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0036381087 ---Validation accuracy:--- 0.9778 Validation Loss: 0.08245318
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005324272 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08228787
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0025316733 ---Validation accuracy:--- 0.98 Validation Loss: 0.0781791
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0018517006 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08722203
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.014141178 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08426341
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0038894997 ---Validation accuracy:--- 0.9772 Validation Loss: 0.081951834
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009742621 ---Validation accuracy:--- 0.9794 Validation Loss: 0.077270925
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0035881836 ---Validation accuracy:--- 0.9806 Validation Loss: 0.0755069
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004865484 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07569019
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004389984 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07536354
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008476337 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07972169
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004131307 ---Validation accuracy:--- 0.977 Validation Loss: 0.084989525
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008970837 ---Validation accuracy:--- 0.9792 Validation Loss: 0.081916444
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002267286 ---Validation accuracy:--- 0.9804 Validation Loss: 0.078392126
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003536448 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07618467
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005440047 ---Validation accuracy:--- 0.9804 Validation Loss: 0.074756406
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0014133803 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07397877
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004715322 ---Validation accuracy:--- 0.9794 Validation Loss: 0.080011055
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0155512355 ---Validation accuracy:--- 0.9792 Validation Loss: 0.084979706
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009196536 ---Validation accuracy:--- 0.9762 Validation Loss: 0.090921775
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0021106955 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07848981
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006465463 ---Validation accuracy:--- 0.9758 Validation Loss: 0.089176126
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0072539942 ---Validation accuracy:--- 0.9746 Validation Loss: 0.0882127
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0040321536 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08577215
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0046960786 ---Validation accuracy:--- 0.9772 Validation Loss: 0.0829123
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0014285888 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08287249
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.024020981 ---Validation accuracy:--- 0.9748 Validation Loss: 0.09071224
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0033505587 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08756707
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0020970434 ---Validation accuracy:--- 0.9758 Validation Loss: 0.087404154
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0037596375 ---Validation accuracy:--- 0.9754 Validation Loss: 0.09431562
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030458167 ---Validation accuracy:--- 0.9762 Validation Loss: 0.0918862
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004167008 ---Validation accuracy:--- 0.9782 Validation Loss: 0.084785484
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0046565817 ---Validation accuracy:--- 0.98 Validation Loss: 0.08151615
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0034969389 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08058635
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0028800776 ---Validation accuracy:--- 0.9806 Validation Loss: 0.076954715
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0015343729 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07493326
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0031037629 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07676771
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.013542987 ---Validation accuracy:--- 0.97 Validation Loss: 0.1119115
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.019205905 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08297238
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0022015714 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07864812
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010634882 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08274841
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030447906 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07833137
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0041974243 ---Validation accuracy:--- 0.9764 Validation Loss: 0.07987786
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0057767294 ---Validation accuracy:--- 0.9764 Validation Loss: 0.0811219
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.018748434 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07886184
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002038176 ---Validation accuracy:--- 0.9772 Validation Loss: 0.0788933
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002639299 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07523652
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030164188 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07369484
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0066891564 ---Validation accuracy:--- 0.9806 Validation Loss: 0.0744252
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0073427353 ---Validation accuracy:--- 0.979 Validation Loss: 0.07728291
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002978912 ---Validation accuracy:--- 0.981 Validation Loss: 0.073597126
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0070505394 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07356349
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0058984263 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07242462
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0022990308 ---Validation accuracy:--- 0.982 Validation Loss: 0.07121
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004001725 ---Validation accuracy:--- 0.9802 Validation Loss: 0.075207055
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002802373 ---Validation accuracy:--- 0.98 Validation Loss: 0.07471549
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004758662 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07491062
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0017031186 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07466759
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0040822555 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07719005
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003834244 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07481704
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.007002235 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07445713
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005834005 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07221301
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0037308133 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07415445
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003339228 ---Validation accuracy:--- 0.981 Validation Loss: 0.07228085
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.01914998 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07380513
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004142301 ---Validation accuracy:--- 0.9792 Validation Loss: 0.072354674
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003914427 ---Validation accuracy:--- 0.9782 Validation Loss: 0.075687416
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003734114 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07553217
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0029448178 ---Validation accuracy:--- 0.9784 Validation Loss: 0.075792514
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0034586915 ---Validation accuracy:--- 0.9804 Validation Loss: 0.069910355
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005714838 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07304095
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0024444181 ---Validation accuracy:--- 0.981 Validation Loss: 0.06944864
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0044472944 ---Validation accuracy:--- 0.9778 Validation Loss: 0.08216188
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0031887323 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08272904
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004554536 ---Validation accuracy:--- 0.9772 Validation Loss: 0.082421206
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003991142 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07580848
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0038278627 ---Validation accuracy:--- 0.9804 Validation Loss: 0.073937744
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0020079361 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07406947
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0032954174 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07387389
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004951349 ---Validation accuracy:--- 0.9808 Validation Loss: 0.071186
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008154828 ---Validation accuracy:--- 0.979 Validation Loss: 0.07626775
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.007783351 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07895242
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006080351 ---Validation accuracy:--- 0.979 Validation Loss: 0.07591964
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0017485875 ---Validation accuracy:--- 0.979 Validation Loss: 0.07601109
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0024414593 ---Validation accuracy:--- 0.98 Validation Loss: 0.0739886
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0029872218 ---Validation accuracy:--- 0.978 Validation Loss: 0.077853136
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010691254 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07604795
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0073955995 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07060806
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0025886977 ---Validation accuracy:--- 0.9788 Validation Loss: 0.072735086
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004756556 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07063606
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004370896 ---Validation accuracy:--- 0.9798 Validation Loss: 0.071240745
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006334362 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07073259
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.012408341 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07454831
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.02403438 ---Validation accuracy:--- 0.9744 Validation Loss: 0.090175
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0028967499 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08814894
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0039669434 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08189949
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0027722048 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07737751
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0073237615 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07867678
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0050112065 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07482437
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030642515 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07666318
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010373391 ---Validation accuracy:--- 0.9788 Validation Loss: 0.0775805
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003485722 ---Validation accuracy:--- 0.979 Validation Loss: 0.07696417
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.007894932 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08646194
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004006652 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08583874
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0050197174 ---Validation accuracy:--- 0.973 Validation Loss: 0.09812372
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009916464 ---Validation accuracy:--- 0.9644 Validation Loss: 0.118112914
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0038216696 ---Validation accuracy:--- 0.9748 Validation Loss: 0.08607437
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0058343317 ---Validation accuracy:--- 0.9734 Validation Loss: 0.093993835
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0023772747 ---Validation accuracy:--- 0.978 Validation Loss: 0.08422447
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0025414573 ---Validation accuracy:--- 0.9782 Validation Loss: 0.082820095
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005865884 ---Validation accuracy:--- 0.9748 Validation Loss: 0.09415518
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0028108605 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08619742
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0034538803 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08725596
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004269204 ---Validation accuracy:--- 0.974 Validation Loss: 0.09184707
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013871846 ---Validation accuracy:--- 0.975 Validation Loss: 0.08797814
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0035595158 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07829158
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0056600235 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07791727
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0022584065 ---Validation accuracy:--- 0.9774 Validation Loss: 0.078524485
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003112961 ---Validation accuracy:--- 0.9776 Validation Loss: 0.076443866
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003117259 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07538981
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005102019 ---Validation accuracy:--- 0.977 Validation Loss: 0.075782835
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0055152285 ---Validation accuracy:--- 0.979 Validation Loss: 0.07908804
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0054064924 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07817921
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030567893 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07563327
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0026015455 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07418878
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0044946917 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07405805
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005652935 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07055573
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006811664 ---Validation accuracy:--- 0.976 Validation Loss: 0.07768567
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0078873625 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07845138
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008638289 ---Validation accuracy:--- 0.9796 Validation Loss: 0.071962625
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002746328 ---Validation accuracy:--- 0.9796 Validation Loss: 0.068940416
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008683553 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07220329
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.010467641 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07307297
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0021065339 ---Validation accuracy:--- 0.979 Validation Loss: 0.07281817
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009460637 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08324337
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030194684 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07577002
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.025614595 ---Validation accuracy:--- 0.9796 Validation Loss: 0.074916966
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006957692 ---Validation accuracy:--- 0.981 Validation Loss: 0.06950373
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0036697225 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07034654
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0072200294 ---Validation accuracy:--- 0.98 Validation Loss: 0.07276268
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005300068 ---Validation accuracy:--- 0.98 Validation Loss: 0.07235009
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009929016 ---Validation accuracy:--- 0.981 Validation Loss: 0.07104003
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006451039 ---Validation accuracy:--- 0.9806 Validation Loss: 0.0713046
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004193544 ---Validation accuracy:--- 0.9804 Validation Loss: 0.071973614
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0023535 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07103161
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0033436182 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07855361
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.00459927 ---Validation accuracy:--- 0.9796 Validation Loss: 0.0785206
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.011122159 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07613627
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0022869713 ---Validation accuracy:--- 0.9782 Validation Loss: 0.076329395
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0027981135 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07427439
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0023744418 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07494368
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0020199504 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07268059
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004794068 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07421282
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.011575299 ---Validation accuracy:--- 0.9672 Validation Loss: 0.100933634
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0031650746 ---Validation accuracy:--- 0.9774 Validation Loss: 0.080285005
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0036602318 ---Validation accuracy:--- 0.977 Validation Loss: 0.08114069
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0027216352 ---Validation accuracy:--- 0.9774 Validation Loss: 0.080094784
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0033711037 ---Validation accuracy:--- 0.9768 Validation Loss: 0.081840634
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005635041 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08600002
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0024967017 ---Validation accuracy:--- 0.9772 Validation Loss: 0.085225485
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0033087563 ---Validation accuracy:--- 0.9796 Validation Loss: 0.080128096
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0051314067 ---Validation accuracy:--- 0.9746 Validation Loss: 0.09844594
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.00197094 ---Validation accuracy:--- 0.9762 Validation Loss: 0.09627854
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006910268 ---Validation accuracy:--- 0.9736 Validation Loss: 0.101305805
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004117854 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08873958
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.06981616 ---Validation accuracy:--- 0.9742 Validation Loss: 0.09137042
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0025411763 ---Validation accuracy:--- 0.9796 Validation Loss: 0.0788799
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004718816 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07852426
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0023085622 ---Validation accuracy:--- 0.98 Validation Loss: 0.07778939
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0024521614 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07895297
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0028746957 ---Validation accuracy:--- 0.9774 Validation Loss: 0.07945117
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0066096056 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07778196
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002966485 ---Validation accuracy:--- 0.978 Validation Loss: 0.078411
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0035265065 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07347577
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.011452625 ---Validation accuracy:--- 0.9784 Validation Loss: 0.082751706
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0147314025 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07800844
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0035901158 ---Validation accuracy:--- 0.979 Validation Loss: 0.078583635
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0045253006 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08030206
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0018606633 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07991026
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0036495447 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08892246
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013624605 ---Validation accuracy:--- 0.978 Validation Loss: 0.087396085
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004137073 ---Validation accuracy:--- 0.9784 Validation Loss: 0.086015746
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0059405817 ---Validation accuracy:--- 0.979 Validation Loss: 0.084380634
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002639035 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08237814
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004233003 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08053258
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0049116 ---Validation accuracy:--- 0.9798 Validation Loss: 0.08379501
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0033626528 ---Validation accuracy:--- 0.9796 Validation Loss: 0.084267914
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0028396016 ---Validation accuracy:--- 0.9786 Validation Loss: 0.083752185
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0028972179 ---Validation accuracy:--- 0.9746 Validation Loss: 0.095527306
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004180224 ---Validation accuracy:--- 0.9746 Validation Loss: 0.09483565
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005610389 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08531316
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0037092383 ---Validation accuracy:--- 0.977 Validation Loss: 0.08907271
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004622637 ---Validation accuracy:--- 0.98 Validation Loss: 0.075678885
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0021097981 ---Validation accuracy:--- 0.9804 Validation Loss: 0.076167844
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009549913 ---Validation accuracy:--- 0.979 Validation Loss: 0.078738034
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0023951354 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07834324
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.001961209 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07700034
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004530247 ---Validation accuracy:--- 0.9812 Validation Loss: 0.074777275
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002511893 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07319519
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.007994119 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07123198
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0033651083 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07272831
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0029337096 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07321597
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030721033 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07270172
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003367202 ---Validation accuracy:--- 0.9788 Validation Loss: 0.073423386
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0042082607 ---Validation accuracy:--- 0.9802 Validation Loss: 0.073843025
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002429243 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07155933
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.001883989 ---Validation accuracy:--- 0.9806 Validation Loss: 0.06924075
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004250566 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07082948
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0059464728 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07594978
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030133286 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07498473
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002455126 ---Validation accuracy:--- 0.9782 Validation Loss: 0.075247474
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0038139755 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07394668
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0022486844 ---Validation accuracy:--- 0.978 Validation Loss: 0.07379533
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.040743396 ---Validation accuracy:--- 0.9746 Validation Loss: 0.09267037
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003912065 ---Validation accuracy:--- 0.9782 Validation Loss: 0.078368865
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0029015043 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07830782
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.022429056 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08199708
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0038492105 ---Validation accuracy:--- 0.9786 Validation Loss: 0.080350265
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005232277 ---Validation accuracy:--- 0.979 Validation Loss: 0.08312395
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0050708475 ---Validation accuracy:--- 0.9796 Validation Loss: 0.079680406
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0035009703 ---Validation accuracy:--- 0.979 Validation Loss: 0.07887775
Epoch: 4 ---Training accuracy:--- 0.97 Training Loss: 0.06893679 ---Validation accuracy:--- 0.9618 Validation Loss: 0.14418554
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0159834 ---Validation accuracy:--- 0.9734 Validation Loss: 0.09293136
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005894255 ---Validation accuracy:--- 0.9736 Validation Loss: 0.09557471
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0025115847 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08451355
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002039406 ---Validation accuracy:--- 0.9774 Validation Loss: 0.080901586
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004423707 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07858347
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009694218 ---Validation accuracy:--- 0.9802 Validation Loss: 0.0786427
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0046046083 ---Validation accuracy:--- 0.98 Validation Loss: 0.078742445
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0039034071 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07436866
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002586819 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07397517
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.00484991 ---Validation accuracy:--- 0.9792 Validation Loss: 0.076603994
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0029006302 ---Validation accuracy:--- 0.982 Validation Loss: 0.07617792
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006753707 ---Validation accuracy:--- 0.98 Validation Loss: 0.08234727
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0040635103 ---Validation accuracy:--- 0.9792 Validation Loss: 0.081243314
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0031560254 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07136798
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0024043545 ---Validation accuracy:--- 0.98 Validation Loss: 0.07112316
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004559551 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07251735
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0051153684 ---Validation accuracy:--- 0.9782 Validation Loss: 0.0767038
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0043938244 ---Validation accuracy:--- 0.9812 Validation Loss: 0.0750999
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0044167205 ---Validation accuracy:--- 0.981 Validation Loss: 0.072253235
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0060727275 ---Validation accuracy:--- 0.981 Validation Loss: 0.07114498
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.007359053 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08288761
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003467652 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08165857
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0039230944 ---Validation accuracy:--- 0.981 Validation Loss: 0.06839176
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008028548 ---Validation accuracy:--- 0.9804 Validation Loss: 0.06887178
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.0438925 ---Validation accuracy:--- 0.9458 Validation Loss: 0.18115418
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.022580855 ---Validation accuracy:--- 0.974 Validation Loss: 0.103171036
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0020386025 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07258726
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0040075686 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07082369
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0027017335 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07141235
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004146122 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07208726
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003568988 ---Validation accuracy:--- 0.979 Validation Loss: 0.073738426
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0018231187 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07333015
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.018850641 ---Validation accuracy:--- 0.9762 Validation Loss: 0.07636023
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030020755 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07003597
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0029891497 ---Validation accuracy:--- 0.9808 Validation Loss: 0.070528574
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0051152157 ---Validation accuracy:--- 0.9828 Validation Loss: 0.067320555
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0018623999 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06759365
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005835471 ---Validation accuracy:--- 0.981 Validation Loss: 0.0691387
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003927432 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07574325
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0046340777 ---Validation accuracy:--- 0.98 Validation Loss: 0.07484076
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.021271 ---Validation accuracy:--- 0.97 Validation Loss: 0.10680187
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003785901 ---Validation accuracy:--- 0.9742 Validation Loss: 0.09310224
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0019166517 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08437594
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0026744122 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08077024
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0040197885 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07848235
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009972769 ---Validation accuracy:--- 0.9736 Validation Loss: 0.08690926
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002604329 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07614013
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004327928 ---Validation accuracy:--- 0.9782 Validation Loss: 0.075362734
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003912168 ---Validation accuracy:--- 0.978 Validation Loss: 0.077771544
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0039287237 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07599002
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.017750494 ---Validation accuracy:--- 0.976 Validation Loss: 0.08900322
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0061987652 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08779559
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010792499 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07915544
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.053133823 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08793726
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005676073 ---Validation accuracy:--- 0.9762 Validation Loss: 0.086690105
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.015781768 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08488659
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0033140557 ---Validation accuracy:--- 0.9798 Validation Loss: 0.0769919
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0052847187 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07895203
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005324385 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07594961
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.049955055 ---Validation accuracy:--- 0.9788 Validation Loss: 0.078665785
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0025672573 ---Validation accuracy:--- 0.979 Validation Loss: 0.07717384
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.00524181 ---Validation accuracy:--- 0.9752 Validation Loss: 0.0871817
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.071540706 ---Validation accuracy:--- 0.968 Validation Loss: 0.11190802
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0048579187 ---Validation accuracy:--- 0.971 Validation Loss: 0.096333146
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0021497228 ---Validation accuracy:--- 0.9762 Validation Loss: 0.07879181
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.00456348 ---Validation accuracy:--- 0.9782 Validation Loss: 0.078062765
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.05039373 ---Validation accuracy:--- 0.979 Validation Loss: 0.07651499
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0033412066 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07634148
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004950951 ---Validation accuracy:--- 0.9796 Validation Loss: 0.073710315
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.001799485 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08377502
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005354875 ---Validation accuracy:--- 0.9786 Validation Loss: 0.076495595
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005491307 ---Validation accuracy:--- 0.979 Validation Loss: 0.07615365
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006128475 ---Validation accuracy:--- 0.98 Validation Loss: 0.07361739
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0046392134 ---Validation accuracy:--- 0.981 Validation Loss: 0.072039016
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0033101675 ---Validation accuracy:--- 0.9772 Validation Loss: 0.07978964
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004648254 ---Validation accuracy:--- 0.9808 Validation Loss: 0.06972134
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0037569606 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07198712
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0020713648 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07449913
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0031811083 ---Validation accuracy:--- 0.982 Validation Loss: 0.06983179
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005152155 ---Validation accuracy:--- 0.9774 Validation Loss: 0.07832229
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0067327414 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07192571
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.012001918 ---Validation accuracy:--- 0.9726 Validation Loss: 0.100105226
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030738176 ---Validation accuracy:--- 0.981 Validation Loss: 0.07037312
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0033380429 ---Validation accuracy:--- 0.9824 Validation Loss: 0.065740325
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0037829767 ---Validation accuracy:--- 0.981 Validation Loss: 0.065597236
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0031389582 ---Validation accuracy:--- 0.982 Validation Loss: 0.06777069
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004455418 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06938548
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0043496573 ---Validation accuracy:--- 0.981 Validation Loss: 0.068176076
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003712322 ---Validation accuracy:--- 0.982 Validation Loss: 0.066159494
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0048833843 ---Validation accuracy:--- 0.981 Validation Loss: 0.06765137
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0035001792 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06823977
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002731422 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07013551
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0032173754 ---Validation accuracy:--- 0.9804 Validation Loss: 0.06978312
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0029526032 ---Validation accuracy:--- 0.9806 Validation Loss: 0.06956182
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0021549335 ---Validation accuracy:--- 0.9766 Validation Loss: 0.083061315
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.01036973 ---Validation accuracy:--- 0.9744 Validation Loss: 0.093065955
Epoch: 4 ---Training accuracy:--- 0.98 Training Loss: 0.064425506 ---Validation accuracy:--- 0.9652 Validation Loss: 0.13281482
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0052119256 ---Validation accuracy:--- 0.977 Validation Loss: 0.08397981
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004777657 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08520344
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009901965 ---Validation accuracy:--- 0.981 Validation Loss: 0.07461189
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0022310608 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07420073
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0053738044 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07281205
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0048953677 ---Validation accuracy:--- 0.9806 Validation Loss: 0.073010184
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003861668 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07184825
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003568575 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07142631
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0023135545 ---Validation accuracy:--- 0.9818 Validation Loss: 0.071052164
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004178727 ---Validation accuracy:--- 0.974 Validation Loss: 0.100304894
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006344476 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08610923
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004125091 ---Validation accuracy:--- 0.977 Validation Loss: 0.08610396
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0075213565 ---Validation accuracy:--- 0.9772 Validation Loss: 0.086774684
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0034232833 ---Validation accuracy:--- 0.9748 Validation Loss: 0.09013963
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.00708462 ---Validation accuracy:--- 0.974 Validation Loss: 0.09433822
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.027173037 ---Validation accuracy:--- 0.9746 Validation Loss: 0.096176095
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0040873545 ---Validation accuracy:--- 0.976 Validation Loss: 0.08831829
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004289201 ---Validation accuracy:--- 0.9758 Validation Loss: 0.089141846
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0062063932 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08584818
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.013436642 ---Validation accuracy:--- 0.9706 Validation Loss: 0.105643846
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.00290591 ---Validation accuracy:--- 0.9762 Validation Loss: 0.090909876
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0031093345 ---Validation accuracy:--- 0.9758 Validation Loss: 0.09189369
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0043213447 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08636108
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0044690194 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08675166
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.014586847 ---Validation accuracy:--- 0.9784 Validation Loss: 0.0822879
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0027762463 ---Validation accuracy:--- 0.9774 Validation Loss: 0.084597215
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009442397 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07849643
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.010355128 ---Validation accuracy:--- 0.977 Validation Loss: 0.083831176
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.021492524 ---Validation accuracy:--- 0.97 Validation Loss: 0.10530203
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.021509528 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08532909
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0046691922 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07881436
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0027853686 ---Validation accuracy:--- 0.9726 Validation Loss: 0.09172793
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008413567 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08298737
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005339633 ---Validation accuracy:--- 0.978 Validation Loss: 0.08127477
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.001788206 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08093474
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0027897283 ---Validation accuracy:--- 0.9782 Validation Loss: 0.079188086
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002457277 ---Validation accuracy:--- 0.9784 Validation Loss: 0.077918224
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.06581357 ---Validation accuracy:--- 0.9792 Validation Loss: 0.075835615
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0040760236 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07485728
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.007814134 ---Validation accuracy:--- 0.975 Validation Loss: 0.0847317
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.004880068 ---Validation accuracy:--- 0.9772 Validation Loss: 0.0790547
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.008305207 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07947165
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0133965565 ---Validation accuracy:--- 0.9762 Validation Loss: 0.076645374
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0018157044 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08534416
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.014808558 ---Validation accuracy:--- 0.9762 Validation Loss: 0.083543174
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.003168406 ---Validation accuracy:--- 0.98 Validation Loss: 0.07342669
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.002693037 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07351226
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0023993806 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07255025
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005251825 ---Validation accuracy:--- 0.9798 Validation Loss: 0.074958995
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0018291714 ---Validation accuracy:--- 0.9796 Validation Loss: 0.0746953
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.006314412 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07886414
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.005033916 ---Validation accuracy:--- 0.978 Validation Loss: 0.077211745
Epoch: 4 ---Training accuracy:--- 0.99 Training Loss: 0.012743817 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07618008
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0019905223 ---Validation accuracy:--- 0.9776 Validation Loss: 0.076751195
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0030742898 ---Validation accuracy:--- 0.978 Validation Loss: 0.077216335
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0035358975 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07411008
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0052758562 ---Validation accuracy:--- 0.979 Validation Loss: 0.072364405
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0063078576 ---Validation accuracy:--- 0.978 Validation Loss: 0.07897735
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.0058453106 ---Validation accuracy:--- 0.978 Validation Loss: 0.08085263
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.001573687 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07869633
Epoch: 4 ---Training accuracy:--- 1.0 Training Loss: 0.009131457 ---Validation accuracy:--- 0.9778 Validation Loss: 0.08505238
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0037774043 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07823583
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0041186293 ---Validation accuracy:--- 0.977 Validation Loss: 0.080020145
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0033906167 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07989515
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.009166427 ---Validation accuracy:--- 0.9778 Validation Loss: 0.076045334
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004503065 ---Validation accuracy:--- 0.977 Validation Loss: 0.07748116
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008289197 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08013015
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020607165 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08166388
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026460057 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08105632
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008619935 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07967456
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004980313 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07680301
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0039414484 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07565026
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0037438625 ---Validation accuracy:--- 0.976 Validation Loss: 0.08590865
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0056142462 ---Validation accuracy:--- 0.9776 Validation Loss: 0.0840703
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.005840188 ---Validation accuracy:--- 0.979 Validation Loss: 0.07844492
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0024701399 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07568501
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0070480346 ---Validation accuracy:--- 0.9764 Validation Loss: 0.07998013
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026140308 ---Validation accuracy:--- 0.978 Validation Loss: 0.07911025
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0048245764 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08804285
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.006559235 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08492228
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004198958 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07733491
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0037129403 ---Validation accuracy:--- 0.9788 Validation Loss: 0.075316794
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.005859306 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07176782
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.038301054 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08243831
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0033946536 ---Validation accuracy:--- 0.9782 Validation Loss: 0.074166045
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0022314715 ---Validation accuracy:--- 0.9768 Validation Loss: 0.076521024
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0032517281 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07014899
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0029619823 ---Validation accuracy:--- 0.9802 Validation Loss: 0.068517275
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002508943 ---Validation accuracy:--- 0.9792 Validation Loss: 0.070439175
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0049664616 ---Validation accuracy:--- 0.9776 Validation Loss: 0.0808229
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003017998 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08070411
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0028105294 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07350906
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0021334225 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07320308
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.006731857 ---Validation accuracy:--- 0.9782 Validation Loss: 0.075118564
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0035747036 ---Validation accuracy:--- 0.9788 Validation Loss: 0.079627246
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.006227535 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08019824
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0042130332 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08096116
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0032904234 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07788381
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0028537821 ---Validation accuracy:--- 0.9786 Validation Loss: 0.078312844
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.020748053 ---Validation accuracy:--- 0.9776 Validation Loss: 0.085125744
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0050159474 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08851244
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0022975937 ---Validation accuracy:--- 0.9784 Validation Loss: 0.0832509
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008917898 ---Validation accuracy:--- 0.9798 Validation Loss: 0.076032504
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020897083 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07376525
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0019035509 ---Validation accuracy:--- 0.9802 Validation Loss: 0.073347904
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010013759 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07456716
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0031571055 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07254975
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.01322809 ---Validation accuracy:--- 0.978 Validation Loss: 0.07859307
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0064313007 ---Validation accuracy:--- 0.98 Validation Loss: 0.07239584
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0028290187 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07013874
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002541032 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07059431
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018521561 ---Validation accuracy:--- 0.9806 Validation Loss: 0.070823036
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0042263954 ---Validation accuracy:--- 0.98 Validation Loss: 0.0686237
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00337278 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08025121
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.025791043 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07969116
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0033288293 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08042161
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0032177046 ---Validation accuracy:--- 0.9772 Validation Loss: 0.07726909
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0044076033 ---Validation accuracy:--- 0.9782 Validation Loss: 0.0770771
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026425445 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07491389
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0066004544 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07851121
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004997177 ---Validation accuracy:--- 0.976 Validation Loss: 0.07913271
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0032881338 ---Validation accuracy:--- 0.9762 Validation Loss: 0.07921953
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0031306737 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07680372
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0021555112 ---Validation accuracy:--- 0.979 Validation Loss: 0.07479463
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0039584017 ---Validation accuracy:--- 0.9792 Validation Loss: 0.073208146
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0036597517 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07255597
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0044161174 ---Validation accuracy:--- 0.979 Validation Loss: 0.07351721
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0074883928 ---Validation accuracy:--- 0.9786 Validation Loss: 0.077252336
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008720682 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07850867
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0109445425 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07693648
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.007330216 ---Validation accuracy:--- 0.9762 Validation Loss: 0.07730276
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0056176987 ---Validation accuracy:--- 0.9784 Validation Loss: 0.073755965
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0071264505 ---Validation accuracy:--- 0.9766 Validation Loss: 0.07982553
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0031682893 ---Validation accuracy:--- 0.977 Validation Loss: 0.07824984
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004604033 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07525681
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.001953102 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07510759
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003115072 ---Validation accuracy:--- 0.9798 Validation Loss: 0.06871193
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023893497 ---Validation accuracy:--- 0.9804 Validation Loss: 0.067636095
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0024611217 ---Validation accuracy:--- 0.9804 Validation Loss: 0.067919225
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020309282 ---Validation accuracy:--- 0.98 Validation Loss: 0.067813285
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0021601068 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07114446
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015477904 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07187822
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0017878765 ---Validation accuracy:--- 0.981 Validation Loss: 0.07280542
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0024930714 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07322006
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00484987 ---Validation accuracy:--- 0.981 Validation Loss: 0.074368015
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0012292698 ---Validation accuracy:--- 0.981 Validation Loss: 0.07409788
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0036372244 ---Validation accuracy:--- 0.9818 Validation Loss: 0.0713408
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003191256 ---Validation accuracy:--- 0.9808 Validation Loss: 0.0702158
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023171196 ---Validation accuracy:--- 0.9794 Validation Loss: 0.073656015
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0031500207 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07322914
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002320474 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07405058
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002718004 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07564128
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0031319233 ---Validation accuracy:--- 0.98 Validation Loss: 0.07412011
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.005317856 ---Validation accuracy:--- 0.98 Validation Loss: 0.074088454
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.00970828 ---Validation accuracy:--- 0.979 Validation Loss: 0.07788225
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0054849195 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07217375
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026937982 ---Validation accuracy:--- 0.9806 Validation Loss: 0.072534874
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026803697 ---Validation accuracy:--- 0.9812 Validation Loss: 0.06977716
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018291754 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07013649
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0022941313 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07034485
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0033721256 ---Validation accuracy:--- 0.9824 Validation Loss: 0.068464175
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0033648184 ---Validation accuracy:--- 0.982 Validation Loss: 0.06758808
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0070772893 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06801526
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023172363 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06777652
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0013532283 ---Validation accuracy:--- 0.982 Validation Loss: 0.067952365
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.006874056 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07471462
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0039174417 ---Validation accuracy:--- 0.982 Validation Loss: 0.07293931
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.001911756 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06924249
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0024573188 ---Validation accuracy:--- 0.9818 Validation Loss: 0.0689343
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0012055305 ---Validation accuracy:--- 0.982 Validation Loss: 0.06892738
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023271895 ---Validation accuracy:--- 0.982 Validation Loss: 0.068884626
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0034703037 ---Validation accuracy:--- 0.9836 Validation Loss: 0.070237234
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018282989 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07185037
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004253419 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07149846
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018012839 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06940415
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0029084333 ---Validation accuracy:--- 0.981 Validation Loss: 0.07278861
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0022973672 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06798684
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018333227 ---Validation accuracy:--- 0.9822 Validation Loss: 0.067674905
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0050987564 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06606741
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020171104 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06690395
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.013657844 ---Validation accuracy:--- 0.9804 Validation Loss: 0.06855772
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0014481905 ---Validation accuracy:--- 0.9804 Validation Loss: 0.06923358
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002223913 ---Validation accuracy:--- 0.9798 Validation Loss: 0.06929896
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0014993825 ---Validation accuracy:--- 0.9804 Validation Loss: 0.068910025
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0054337042 ---Validation accuracy:--- 0.9804 Validation Loss: 0.068427384
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.054859966 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07259579
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023071386 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07075492
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0059940238 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07237099
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002781672 ---Validation accuracy:--- 0.981 Validation Loss: 0.06965861
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003144163 ---Validation accuracy:--- 0.9806 Validation Loss: 0.066662416
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0034611062 ---Validation accuracy:--- 0.979 Validation Loss: 0.07101981
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0042430335 ---Validation accuracy:--- 0.981 Validation Loss: 0.06838667
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0054095928 ---Validation accuracy:--- 0.9812 Validation Loss: 0.06653772
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002349273 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06792738
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.006673517 ---Validation accuracy:--- 0.979 Validation Loss: 0.07542794
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0025552502 ---Validation accuracy:--- 0.9804 Validation Loss: 0.071722224
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0024785944 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07050906
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0024131697 ---Validation accuracy:--- 0.9804 Validation Loss: 0.06985574
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0021967106 ---Validation accuracy:--- 0.9802 Validation Loss: 0.0692309
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0021939748 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06718244
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0076680765 ---Validation accuracy:--- 0.9806 Validation Loss: 0.070712656
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0019322385 ---Validation accuracy:--- 0.981 Validation Loss: 0.06972545
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0046461285 ---Validation accuracy:--- 0.9806 Validation Loss: 0.06980426
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0048414366 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07232628
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0028188198 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06931592
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018284625 ---Validation accuracy:--- 0.979 Validation Loss: 0.07099019
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015229891 ---Validation accuracy:--- 0.9804 Validation Loss: 0.069802016
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004119737 ---Validation accuracy:--- 0.9812 Validation Loss: 0.06946728
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004496715 ---Validation accuracy:--- 0.9802 Validation Loss: 0.06973939
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0017475518 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07332642
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0016168766 ---Validation accuracy:--- 0.981 Validation Loss: 0.07091564
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.007569085 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07940576
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.036146563 ---Validation accuracy:--- 0.9752 Validation Loss: 0.0891013
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00302983 ---Validation accuracy:--- 0.9748 Validation Loss: 0.090572394
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0028262092 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07936421
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00402553 ---Validation accuracy:--- 0.9816 Validation Loss: 0.0716957
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004993881 ---Validation accuracy:--- 0.9824 Validation Loss: 0.070843786
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026542041 ---Validation accuracy:--- 0.982 Validation Loss: 0.06987798
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003718468 ---Validation accuracy:--- 0.9826 Validation Loss: 0.068191856
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0025666088 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06809333
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0022750038 ---Validation accuracy:--- 0.9812 Validation Loss: 0.070598595
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.006046381 ---Validation accuracy:--- 0.9798 Validation Loss: 0.069537126
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0040352447 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07101786
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.007764054 ---Validation accuracy:--- 0.9808 Validation Loss: 0.069777146
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0019102596 ---Validation accuracy:--- 0.981 Validation Loss: 0.069721594
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0058446187 ---Validation accuracy:--- 0.9806 Validation Loss: 0.071574844
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.001862425 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07143443
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026129817 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07181541
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0034443643 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07423034
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0037211224 ---Validation accuracy:--- 0.979 Validation Loss: 0.07476328
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020756044 ---Validation accuracy:--- 0.9788 Validation Loss: 0.071352795
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0019561828 ---Validation accuracy:--- 0.9802 Validation Loss: 0.06855718
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0025408936 ---Validation accuracy:--- 0.98 Validation Loss: 0.06862374
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0030813955 ---Validation accuracy:--- 0.9808 Validation Loss: 0.06984635
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.005414877 ---Validation accuracy:--- 0.9806 Validation Loss: 0.072611466
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0035092246 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07267989
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0028602495 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07470719
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0033628696 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07324735
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026083502 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07359893
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0031098053 ---Validation accuracy:--- 0.98 Validation Loss: 0.07813075
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0066992925 ---Validation accuracy:--- 0.9796 Validation Loss: 0.083435446
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002304084 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08174164
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.005233239 ---Validation accuracy:--- 0.9794 Validation Loss: 0.0797095
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0036486646 ---Validation accuracy:--- 0.979 Validation Loss: 0.07473374
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003911157 ---Validation accuracy:--- 0.98 Validation Loss: 0.07235794
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0025517421 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07114021
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0028999683 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07064885
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.005796293 ---Validation accuracy:--- 0.9808 Validation Loss: 0.069078684
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0022509692 ---Validation accuracy:--- 0.9768 Validation Loss: 0.07972396
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0034396958 ---Validation accuracy:--- 0.9794 Validation Loss: 0.0757874
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0044697425 ---Validation accuracy:--- 0.9802 Validation Loss: 0.075676724
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023261614 ---Validation accuracy:--- 0.98 Validation Loss: 0.0782539
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0019351817 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07382619
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002765467 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07259911
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018858298 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07311668
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0013145745 ---Validation accuracy:--- 0.9804 Validation Loss: 0.073149465
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0028160329 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07226643
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0046561104 ---Validation accuracy:--- 0.9806 Validation Loss: 0.072718315
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026087016 ---Validation accuracy:--- 0.9788 Validation Loss: 0.0815164
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015899776 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08028607
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018495631 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08489784
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0071632015 ---Validation accuracy:--- 0.9796 Validation Loss: 0.08055979
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.017272417 ---Validation accuracy:--- 0.9778 Validation Loss: 0.08597791
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0025649369 ---Validation accuracy:--- 0.98 Validation Loss: 0.08186103
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0028369015 ---Validation accuracy:--- 0.9798 Validation Loss: 0.078836024
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0008984139 ---Validation accuracy:--- 0.98 Validation Loss: 0.07841672
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0030272687 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07663999
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00210876 ---Validation accuracy:--- 0.9796 Validation Loss: 0.076598145
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008664403 ---Validation accuracy:--- 0.9742 Validation Loss: 0.09692713
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0017387505 ---Validation accuracy:--- 0.9764 Validation Loss: 0.091023155
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0016135111 ---Validation accuracy:--- 0.9792 Validation Loss: 0.078347355
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.019266758 ---Validation accuracy:--- 0.979 Validation Loss: 0.0818322
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0027984434 ---Validation accuracy:--- 0.979 Validation Loss: 0.07856166
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015407611 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07575667
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0014486564 ---Validation accuracy:--- 0.9808 Validation Loss: 0.075619444
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0063814037 ---Validation accuracy:--- 0.9796 Validation Loss: 0.08153731
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018433089 ---Validation accuracy:--- 0.9798 Validation Loss: 0.08040384
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0013852433 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07790072
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018124584 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07503012
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0031208044 ---Validation accuracy:--- 0.981 Validation Loss: 0.074905716
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023534864 ---Validation accuracy:--- 0.981 Validation Loss: 0.07503338
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002331202 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07807248
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0064247535 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08385305
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002668669 ---Validation accuracy:--- 0.9794 Validation Loss: 0.081675895
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023961845 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08156531
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.001890568 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07957913
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.019576186 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08890201
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026357926 ---Validation accuracy:--- 0.9794 Validation Loss: 0.083234236
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.007341922 ---Validation accuracy:--- 0.9776 Validation Loss: 0.09138192
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0034063447 ---Validation accuracy:--- 0.9778 Validation Loss: 0.09026587
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023565618 ---Validation accuracy:--- 0.9784 Validation Loss: 0.090407945
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002359526 ---Validation accuracy:--- 0.9794 Validation Loss: 0.09032674
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0027880997 ---Validation accuracy:--- 0.9778 Validation Loss: 0.0837385
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0045220647 ---Validation accuracy:--- 0.98 Validation Loss: 0.0820902
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0024273722 ---Validation accuracy:--- 0.9798 Validation Loss: 0.080198795
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002192142 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08513402
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0035653994 ---Validation accuracy:--- 0.9798 Validation Loss: 0.084391005
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015505021 ---Validation accuracy:--- 0.9798 Validation Loss: 0.08441299
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004009425 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07583631
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0030297942 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07524711
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.017141275 ---Validation accuracy:--- 0.9796 Validation Loss: 0.079033844
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0008169647 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07659599
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0030374178 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07913546
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008874121 ---Validation accuracy:--- 0.9778 Validation Loss: 0.085158385
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00240097 ---Validation accuracy:--- 0.9794 Validation Loss: 0.0802482
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.019929921 ---Validation accuracy:--- 0.9682 Validation Loss: 0.10841951
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002068098 ---Validation accuracy:--- 0.9758 Validation Loss: 0.08797721
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.000929965 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08280376
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015003477 ---Validation accuracy:--- 0.979 Validation Loss: 0.079028904
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018645632 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07575899
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.005300434 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07792707
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0027599167 ---Validation accuracy:--- 0.98 Validation Loss: 0.07355186
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003882074 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07237353
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0019848957 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07277336
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002030985 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07305143
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026035383 ---Validation accuracy:--- 0.98 Validation Loss: 0.07278414
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0025844006 ---Validation accuracy:--- 0.9816 Validation Loss: 0.072550766
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0012775147 ---Validation accuracy:--- 0.9822 Validation Loss: 0.070969656
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0035103813 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07187595
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.005138813 ---Validation accuracy:--- 0.9812 Validation Loss: 0.0727604
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0045072967 ---Validation accuracy:--- 0.9756 Validation Loss: 0.09485439
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0017611949 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08266438
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003103529 ---Validation accuracy:--- 0.977 Validation Loss: 0.087568484
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018544033 ---Validation accuracy:--- 0.9736 Validation Loss: 0.093664065
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003309302 ---Validation accuracy:--- 0.9746 Validation Loss: 0.09179129
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0061346125 ---Validation accuracy:--- 0.977 Validation Loss: 0.086679325
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0056679887 ---Validation accuracy:--- 0.975 Validation Loss: 0.08943367
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0052488367 ---Validation accuracy:--- 0.977 Validation Loss: 0.08493277
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0014070049 ---Validation accuracy:--- 0.981 Validation Loss: 0.0743506
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0016413799 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07743072
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015904447 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07490808
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.001354308 ---Validation accuracy:--- 0.9804 Validation Loss: 0.074980006
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0031759315 ---Validation accuracy:--- 0.9802 Validation Loss: 0.073532104
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020579812 ---Validation accuracy:--- 0.98 Validation Loss: 0.07323341
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023967514 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07124221
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026007008 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06918271
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018428126 ---Validation accuracy:--- 0.9818 Validation Loss: 0.068989396
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002277539 ---Validation accuracy:--- 0.982 Validation Loss: 0.0691132
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00073662266 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06871243
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0057743145 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08949318
Epoch: 5 ---Training accuracy:--- 0.94 Training Loss: 0.23768234 ---Validation accuracy:--- 0.9524 Validation Loss: 0.2026016
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.11807193 ---Validation accuracy:--- 0.9624 Validation Loss: 0.12816992
Epoch: 5 ---Training accuracy:--- 0.97 Training Loss: 0.12625651 ---Validation accuracy:--- 0.97 Validation Loss: 0.11164284
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.036354847 ---Validation accuracy:--- 0.9604 Validation Loss: 0.12924004
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0027897414 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08468616
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0021094466 ---Validation accuracy:--- 0.976 Validation Loss: 0.08167926
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0044415877 ---Validation accuracy:--- 0.979 Validation Loss: 0.08216275
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0036394028 ---Validation accuracy:--- 0.978 Validation Loss: 0.08379221
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0032896996 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08644875
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.006712324 ---Validation accuracy:--- 0.981 Validation Loss: 0.07268867
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0016168288 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07407415
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.007176085 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07192015
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0033603185 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07323262
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0039664316 ---Validation accuracy:--- 0.9814 Validation Loss: 0.070440054
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0080494 ---Validation accuracy:--- 0.9742 Validation Loss: 0.08512712
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0045456183 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07257012
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0028675562 ---Validation accuracy:--- 0.9814 Validation Loss: 0.0724199
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0072940253 ---Validation accuracy:--- 0.9804 Validation Loss: 0.0726779
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0035399904 ---Validation accuracy:--- 0.981 Validation Loss: 0.0716661
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0017344435 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07266366
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0044301227 ---Validation accuracy:--- 0.978 Validation Loss: 0.07752041
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002803104 ---Validation accuracy:--- 0.978 Validation Loss: 0.07929912
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002696435 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07619081
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.007330234 ---Validation accuracy:--- 0.9756 Validation Loss: 0.08601589
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0024430808 ---Validation accuracy:--- 0.9762 Validation Loss: 0.084476635
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0034288848 ---Validation accuracy:--- 0.978 Validation Loss: 0.07917781
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.02187561 ---Validation accuracy:--- 0.974 Validation Loss: 0.08047605
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0040376126 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07098204
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0030927039 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07029804
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015246755 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06997748
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0071882857 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07413045
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0046563065 ---Validation accuracy:--- 0.9798 Validation Loss: 0.0734168
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0040266155 ---Validation accuracy:--- 0.978 Validation Loss: 0.074022084
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0027667498 ---Validation accuracy:--- 0.9812 Validation Loss: 0.06963624
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003928119 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07101607
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002525372 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07306132
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0036833098 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07714557
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003063368 ---Validation accuracy:--- 0.9754 Validation Loss: 0.081734866
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0050810985 ---Validation accuracy:--- 0.9784 Validation Loss: 0.076909356
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0017268026 ---Validation accuracy:--- 0.9784 Validation Loss: 0.076846614
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0010776699 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08100617
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004078088 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07730037
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.007636651 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07104778
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0047787456 ---Validation accuracy:--- 0.9812 Validation Loss: 0.06970465
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0039968835 ---Validation accuracy:--- 0.978 Validation Loss: 0.074552424
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.001859193 ---Validation accuracy:--- 0.9796 Validation Loss: 0.072416626
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0076185972 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08028453
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.007893889 ---Validation accuracy:--- 0.972 Validation Loss: 0.096215054
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0038788796 ---Validation accuracy:--- 0.9766 Validation Loss: 0.082647316
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003628844 ---Validation accuracy:--- 0.9794 Validation Loss: 0.075080596
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0029556828 ---Validation accuracy:--- 0.9792 Validation Loss: 0.073857635
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0039880206 ---Validation accuracy:--- 0.9794 Validation Loss: 0.074618295
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0029406247 ---Validation accuracy:--- 0.9792 Validation Loss: 0.0724524
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0029751852 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07617247
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004974061 ---Validation accuracy:--- 0.977 Validation Loss: 0.0787329
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003574563 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07319534
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0024354935 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07353074
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018663972 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07550267
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0031218808 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07412453
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0024088856 ---Validation accuracy:--- 0.981 Validation Loss: 0.07245573
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.001946902 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07131074
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0022127214 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07191068
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003073113 ---Validation accuracy:--- 0.982 Validation Loss: 0.070832334
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023287993 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07256943
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0028112687 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07342537
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0016768846 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07311045
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020939368 ---Validation accuracy:--- 0.981 Validation Loss: 0.07196371
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0021139935 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07396771
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.013081653 ---Validation accuracy:--- 0.98 Validation Loss: 0.07624911
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002315735 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07691627
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0025636593 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07703
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00218855 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07659431
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020012252 ---Validation accuracy:--- 0.979 Validation Loss: 0.07840227
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0054166387 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07691625
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.009133014 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08200152
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0033701255 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08139079
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026379984 ---Validation accuracy:--- 0.9806 Validation Loss: 0.079336785
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023805404 ---Validation accuracy:--- 0.98 Validation Loss: 0.0765495
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015745702 ---Validation accuracy:--- 0.9822 Validation Loss: 0.073526114
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026787687 ---Validation accuracy:--- 0.9808 Validation Loss: 0.073920846
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015117341 ---Validation accuracy:--- 0.9798 Validation Loss: 0.072535545
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0021801328 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07081231
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0024149497 ---Validation accuracy:--- 0.9812 Validation Loss: 0.073793225
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0012692295 ---Validation accuracy:--- 0.98 Validation Loss: 0.076465875
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0013712058 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07630509
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0044501964 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07463997
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00057447975 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07459099
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.015403318 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07334315
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0043457896 ---Validation accuracy:--- 0.981 Validation Loss: 0.075704634
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020197227 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07564239
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0016795783 ---Validation accuracy:--- 0.9808 Validation Loss: 0.0743135
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023921093 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07294661
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0025425418 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07343115
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0053194556 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07764862
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026816365 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07403076
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0017799819 ---Validation accuracy:--- 0.9824 Validation Loss: 0.073420696
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0012875695 ---Validation accuracy:--- 0.982 Validation Loss: 0.07023295
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0024877808 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07055116
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015935536 ---Validation accuracy:--- 0.9796 Validation Loss: 0.0770719
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0027021852 ---Validation accuracy:--- 0.9822 Validation Loss: 0.070434496
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0021230227 ---Validation accuracy:--- 0.981 Validation Loss: 0.072488256
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026698264 ---Validation accuracy:--- 0.9798 Validation Loss: 0.076751
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0014161769 ---Validation accuracy:--- 0.978 Validation Loss: 0.07801189
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003129292 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07560287
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0041828365 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07258837
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0014470926 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07201003
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0019089505 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07126761
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0029651178 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07462482
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003722704 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07782041
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015643778 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07635654
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00314796 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07803062
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0027275775 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08212346
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0054892427 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08006639
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0017874412 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07712488
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0014322146 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07664104
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008374003 ---Validation accuracy:--- 0.9748 Validation Loss: 0.092967376
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0021863864 ---Validation accuracy:--- 0.979 Validation Loss: 0.07792446
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0014937994 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07544433
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0013929035 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07583287
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0029221184 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07581711
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002065603 ---Validation accuracy:--- 0.981 Validation Loss: 0.07385763
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026390755 ---Validation accuracy:--- 0.9794 Validation Loss: 0.077263445
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0152161205 ---Validation accuracy:--- 0.9758 Validation Loss: 0.09271187
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.001713543 ---Validation accuracy:--- 0.9746 Validation Loss: 0.093203336
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002248001 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07650372
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00095253484 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07725948
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0013913035 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07668344
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015311008 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07678328
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026032059 ---Validation accuracy:--- 0.98 Validation Loss: 0.07550351
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0034940927 ---Validation accuracy:--- 0.9804 Validation Loss: 0.076557204
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0036970985 ---Validation accuracy:--- 0.979 Validation Loss: 0.07876507
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002375785 ---Validation accuracy:--- 0.9792 Validation Loss: 0.078664936
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0036607275 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07486945
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0021246888 ---Validation accuracy:--- 0.9798 Validation Loss: 0.074906945
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0009170268 ---Validation accuracy:--- 0.9796 Validation Loss: 0.076192185
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0012971918 ---Validation accuracy:--- 0.9804 Validation Loss: 0.0768687
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.001578923 ---Validation accuracy:--- 0.98 Validation Loss: 0.0771074
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0038052688 ---Validation accuracy:--- 0.979 Validation Loss: 0.07887683
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0022685952 ---Validation accuracy:--- 0.9796 Validation Loss: 0.078938365
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0031111657 ---Validation accuracy:--- 0.9784 Validation Loss: 0.076773524
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0044585303 ---Validation accuracy:--- 0.9796 Validation Loss: 0.079863064
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0028134084 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07970326
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002983334 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07835836
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0033156082 ---Validation accuracy:--- 0.979 Validation Loss: 0.0785815
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0012839839 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07739182
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0013405185 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07817886
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002791973 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07763357
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003273107 ---Validation accuracy:--- 0.9788 Validation Loss: 0.079011336
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018685859 ---Validation accuracy:--- 0.9784 Validation Loss: 0.079660386
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0009483496 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07992268
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008852893 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08273352
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023104928 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07918247
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0030039102 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07744634
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002059448 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07429341
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020592497 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07475944
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018707078 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07426641
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0010934473 ---Validation accuracy:--- 0.9804 Validation Loss: 0.073993035
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0029925 ---Validation accuracy:--- 0.9766 Validation Loss: 0.087260105
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0075843097 ---Validation accuracy:--- 0.9778 Validation Loss: 0.08103009
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002794651 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08238359
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0038226796 ---Validation accuracy:--- 0.979 Validation Loss: 0.07679121
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0058432696 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07744855
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.001301848 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07726501
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0038116556 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08511604
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0019854056 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08302833
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0025413441 ---Validation accuracy:--- 0.977 Validation Loss: 0.0815285
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020884832 ---Validation accuracy:--- 0.9786 Validation Loss: 0.079023935
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0022258346 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07890007
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.001890901 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07605215
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015853073 ---Validation accuracy:--- 0.9806 Validation Loss: 0.0761331
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003253709 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07542578
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015108665 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07427555
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002590468 ---Validation accuracy:--- 0.9816 Validation Loss: 0.074598886
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0016001251 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07859037
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0013023107 ---Validation accuracy:--- 0.9806 Validation Loss: 0.075437695
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0014112511 ---Validation accuracy:--- 0.9812 Validation Loss: 0.0749472
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.010691751 ---Validation accuracy:--- 0.9792 Validation Loss: 0.080059834
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0028687299 ---Validation accuracy:--- 0.979 Validation Loss: 0.07866559
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002787044 ---Validation accuracy:--- 0.9804 Validation Loss: 0.0769729
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026972487 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07569723
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.018861728 ---Validation accuracy:--- 0.9746 Validation Loss: 0.08253659
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0016794988 ---Validation accuracy:--- 0.9792 Validation Loss: 0.073528334
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.047972202 ---Validation accuracy:--- 0.9764 Validation Loss: 0.08520769
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0025643278 ---Validation accuracy:--- 0.9778 Validation Loss: 0.07954464
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0019192417 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08715042
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020262662 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07908305
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0036213102 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08436844
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.005528718 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08490809
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002753191 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07317226
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023800635 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07235186
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002317856 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07296354
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010832344 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07822191
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026336715 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07647519
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020614406 ---Validation accuracy:--- 0.9776 Validation Loss: 0.07753224
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003459917 ---Validation accuracy:--- 0.978 Validation Loss: 0.0747795
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0032071187 ---Validation accuracy:--- 0.9782 Validation Loss: 0.076788254
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002990979 ---Validation accuracy:--- 0.9774 Validation Loss: 0.0829889
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0033611136 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07784918
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0021988119 ---Validation accuracy:--- 0.9784 Validation Loss: 0.076072045
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0022457275 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07707165
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0037841315 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07203882
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008801575 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07561856
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0052045994 ---Validation accuracy:--- 0.978 Validation Loss: 0.07852813
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0028903591 ---Validation accuracy:--- 0.9794 Validation Loss: 0.077724144
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0022384387 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07672318
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0027020955 ---Validation accuracy:--- 0.9802 Validation Loss: 0.076037295
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008417633 ---Validation accuracy:--- 0.978 Validation Loss: 0.082164906
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002543872 ---Validation accuracy:--- 0.9774 Validation Loss: 0.082640976
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0032637697 ---Validation accuracy:--- 0.9786 Validation Loss: 0.077530675
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0017032281 ---Validation accuracy:--- 0.9792 Validation Loss: 0.0766565
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00491998 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07727793
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0036583226 ---Validation accuracy:--- 0.9784 Validation Loss: 0.0829161
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00269764 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08063708
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00076602533 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07851494
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0014660433 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07813886
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0037903534 ---Validation accuracy:--- 0.977 Validation Loss: 0.08651168
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0025869424 ---Validation accuracy:--- 0.9794 Validation Loss: 0.081059255
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015570334 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07821062
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.005880126 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07944347
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.001574457 ---Validation accuracy:--- 0.9798 Validation Loss: 0.0783131
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.001997645 ---Validation accuracy:--- 0.98 Validation Loss: 0.07763978
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0030737475 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07723065
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.000656525 ---Validation accuracy:--- 0.9798 Validation Loss: 0.077013
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010535572 ---Validation accuracy:--- 0.9826 Validation Loss: 0.0748667
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004403068 ---Validation accuracy:--- 0.9818 Validation Loss: 0.0790132
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0012179713 ---Validation accuracy:--- 0.982 Validation Loss: 0.078122005
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0019424859 ---Validation accuracy:--- 0.9812 Validation Loss: 0.078262314
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0054371236 ---Validation accuracy:--- 0.98 Validation Loss: 0.08119568
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020411261 ---Validation accuracy:--- 0.9804 Validation Loss: 0.08071238
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0017357873 ---Validation accuracy:--- 0.9798 Validation Loss: 0.082229756
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.019761104 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08064654
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018046892 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07444785
Epoch: 5 ---Training accuracy:--- 0.98 Training Loss: 0.038620915 ---Validation accuracy:--- 0.978 Validation Loss: 0.08518717
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002111493 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07756918
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003948379 ---Validation accuracy:--- 0.9816 Validation Loss: 0.077385485
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.008565259 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07874509
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003056848 ---Validation accuracy:--- 0.981 Validation Loss: 0.07869886
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0037955781 ---Validation accuracy:--- 0.9804 Validation Loss: 0.080140084
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0032400144 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07953072
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004068736 ---Validation accuracy:--- 0.981 Validation Loss: 0.07991796
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004059525 ---Validation accuracy:--- 0.9802 Validation Loss: 0.08239035
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004170034 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08244777
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015638487 ---Validation accuracy:--- 0.9802 Validation Loss: 0.0802043
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.00114894 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07962177
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.002642006 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07706739
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020699035 ---Validation accuracy:--- 0.9812 Validation Loss: 0.08110689
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0020982472 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08194807
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0024838052 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07956079
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0032544148 ---Validation accuracy:--- 0.9764 Validation Loss: 0.09065998
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003706515 ---Validation accuracy:--- 0.9778 Validation Loss: 0.08487437
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0027566224 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07740021
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0076514008 ---Validation accuracy:--- 0.979 Validation Loss: 0.07798257
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0026633055 ---Validation accuracy:--- 0.98 Validation Loss: 0.07589543
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.003546366 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07922347
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0024208704 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07629047
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0018542758 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07693044
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0023236827 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07715858
Epoch: 5 ---Training accuracy:--- 0.99 Training Loss: 0.017651938 ---Validation accuracy:--- 0.977 Validation Loss: 0.08800868
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0027257216 ---Validation accuracy:--- 0.978 Validation Loss: 0.08479929
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.007754885 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08244488
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.004203813 ---Validation accuracy:--- 0.979 Validation Loss: 0.080650374
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.007365152 ---Validation accuracy:--- 0.9682 Validation Loss: 0.1064407
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.010664616 ---Validation accuracy:--- 0.9764 Validation Loss: 0.0884531
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0027387114 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08552265
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0014453604 ---Validation accuracy:--- 0.976 Validation Loss: 0.089431114
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0008702573 ---Validation accuracy:--- 0.9754 Validation Loss: 0.08912124
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0015601802 ---Validation accuracy:--- 0.9764 Validation Loss: 0.09088897
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.005835751 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08851489
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.013096857 ---Validation accuracy:--- 0.9802 Validation Loss: 0.0800595
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0017702115 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07779793
Epoch: 5 ---Training accuracy:--- 1.0 Training Loss: 0.0094049405 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07764932
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0035586313 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08152219
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025151044 ---Validation accuracy:--- 0.9804 Validation Loss: 0.0768687
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.022105895 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08616499
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0061857407 ---Validation accuracy:--- 0.978 Validation Loss: 0.08604463
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.006178135 ---Validation accuracy:--- 0.976 Validation Loss: 0.08551645
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017892778 ---Validation accuracy:--- 0.978 Validation Loss: 0.08073116
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008404813 ---Validation accuracy:--- 0.977 Validation Loss: 0.08340712
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.014608166 ---Validation accuracy:--- 0.9714 Validation Loss: 0.10466424
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0046688486 ---Validation accuracy:--- 0.975 Validation Loss: 0.093133055
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017159837 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08479172
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0037771866 ---Validation accuracy:--- 0.975 Validation Loss: 0.08597956
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0024825265 ---Validation accuracy:--- 0.975 Validation Loss: 0.08511483
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018943325 ---Validation accuracy:--- 0.9762 Validation Loss: 0.08285597
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003749661 ---Validation accuracy:--- 0.978 Validation Loss: 0.083957076
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001513474 ---Validation accuracy:--- 0.977 Validation Loss: 0.08408473
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025338402 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08266627
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025483985 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08100606
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023902322 ---Validation accuracy:--- 0.977 Validation Loss: 0.080360465
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0048419824 ---Validation accuracy:--- 0.9772 Validation Loss: 0.0838952
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008327443 ---Validation accuracy:--- 0.9768 Validation Loss: 0.08587891
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007892484 ---Validation accuracy:--- 0.9736 Validation Loss: 0.095805176
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0038281798 ---Validation accuracy:--- 0.9748 Validation Loss: 0.09049519
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0024249577 ---Validation accuracy:--- 0.9782 Validation Loss: 0.07907785
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017014748 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07467227
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0052132835 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07406184
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0030753897 ---Validation accuracy:--- 0.98 Validation Loss: 0.07403291
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0033178518 ---Validation accuracy:--- 0.9802 Validation Loss: 0.073866986
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0031255896 ---Validation accuracy:--- 0.979 Validation Loss: 0.08159945
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025354445 ---Validation accuracy:--- 0.98 Validation Loss: 0.08009657
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016735462 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07806585
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010668326 ---Validation accuracy:--- 0.978 Validation Loss: 0.08058788
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.005638418 ---Validation accuracy:--- 0.9802 Validation Loss: 0.073477834
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0035303407 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07440572
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023953556 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07546987
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023391803 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07271065
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002193029 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07234847
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0035092132 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07876165
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023982357 ---Validation accuracy:--- 0.9796 Validation Loss: 0.080057144
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0044894735 ---Validation accuracy:--- 0.9804 Validation Loss: 0.075078964
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015663862 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07431097
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003094023 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07380279
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0027010406 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07403635
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0024298527 ---Validation accuracy:--- 0.9814 Validation Loss: 0.072983906
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.030140482 ---Validation accuracy:--- 0.977 Validation Loss: 0.08138952
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015432036 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07564874
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0009759712 ---Validation accuracy:--- 0.98 Validation Loss: 0.07454076
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020375047 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07515802
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0046825255 ---Validation accuracy:--- 0.982 Validation Loss: 0.071144804
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002386923 ---Validation accuracy:--- 0.976 Validation Loss: 0.09097881
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0074051106 ---Validation accuracy:--- 0.9786 Validation Loss: 0.07761567
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002147138 ---Validation accuracy:--- 0.9816 Validation Loss: 0.068892
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0041770875 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07297488
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.029386472 ---Validation accuracy:--- 0.979 Validation Loss: 0.073986545
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020808708 ---Validation accuracy:--- 0.979 Validation Loss: 0.074308306
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017549394 ---Validation accuracy:--- 0.979 Validation Loss: 0.07641983
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014851815 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07471445
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.015361283 ---Validation accuracy:--- 0.9792 Validation Loss: 0.078722596
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015744385 ---Validation accuracy:--- 0.981 Validation Loss: 0.074561656
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0040820614 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07597464
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0027893083 ---Validation accuracy:--- 0.9804 Validation Loss: 0.076524295
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0052032457 ---Validation accuracy:--- 0.9794 Validation Loss: 0.083354205
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0036955466 ---Validation accuracy:--- 0.9812 Validation Loss: 0.076427415
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001085998 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07711209
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0032704228 ---Validation accuracy:--- 0.9814 Validation Loss: 0.073856376
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016777525 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07311477
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0062947064 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08254939
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020602054 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07941964
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016085997 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07906924
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014814303 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07620342
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0026840868 ---Validation accuracy:--- 0.98 Validation Loss: 0.077284366
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.010238642 ---Validation accuracy:--- 0.9796 Validation Loss: 0.08157307
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019071877 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07750434
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008133093 ---Validation accuracy:--- 0.9794 Validation Loss: 0.083436355
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.048546758 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07802894
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004432039 ---Validation accuracy:--- 0.982 Validation Loss: 0.07443872
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0034906555 ---Validation accuracy:--- 0.982 Validation Loss: 0.07313878
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014419152 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07358827
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0027976444 ---Validation accuracy:--- 0.98 Validation Loss: 0.07645117
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015709478 ---Validation accuracy:--- 0.979 Validation Loss: 0.07974661
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025069553 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07619952
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0034121107 ---Validation accuracy:--- 0.98 Validation Loss: 0.076646656
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0024135334 ---Validation accuracy:--- 0.9822 Validation Loss: 0.070637226
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017647615 ---Validation accuracy:--- 0.9808 Validation Loss: 0.0712668
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002484663 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07225889
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014940432 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07061253
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018870735 ---Validation accuracy:--- 0.9824 Validation Loss: 0.0699572
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002489251 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07044343
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0013781014 ---Validation accuracy:--- 0.9826 Validation Loss: 0.0700426
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0024994062 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07004205
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0065708742 ---Validation accuracy:--- 0.9814 Validation Loss: 0.071847804
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002264826 ---Validation accuracy:--- 0.9818 Validation Loss: 0.071858436
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018864161 ---Validation accuracy:--- 0.982 Validation Loss: 0.07247339
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025102154 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07191883
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017236116 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07194505
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025106655 ---Validation accuracy:--- 0.98 Validation Loss: 0.07700709
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0021524166 ---Validation accuracy:--- 0.98 Validation Loss: 0.0760852
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003013174 ---Validation accuracy:--- 0.981 Validation Loss: 0.071919754
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017046875 ---Validation accuracy:--- 0.9826 Validation Loss: 0.071757816
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008466602 ---Validation accuracy:--- 0.9816 Validation Loss: 0.076109335
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0039314865 ---Validation accuracy:--- 0.9802 Validation Loss: 0.082346976
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0029213459 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07685617
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025863273 ---Validation accuracy:--- 0.9804 Validation Loss: 0.074822865
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025726156 ---Validation accuracy:--- 0.9816 Validation Loss: 0.073189616
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002320543 ---Validation accuracy:--- 0.9814 Validation Loss: 0.073073134
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020396528 ---Validation accuracy:--- 0.9816 Validation Loss: 0.072321646
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004308493 ---Validation accuracy:--- 0.9806 Validation Loss: 0.073075384
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002696661 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07415466
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0021497407 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07186096
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018241405 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07097469
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0013078639 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07109058
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004095545 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07059156
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020860382 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07040159
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002387353 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07023656
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018163556 ---Validation accuracy:--- 0.983 Validation Loss: 0.070333906
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007824177 ---Validation accuracy:--- 0.983 Validation Loss: 0.06866998
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0027580378 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07603607
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0032604898 ---Validation accuracy:--- 0.978 Validation Loss: 0.081289664
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00084650365 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07390485
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003800328 ---Validation accuracy:--- 0.9814 Validation Loss: 0.069906786
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004052108 ---Validation accuracy:--- 0.9798 Validation Loss: 0.075761534
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018557268 ---Validation accuracy:--- 0.9806 Validation Loss: 0.0730248
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0021007583 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07208769
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014994779 ---Validation accuracy:--- 0.9818 Validation Loss: 0.0699525
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0049165674 ---Validation accuracy:--- 0.979 Validation Loss: 0.075418495
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0031639235 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07325591
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0049069137 ---Validation accuracy:--- 0.9808 Validation Loss: 0.0724621
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015531225 ---Validation accuracy:--- 0.981 Validation Loss: 0.071905814
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025657886 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07187546
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011304006 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07021684
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011572904 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06988986
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002132587 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06939905
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002665958 ---Validation accuracy:--- 0.982 Validation Loss: 0.06944428
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0030428525 ---Validation accuracy:--- 0.977 Validation Loss: 0.083282255
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017699859 ---Validation accuracy:--- 0.9774 Validation Loss: 0.080833755
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001883682 ---Validation accuracy:--- 0.98 Validation Loss: 0.07332737
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0006841083 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07220136
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0013165587 ---Validation accuracy:--- 0.9814 Validation Loss: 0.070551395
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00189634 ---Validation accuracy:--- 0.9798 Validation Loss: 0.071354054
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018815463 ---Validation accuracy:--- 0.9796 Validation Loss: 0.0714084
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018503598 ---Validation accuracy:--- 0.9808 Validation Loss: 0.0700199
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0009689464 ---Validation accuracy:--- 0.9806 Validation Loss: 0.070066564
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00041244476 ---Validation accuracy:--- 0.9804 Validation Loss: 0.070068985
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002671293 ---Validation accuracy:--- 0.9816 Validation Loss: 0.069318
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0030653656 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06864072
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00565548 ---Validation accuracy:--- 0.98 Validation Loss: 0.0779548
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003578977 ---Validation accuracy:--- 0.981 Validation Loss: 0.0763867
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00215803 ---Validation accuracy:--- 0.979 Validation Loss: 0.07714734
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0033960224 ---Validation accuracy:--- 0.979 Validation Loss: 0.07829278
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0046861484 ---Validation accuracy:--- 0.9812 Validation Loss: 0.069429934
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00087420567 ---Validation accuracy:--- 0.981 Validation Loss: 0.07004458
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019142035 ---Validation accuracy:--- 0.982 Validation Loss: 0.06992535
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004639853 ---Validation accuracy:--- 0.982 Validation Loss: 0.06970721
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017374126 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06735095
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0026044822 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06960825
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002800111 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07221212
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0024565074 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07101701
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0013957124 ---Validation accuracy:--- 0.9802 Validation Loss: 0.069530405
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019249818 ---Validation accuracy:--- 0.9812 Validation Loss: 0.0688306
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011662594 ---Validation accuracy:--- 0.9816 Validation Loss: 0.067975946
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001474135 ---Validation accuracy:--- 0.9806 Validation Loss: 0.068580896
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018335002 ---Validation accuracy:--- 0.9802 Validation Loss: 0.06997709
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020471502 ---Validation accuracy:--- 0.9804 Validation Loss: 0.070111394
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0027961666 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07142276
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011445796 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07259219
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0028138536 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06907153
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0010245143 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07003296
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001984778 ---Validation accuracy:--- 0.982 Validation Loss: 0.07018368
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003306027 ---Validation accuracy:--- 0.9808 Validation Loss: 0.06740737
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03383353 ---Validation accuracy:--- 0.9778 Validation Loss: 0.0778613
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0009912235 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07023646
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0042651044 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07360153
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018561005 ---Validation accuracy:--- 0.9826 Validation Loss: 0.070742875
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0021242609 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07197741
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023050203 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07000847
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0035780862 ---Validation accuracy:--- 0.9822 Validation Loss: 0.070657596
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0013305831 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07057935
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020940301 ---Validation accuracy:--- 0.982 Validation Loss: 0.07035369
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.005120225 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06958734
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001915184 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07044607
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011246293 ---Validation accuracy:--- 0.9824 Validation Loss: 0.069761224
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015432435 ---Validation accuracy:--- 0.9822 Validation Loss: 0.0694411
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002486714 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06921719
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0024053073 ---Validation accuracy:--- 0.981 Validation Loss: 0.07553561
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0036586355 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07509239
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00078915636 ---Validation accuracy:--- 0.9814 Validation Loss: 0.0733396
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016587157 ---Validation accuracy:--- 0.982 Validation Loss: 0.071046546
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002096644 ---Validation accuracy:--- 0.981 Validation Loss: 0.072645724
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014591748 ---Validation accuracy:--- 0.9814 Validation Loss: 0.070870034
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0024969548 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06972474
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014672253 ---Validation accuracy:--- 0.982 Validation Loss: 0.06921773
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014827735 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07414804
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00159176 ---Validation accuracy:--- 0.981 Validation Loss: 0.07319775
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002146099 ---Validation accuracy:--- 0.9804 Validation Loss: 0.072419055
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0012955446 ---Validation accuracy:--- 0.9822 Validation Loss: 0.070360534
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0031093182 ---Validation accuracy:--- 0.982 Validation Loss: 0.07110886
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0010004465 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07138478
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002583891 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06971937
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015429694 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06856127
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0007895747 ---Validation accuracy:--- 0.9832 Validation Loss: 0.0685519
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0022586943 ---Validation accuracy:--- 0.9838 Validation Loss: 0.06697132
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017097346 ---Validation accuracy:--- 0.9822 Validation Loss: 0.069187745
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0028701315 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06772341
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0036555636 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07747495
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014474869 ---Validation accuracy:--- 0.9796 Validation Loss: 0.076453514
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0026610345 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08464992
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00076994905 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08134108
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0010628611 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07712639
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020203982 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07654716
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0012023788 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07295416
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018130727 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07329694
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0010552928 ---Validation accuracy:--- 0.982 Validation Loss: 0.07302228
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0005014554 ---Validation accuracy:--- 0.9816 Validation Loss: 0.072900966
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0010505787 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07277195
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020186494 ---Validation accuracy:--- 0.9822 Validation Loss: 0.071666606
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0012986995 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07165127
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016010037 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07150307
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023509369 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07059956
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0009933818 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07306335
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001344386 ---Validation accuracy:--- 0.982 Validation Loss: 0.072676465
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0012270621 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07275601
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.03532856 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07174634
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008696943 ---Validation accuracy:--- 0.9706 Validation Loss: 0.10780518
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0031711 ---Validation accuracy:--- 0.978 Validation Loss: 0.086884476
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00092472765 ---Validation accuracy:--- 0.978 Validation Loss: 0.08683595
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00065197033 ---Validation accuracy:--- 0.9814 Validation Loss: 0.074141055
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.006088979 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07518497
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0035295135 ---Validation accuracy:--- 0.9812 Validation Loss: 0.074935116
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0010572338 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07603355
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011291229 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07587019
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020268473 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07484097
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0027765622 ---Validation accuracy:--- 0.983 Validation Loss: 0.07397769
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011110685 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07498993
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0010754121 ---Validation accuracy:--- 0.9818 Validation Loss: 0.074807905
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0012174449 ---Validation accuracy:--- 0.982 Validation Loss: 0.074976996
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0022340212 ---Validation accuracy:--- 0.9804 Validation Loss: 0.0767264
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014148201 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07513037
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003650712 ---Validation accuracy:--- 0.9806 Validation Loss: 0.073752545
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0009593242 ---Validation accuracy:--- 0.9826 Validation Loss: 0.072251886
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002245604 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07248816
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0022760471 ---Validation accuracy:--- 0.983 Validation Loss: 0.072480105
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014473951 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07265238
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003356639 ---Validation accuracy:--- 0.983 Validation Loss: 0.07269026
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023069205 ---Validation accuracy:--- 0.9828 Validation Loss: 0.069162086
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0013589018 ---Validation accuracy:--- 0.983 Validation Loss: 0.06847215
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.014477853 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06938278
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004432908 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07603113
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002023772 ---Validation accuracy:--- 0.9812 Validation Loss: 0.069801696
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0013325555 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06952666
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018581769 ---Validation accuracy:--- 0.9814 Validation Loss: 0.0691116
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019267556 ---Validation accuracy:--- 0.9812 Validation Loss: 0.06964404
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023849995 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07502601
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019543723 ---Validation accuracy:--- 0.9796 Validation Loss: 0.0738927
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016106081 ---Validation accuracy:--- 0.9806 Validation Loss: 0.0729823
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002742875 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07158248
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017038914 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07529765
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0029280197 ---Validation accuracy:--- 0.9822 Validation Loss: 0.067168355
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016529177 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06749018
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00092694996 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06734516
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002496258 ---Validation accuracy:--- 0.9824 Validation Loss: 0.067449436
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002570539 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06864171
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015791911 ---Validation accuracy:--- 0.982 Validation Loss: 0.069378726
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011156646 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06656676
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015534683 ---Validation accuracy:--- 0.982 Validation Loss: 0.06700085
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014500096 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06707073
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0013310434 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06767686
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0021606807 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06978529
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0022653136 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06997044
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001726925 ---Validation accuracy:--- 0.9808 Validation Loss: 0.071853146
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0009230897 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07246533
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014392656 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07221585
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015722435 ---Validation accuracy:--- 0.9816 Validation Loss: 0.0706402
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023478277 ---Validation accuracy:--- 0.9808 Validation Loss: 0.06931864
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0042699953 ---Validation accuracy:--- 0.9796 Validation Loss: 0.075965665
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016739857 ---Validation accuracy:--- 0.9794 Validation Loss: 0.075296275
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0027585512 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07320695
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0031579349 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07204065
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0010648954 ---Validation accuracy:--- 0.982 Validation Loss: 0.07036951
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0009065621 ---Validation accuracy:--- 0.9816 Validation Loss: 0.072269276
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0013878491 ---Validation accuracy:--- 0.9796 Validation Loss: 0.078421034
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011823913 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07821562
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017581546 ---Validation accuracy:--- 0.9798 Validation Loss: 0.075864635
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015074614 ---Validation accuracy:--- 0.981 Validation Loss: 0.07344017
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019309154 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07292154
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015016785 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07181474
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002680873 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07306313
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00332914 ---Validation accuracy:--- 0.9814 Validation Loss: 0.072465174
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020639554 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07127393
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001137728 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07212753
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00240116 ---Validation accuracy:--- 0.9808 Validation Loss: 0.072095454
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018034768 ---Validation accuracy:--- 0.981 Validation Loss: 0.07199785
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0028487272 ---Validation accuracy:--- 0.98 Validation Loss: 0.069584236
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0038642907 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07221754
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008522222 ---Validation accuracy:--- 0.9806 Validation Loss: 0.06909714
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017718839 ---Validation accuracy:--- 0.9808 Validation Loss: 0.06900352
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0066593047 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06844605
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023564403 ---Validation accuracy:--- 0.981 Validation Loss: 0.06885237
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017075649 ---Validation accuracy:--- 0.9794 Validation Loss: 0.073306285
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015084988 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07236598
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020742111 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07000381
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.017988868 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07266919
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0021762713 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07129155
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0050438577 ---Validation accuracy:--- 0.9794 Validation Loss: 0.06829032
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0058147097 ---Validation accuracy:--- 0.981 Validation Loss: 0.06875306
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0031049473 ---Validation accuracy:--- 0.9804 Validation Loss: 0.0696391
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017230777 ---Validation accuracy:--- 0.98 Validation Loss: 0.07148608
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019510558 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07280501
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019162048 ---Validation accuracy:--- 0.9808 Validation Loss: 0.06957206
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016403837 ---Validation accuracy:--- 0.9812 Validation Loss: 0.06907039
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018166724 ---Validation accuracy:--- 0.9812 Validation Loss: 0.06988189
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0012040419 ---Validation accuracy:--- 0.9808 Validation Loss: 0.0703885
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019871388 ---Validation accuracy:--- 0.9812 Validation Loss: 0.070350945
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00095573865 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06846458
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0022833582 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06733542
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011834365 ---Validation accuracy:--- 0.9822 Validation Loss: 0.066324845
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0012327344 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06552557
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0022237482 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06540912
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020901852 ---Validation accuracy:--- 0.9822 Validation Loss: 0.066151425
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015069097 ---Validation accuracy:--- 0.9824 Validation Loss: 0.066029385
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016012688 ---Validation accuracy:--- 0.9808 Validation Loss: 0.069615304
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.01825539 ---Validation accuracy:--- 0.9748 Validation Loss: 0.085006334
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0030361242 ---Validation accuracy:--- 0.9808 Validation Loss: 0.070899874
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001053199 ---Validation accuracy:--- 0.9808 Validation Loss: 0.0700075
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004638447 ---Validation accuracy:--- 0.9788 Validation Loss: 0.071853675
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025245578 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07100948
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0029751032 ---Validation accuracy:--- 0.979 Validation Loss: 0.07847889
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001295523 ---Validation accuracy:--- 0.981 Validation Loss: 0.07735474
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011385818 ---Validation accuracy:--- 0.9806 Validation Loss: 0.08019493
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016019759 ---Validation accuracy:--- 0.9804 Validation Loss: 0.076596245
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011723586 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07139476
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0007541946 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07134262
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0021322558 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07166459
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020892557 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07324915
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0021607843 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07344989
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014349979 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07214829
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017147237 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07140156
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0031201094 ---Validation accuracy:--- 0.983 Validation Loss: 0.07087059
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00082971563 ---Validation accuracy:--- 0.983 Validation Loss: 0.06973727
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0007162046 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06977986
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0026954515 ---Validation accuracy:--- 0.981 Validation Loss: 0.07453209
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015627914 ---Validation accuracy:--- 0.9836 Validation Loss: 0.070730396
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011167953 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06940019
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0039384156 ---Validation accuracy:--- 0.9802 Validation Loss: 0.079862624
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014779037 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07857714
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023886827 ---Validation accuracy:--- 0.9812 Validation Loss: 0.076749586
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011890755 ---Validation accuracy:--- 0.9818 Validation Loss: 0.074425496
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020282825 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07418037
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0032722997 ---Validation accuracy:--- 0.9818 Validation Loss: 0.073680274
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016945496 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07195665
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001720089 ---Validation accuracy:--- 0.9816 Validation Loss: 0.071728304
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014700517 ---Validation accuracy:--- 0.9816 Validation Loss: 0.0733293
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0022586768 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07278849
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015592566 ---Validation accuracy:--- 0.9796 Validation Loss: 0.076655105
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020020371 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07310656
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.011204731 ---Validation accuracy:--- 0.9824 Validation Loss: 0.073848136
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.039269093 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07715114
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025636163 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07672682
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0013301846 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07621876
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0009791792 ---Validation accuracy:--- 0.98 Validation Loss: 0.076538146
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002775637 ---Validation accuracy:--- 0.9796 Validation Loss: 0.08003662
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017412838 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07303894
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0031654444 ---Validation accuracy:--- 0.9814 Validation Loss: 0.073587805
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0022388177 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07486499
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023477986 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07337002
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004656391 ---Validation accuracy:--- 0.9792 Validation Loss: 0.081700794
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00095547206 ---Validation accuracy:--- 0.9804 Validation Loss: 0.080480576
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0022308624 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07307273
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.013057546 ---Validation accuracy:--- 0.9742 Validation Loss: 0.09235635
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0012447417 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06874155
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016246575 ---Validation accuracy:--- 0.9834 Validation Loss: 0.06860285
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00224464 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07067282
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015515786 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07121774
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001466366 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07298233
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00089936645 ---Validation accuracy:--- 0.9816 Validation Loss: 0.072915815
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0024254173 ---Validation accuracy:--- 0.982 Validation Loss: 0.07286837
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0158603 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07255195
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015820777 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07184171
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015547192 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07180436
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0032167002 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07636593
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0029033464 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07689797
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0046054246 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07991185
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004972566 ---Validation accuracy:--- 0.9754 Validation Loss: 0.09404118
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019367534 ---Validation accuracy:--- 0.9756 Validation Loss: 0.09136196
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0027580261 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08035869
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002401217 ---Validation accuracy:--- 0.98 Validation Loss: 0.07846615
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0043180482 ---Validation accuracy:--- 0.979 Validation Loss: 0.07531545
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0040208064 ---Validation accuracy:--- 0.976 Validation Loss: 0.090009555
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001567046 ---Validation accuracy:--- 0.9782 Validation Loss: 0.086877756
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023495876 ---Validation accuracy:--- 0.9796 Validation Loss: 0.08246559
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.005739205 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07472218
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0013043747 ---Validation accuracy:--- 0.981 Validation Loss: 0.072572745
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018404258 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07456561
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018719541 ---Validation accuracy:--- 0.98 Validation Loss: 0.07497756
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002385987 ---Validation accuracy:--- 0.975 Validation Loss: 0.09023486
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020710232 ---Validation accuracy:--- 0.9784 Validation Loss: 0.0824982
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002272164 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08056111
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002805355 ---Validation accuracy:--- 0.98 Validation Loss: 0.074914284
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018773575 ---Validation accuracy:--- 0.9798 Validation Loss: 0.078526415
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017428371 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07853253
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0012230895 ---Validation accuracy:--- 0.98 Validation Loss: 0.07875197
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016084004 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07688572
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011334582 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07215862
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00090694963 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07180315
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0024348209 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07268205
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0021993814 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08031984
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0630933 ---Validation accuracy:--- 0.979 Validation Loss: 0.08113428
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025907299 ---Validation accuracy:--- 0.9814 Validation Loss: 0.0769537
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0012677773 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07666544
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004097887 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08225027
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0038291544 ---Validation accuracy:--- 0.9804 Validation Loss: 0.076203085
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002126801 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07620099
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.000707811 ---Validation accuracy:--- 0.9818 Validation Loss: 0.074786976
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002241765 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07461384
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023326515 ---Validation accuracy:--- 0.981 Validation Loss: 0.074693725
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0027020092 ---Validation accuracy:--- 0.9814 Validation Loss: 0.0734377
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019890375 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07468244
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0013661394 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07072136
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0027362548 ---Validation accuracy:--- 0.9766 Validation Loss: 0.08635565
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0027723357 ---Validation accuracy:--- 0.981 Validation Loss: 0.072925314
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018782982 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07210911
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023007353 ---Validation accuracy:--- 0.9806 Validation Loss: 0.071762845
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0010246747 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07100365
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0033193678 ---Validation accuracy:--- 0.9802 Validation Loss: 0.071902566
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016333222 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07122175
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.000984138 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07135246
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018305653 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07063883
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0026026694 ---Validation accuracy:--- 0.9802 Validation Loss: 0.06947328
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0012249089 ---Validation accuracy:--- 0.981 Validation Loss: 0.06864286
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00093185523 ---Validation accuracy:--- 0.981 Validation Loss: 0.07182098
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015264879 ---Validation accuracy:--- 0.9812 Validation Loss: 0.070281595
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0029542304 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07116103
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0012708752 ---Validation accuracy:--- 0.981 Validation Loss: 0.07014979
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0008699432 ---Validation accuracy:--- 0.9804 Validation Loss: 0.070248574
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00076164113 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06920033
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0021250611 ---Validation accuracy:--- 0.9806 Validation Loss: 0.073303305
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025019057 ---Validation accuracy:--- 0.981 Validation Loss: 0.07152609
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0052010887 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07610143
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019207612 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07427676
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0009970817 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07595752
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00264576 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07510781
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0010871367 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07535079
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0012354096 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07086092
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003620866 ---Validation accuracy:--- 0.982 Validation Loss: 0.06895655
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0027196556 ---Validation accuracy:--- 0.981 Validation Loss: 0.06886045
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016145511 ---Validation accuracy:--- 0.982 Validation Loss: 0.069217294
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0024160866 ---Validation accuracy:--- 0.982 Validation Loss: 0.069183804
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023031263 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06932882
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0018615919 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07001013
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017822247 ---Validation accuracy:--- 0.9806 Validation Loss: 0.06955879
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016559568 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06863746
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0010424559 ---Validation accuracy:--- 0.9824 Validation Loss: 0.069284104
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015163351 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07105276
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011333874 ---Validation accuracy:--- 0.9808 Validation Loss: 0.06974352
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015967819 ---Validation accuracy:--- 0.981 Validation Loss: 0.06982458
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019754025 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07087377
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00071435573 ---Validation accuracy:--- 0.9778 Validation Loss: 0.083091505
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0021967199 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07685097
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001838797 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07032231
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0009583041 ---Validation accuracy:--- 0.9804 Validation Loss: 0.071150824
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00278663 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08299678
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00063445256 ---Validation accuracy:--- 0.9778 Validation Loss: 0.08180985
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002480339 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08087732
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014792528 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07864862
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001029371 ---Validation accuracy:--- 0.9808 Validation Loss: 0.073462196
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0022205133 ---Validation accuracy:--- 0.9798 Validation Loss: 0.073740475
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0010771583 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07336154
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019040821 ---Validation accuracy:--- 0.982 Validation Loss: 0.07035845
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00031161297 ---Validation accuracy:--- 0.982 Validation Loss: 0.07035993
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.018096207 ---Validation accuracy:--- 0.9802 Validation Loss: 0.075492606
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015410921 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07675871
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.005815059 ---Validation accuracy:--- 0.9796 Validation Loss: 0.082395986
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001518777 ---Validation accuracy:--- 0.9808 Validation Loss: 0.08126711
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0030682373 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07742137
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0021514853 ---Validation accuracy:--- 0.981 Validation Loss: 0.07689797
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0013286269 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07634824
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014011998 ---Validation accuracy:--- 0.981 Validation Loss: 0.07445307
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0024023918 ---Validation accuracy:--- 0.981 Validation Loss: 0.07291607
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0027092025 ---Validation accuracy:--- 0.979 Validation Loss: 0.08283943
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019993412 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08260414
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0022311518 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07923493
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0028684419 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07939286
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00402879 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08195455
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0035986805 ---Validation accuracy:--- 0.9772 Validation Loss: 0.08156375
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007539339 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08455533
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016389707 ---Validation accuracy:--- 0.9746 Validation Loss: 0.0997157
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.018438986 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08887256
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0038559427 ---Validation accuracy:--- 0.9772 Validation Loss: 0.09173268
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0038787744 ---Validation accuracy:--- 0.9748 Validation Loss: 0.094735764
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014100161 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08450849
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015299822 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08481183
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001933778 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08186899
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00287207 ---Validation accuracy:--- 0.9774 Validation Loss: 0.086203806
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004113318 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08406352
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0032359404 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08367698
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00154406 ---Validation accuracy:--- 0.9798 Validation Loss: 0.08107766
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0022270982 ---Validation accuracy:--- 0.981 Validation Loss: 0.07659009
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0041374248 ---Validation accuracy:--- 0.981 Validation Loss: 0.07714362
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.003812387 ---Validation accuracy:--- 0.9802 Validation Loss: 0.08269285
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0013259096 ---Validation accuracy:--- 0.9796 Validation Loss: 0.077678055
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0046064314 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07765121
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0036084554 ---Validation accuracy:--- 0.98 Validation Loss: 0.077103496
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002327806 ---Validation accuracy:--- 0.98 Validation Loss: 0.07360023
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0043877508 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07464324
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023088485 ---Validation accuracy:--- 0.9798 Validation Loss: 0.08087865
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001418868 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07801956
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025253028 ---Validation accuracy:--- 0.9816 Validation Loss: 0.077022694
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001892357 ---Validation accuracy:--- 0.981 Validation Loss: 0.07621308
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0021482874 ---Validation accuracy:--- 0.98 Validation Loss: 0.07690347
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011240296 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07594839
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001463481 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07754325
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002401475 ---Validation accuracy:--- 0.9808 Validation Loss: 0.075546995
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001129166 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07531616
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0019786793 ---Validation accuracy:--- 0.981 Validation Loss: 0.07491057
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020861768 ---Validation accuracy:--- 0.982 Validation Loss: 0.07307949
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004024951 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07297706
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0022629066 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07593309
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.004310948 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07815764
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0033600228 ---Validation accuracy:--- 0.9798 Validation Loss: 0.076452136
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.007898845 ---Validation accuracy:--- 0.9802 Validation Loss: 0.077807315
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.008212264 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07468757
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0054420717 ---Validation accuracy:--- 0.9776 Validation Loss: 0.084270805
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0011973542 ---Validation accuracy:--- 0.9784 Validation Loss: 0.082257286
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001050367 ---Validation accuracy:--- 0.978 Validation Loss: 0.08122761
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0024305752 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08546062
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0024283484 ---Validation accuracy:--- 0.978 Validation Loss: 0.08461619
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.001349884 ---Validation accuracy:--- 0.9782 Validation Loss: 0.084483095
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0029676273 ---Validation accuracy:--- 0.9798 Validation Loss: 0.082202524
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0010076803 ---Validation accuracy:--- 0.9798 Validation Loss: 0.081929654
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.011927774 ---Validation accuracy:--- 0.9734 Validation Loss: 0.0992368
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0015024528 ---Validation accuracy:--- 0.9742 Validation Loss: 0.0993563
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00136509 ---Validation accuracy:--- 0.9756 Validation Loss: 0.098462656
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0030621006 ---Validation accuracy:--- 0.9752 Validation Loss: 0.09262585
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.00191067 ---Validation accuracy:--- 0.977 Validation Loss: 0.08663341
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014405155 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07959617
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0026570023 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08032647
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0025584344 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07919159
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.002094437 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07826834
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0023741834 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07838749
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020673645 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07654246
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0012546824 ---Validation accuracy:--- 0.9804 Validation Loss: 0.076683976
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0014797479 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07438516
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.018636629 ---Validation accuracy:--- 0.9794 Validation Loss: 0.079660825
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.0098889 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08219188
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0052496158 ---Validation accuracy:--- 0.9776 Validation Loss: 0.09181525
Epoch: 6 ---Training accuracy:--- 0.99 Training Loss: 0.013369484 ---Validation accuracy:--- 0.978 Validation Loss: 0.08607674
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0017092323 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07856249
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0026897918 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07866744
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0010031835 ---Validation accuracy:--- 0.9806 Validation Loss: 0.078585446
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0020242103 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08044011
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.0016519466 ---Validation accuracy:--- 0.98 Validation Loss: 0.0802892
Epoch: 6 ---Training accuracy:--- 1.0 Training Loss: 0.000915285 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07380457
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0044992613 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07344347
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.003136046 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07708833
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019746292 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07398349
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001425347 ---Validation accuracy:--- 0.98 Validation Loss: 0.07352358
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013762927 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07298922
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0040349425 ---Validation accuracy:--- 0.98 Validation Loss: 0.07174539
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0037270146 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07428129
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.01081033 ---Validation accuracy:--- 0.9768 Validation Loss: 0.09527481
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019265601 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08609578
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0045994553 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07005996
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.003550073 ---Validation accuracy:--- 0.9812 Validation Loss: 0.074718535
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0006920589 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07366702
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017254339 ---Validation accuracy:--- 0.981 Validation Loss: 0.07389981
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016890973 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07441977
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0023496554 ---Validation accuracy:--- 0.981 Validation Loss: 0.073874
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0004911173 ---Validation accuracy:--- 0.9812 Validation Loss: 0.074215345
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011668671 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07460999
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.006663942 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08199569
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.000680619 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08028595
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0059280074 ---Validation accuracy:--- 0.982 Validation Loss: 0.073141806
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.005267075 ---Validation accuracy:--- 0.9758 Validation Loss: 0.09147899
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016771285 ---Validation accuracy:--- 0.9754 Validation Loss: 0.092526615
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0020464545 ---Validation accuracy:--- 0.976 Validation Loss: 0.09421807
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00476248 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07871227
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014780298 ---Validation accuracy:--- 0.9796 Validation Loss: 0.0787827
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016092551 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07448211
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.004688937 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07081453
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013513084 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07105086
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0051149847 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07335328
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.01297462 ---Validation accuracy:--- 0.9786 Validation Loss: 0.080392264
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0035745553 ---Validation accuracy:--- 0.981 Validation Loss: 0.06988075
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010594488 ---Validation accuracy:--- 0.9814 Validation Loss: 0.068654925
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017070456 ---Validation accuracy:--- 0.9834 Validation Loss: 0.067926005
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019054636 ---Validation accuracy:--- 0.983 Validation Loss: 0.06799749
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00180769 ---Validation accuracy:--- 0.9838 Validation Loss: 0.06638102
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0022118296 ---Validation accuracy:--- 0.984 Validation Loss: 0.06634546
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0025649488 ---Validation accuracy:--- 0.9836 Validation Loss: 0.066252165
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013875277 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06696183
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0026189846 ---Validation accuracy:--- 0.982 Validation Loss: 0.06963962
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0034138882 ---Validation accuracy:--- 0.979 Validation Loss: 0.0846845
Epoch: 7 ---Training accuracy:--- 0.96 Training Loss: 0.091911115 ---Validation accuracy:--- 0.9696 Validation Loss: 0.108463235
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0025539761 ---Validation accuracy:--- 0.9768 Validation Loss: 0.086592846
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00254205 ---Validation accuracy:--- 0.9798 Validation Loss: 0.08273983
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0020185679 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07893684
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00577108 ---Validation accuracy:--- 0.9736 Validation Loss: 0.10257341
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014403062 ---Validation accuracy:--- 0.9762 Validation Loss: 0.0957359
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0060671605 ---Validation accuracy:--- 0.978 Validation Loss: 0.087237984
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0045189494 ---Validation accuracy:--- 0.9774 Validation Loss: 0.09332097
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.003367735 ---Validation accuracy:--- 0.971 Validation Loss: 0.110058285
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0074230344 ---Validation accuracy:--- 0.9786 Validation Loss: 0.089329004
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017932814 ---Validation accuracy:--- 0.9788 Validation Loss: 0.087395675
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001612362 ---Validation accuracy:--- 0.9794 Validation Loss: 0.085139535
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0009678137 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07788874
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0022713696 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07792438
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019444007 ---Validation accuracy:--- 0.9798 Validation Loss: 0.080578305
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0035388812 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07464276
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0025043665 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07280122
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019243078 ---Validation accuracy:--- 0.9824 Validation Loss: 0.071410336
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0025825156 ---Validation accuracy:--- 0.982 Validation Loss: 0.06996657
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0028424978 ---Validation accuracy:--- 0.982 Validation Loss: 0.068888545
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0027634106 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06810281
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0041330284 ---Validation accuracy:--- 0.9842 Validation Loss: 0.06810436
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016356583 ---Validation accuracy:--- 0.984 Validation Loss: 0.068230204
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019173009 ---Validation accuracy:--- 0.9842 Validation Loss: 0.0678125
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0024004683 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07106506
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013776252 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06906548
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0021394596 ---Validation accuracy:--- 0.9822 Validation Loss: 0.071208015
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0035282078 ---Validation accuracy:--- 0.9844 Validation Loss: 0.066115595
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012743887 ---Validation accuracy:--- 0.9838 Validation Loss: 0.06572337
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.006234292 ---Validation accuracy:--- 0.9806 Validation Loss: 0.0720746
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011095403 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07232794
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019987982 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06844921
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014968046 ---Validation accuracy:--- 0.981 Validation Loss: 0.07384346
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0043478855 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07133559
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014791745 ---Validation accuracy:--- 0.982 Validation Loss: 0.07210804
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018483171 ---Validation accuracy:--- 0.9804 Validation Loss: 0.0744494
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018170673 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07280457
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0024224273 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07106482
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015951537 ---Validation accuracy:--- 0.983 Validation Loss: 0.07043658
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018959609 ---Validation accuracy:--- 0.983 Validation Loss: 0.07073229
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012661883 ---Validation accuracy:--- 0.9834 Validation Loss: 0.069353
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015353588 ---Validation accuracy:--- 0.9834 Validation Loss: 0.06869473
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0034084243 ---Validation accuracy:--- 0.9828 Validation Loss: 0.0686618
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002562192 ---Validation accuracy:--- 0.983 Validation Loss: 0.06793233
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011458241 ---Validation accuracy:--- 0.9834 Validation Loss: 0.06731811
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013321831 ---Validation accuracy:--- 0.9834 Validation Loss: 0.06721284
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014762292 ---Validation accuracy:--- 0.9836 Validation Loss: 0.06702955
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0032805623 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07464863
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0020182368 ---Validation accuracy:--- 0.9828 Validation Loss: 0.074534364
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019885383 ---Validation accuracy:--- 0.9834 Validation Loss: 0.0739629
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015561661 ---Validation accuracy:--- 0.9838 Validation Loss: 0.068263344
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018251125 ---Validation accuracy:--- 0.984 Validation Loss: 0.06825064
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017223835 ---Validation accuracy:--- 0.9838 Validation Loss: 0.06990579
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.003042309 ---Validation accuracy:--- 0.9832 Validation Loss: 0.069349356
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019391413 ---Validation accuracy:--- 0.9828 Validation Loss: 0.073025554
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011315144 ---Validation accuracy:--- 0.9834 Validation Loss: 0.07273778
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00204902 ---Validation accuracy:--- 0.9836 Validation Loss: 0.07096602
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012080376 ---Validation accuracy:--- 0.9836 Validation Loss: 0.07120305
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0075440337 ---Validation accuracy:--- 0.9788 Validation Loss: 0.07788745
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0027068765 ---Validation accuracy:--- 0.9812 Validation Loss: 0.071548656
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017323613 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07092734
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0009394304 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07061869
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012005281 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07065374
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0023557004 ---Validation accuracy:--- 0.9806 Validation Loss: 0.076755084
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.025239985 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07595455
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001970961 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07556312
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002149314 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07581461
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0051072603 ---Validation accuracy:--- 0.981 Validation Loss: 0.07481933
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0007843651 ---Validation accuracy:--- 0.9812 Validation Loss: 0.074676365
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0025707155 ---Validation accuracy:--- 0.9802 Validation Loss: 0.0739516
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00055040425 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07963748
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002001562 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07474568
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0024769627 ---Validation accuracy:--- 0.981 Validation Loss: 0.07497764
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0009913665 ---Validation accuracy:--- 0.981 Validation Loss: 0.075025216
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012391309 ---Validation accuracy:--- 0.982 Validation Loss: 0.07136312
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012329741 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07110313
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.000608154 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07108936
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014900588 ---Validation accuracy:--- 0.9822 Validation Loss: 0.070426606
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001912564 ---Validation accuracy:--- 0.9822 Validation Loss: 0.070349
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013884092 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07111249
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00089304254 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07073758
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011671354 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07093156
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002916225 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06932401
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010969561 ---Validation accuracy:--- 0.9818 Validation Loss: 0.069226086
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0024020404 ---Validation accuracy:--- 0.982 Validation Loss: 0.073164135
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017033481 ---Validation accuracy:--- 0.9818 Validation Loss: 0.073547326
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0050435537 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08604757
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002246031 ---Validation accuracy:--- 0.9796 Validation Loss: 0.08376958
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010006954 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07027906
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00094479456 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07232601
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013212031 ---Validation accuracy:--- 0.982 Validation Loss: 0.07120902
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012630528 ---Validation accuracy:--- 0.9818 Validation Loss: 0.072466895
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012998799 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07171557
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0021265903 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07180835
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0026497482 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07113859
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002284081 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07083971
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017256166 ---Validation accuracy:--- 0.9812 Validation Loss: 0.0711707
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012160286 ---Validation accuracy:--- 0.982 Validation Loss: 0.07062645
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013365698 ---Validation accuracy:--- 0.982 Validation Loss: 0.07055523
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013246242 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07073021
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019761447 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07064171
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.004666647 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07173378
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011470068 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07132524
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0029934808 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07284867
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.003335505 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07599496
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017043707 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07466867
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00060711114 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07448739
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010899797 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07377144
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014561285 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07318101
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015540391 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07262126
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013045138 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07182833
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0008774945 ---Validation accuracy:--- 0.9804 Validation Loss: 0.071524575
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0009018861 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07165769
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00092574296 ---Validation accuracy:--- 0.9798 Validation Loss: 0.071938746
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0039063687 ---Validation accuracy:--- 0.9804 Validation Loss: 0.070527054
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0032360265 ---Validation accuracy:--- 0.9798 Validation Loss: 0.073572814
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0024627773 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07029791
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.021609731 ---Validation accuracy:--- 0.9802 Validation Loss: 0.074275605
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017118311 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07399078
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001965268 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07376812
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.005150112 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07676974
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014741102 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07292707
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013884323 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07385495
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001455381 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07309907
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.000858026 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07333007
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00078903703 ---Validation accuracy:--- 0.982 Validation Loss: 0.07252224
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017753971 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07758976
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.015384915 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07459952
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011292703 ---Validation accuracy:--- 0.982 Validation Loss: 0.07389952
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017332506 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07373777
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001383457 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07496898
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015879879 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08072228
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015836111 ---Validation accuracy:--- 0.9786 Validation Loss: 0.080375254
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015181435 ---Validation accuracy:--- 0.9788 Validation Loss: 0.078881875
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011144327 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07097442
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0027699163 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07014597
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.000821087 ---Validation accuracy:--- 0.9822 Validation Loss: 0.070245676
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00044155843 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07020086
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0023942234 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06907925
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00076871493 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06809367
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016811568 ---Validation accuracy:--- 0.9816 Validation Loss: 0.078990616
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011087388 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07763043
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018723789 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07614468
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00068204827 ---Validation accuracy:--- 0.9822 Validation Loss: 0.074523576
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0021466024 ---Validation accuracy:--- 0.9826 Validation Loss: 0.074481405
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0055291583 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08488624
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0031245286 ---Validation accuracy:--- 0.9808 Validation Loss: 0.08075365
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018254116 ---Validation accuracy:--- 0.9808 Validation Loss: 0.079726756
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015568641 ---Validation accuracy:--- 0.9802 Validation Loss: 0.080027096
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015132434 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08053294
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0027231572 ---Validation accuracy:--- 0.9804 Validation Loss: 0.079704516
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002237568 ---Validation accuracy:--- 0.9804 Validation Loss: 0.078917556
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014006444 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08322469
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016378975 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07573539
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014559021 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07487452
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018638456 ---Validation accuracy:--- 0.9806 Validation Loss: 0.075172246
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00060900755 ---Validation accuracy:--- 0.9838 Validation Loss: 0.071364835
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013577397 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07253163
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015670579 ---Validation accuracy:--- 0.9822 Validation Loss: 0.075852305
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012363828 ---Validation accuracy:--- 0.9826 Validation Loss: 0.075470395
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00095470203 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07250735
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015539066 ---Validation accuracy:--- 0.983 Validation Loss: 0.07181739
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010763092 ---Validation accuracy:--- 0.9838 Validation Loss: 0.07138945
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013855916 ---Validation accuracy:--- 0.9834 Validation Loss: 0.07183894
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016365638 ---Validation accuracy:--- 0.9834 Validation Loss: 0.07113194
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012116601 ---Validation accuracy:--- 0.9834 Validation Loss: 0.07098826
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017806479 ---Validation accuracy:--- 0.9834 Validation Loss: 0.07055626
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010440752 ---Validation accuracy:--- 0.983 Validation Loss: 0.07051919
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001114195 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07157856
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018191576 ---Validation accuracy:--- 0.9802 Validation Loss: 0.073691316
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0009875876 ---Validation accuracy:--- 0.9806 Validation Loss: 0.073648684
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014420757 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07406011
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016624295 ---Validation accuracy:--- 0.9834 Validation Loss: 0.07215191
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00023935131 ---Validation accuracy:--- 0.983 Validation Loss: 0.07267739
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001799469 ---Validation accuracy:--- 0.983 Validation Loss: 0.07540155
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012233512 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07510762
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0041827946 ---Validation accuracy:--- 0.98 Validation Loss: 0.08513804
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016242863 ---Validation accuracy:--- 0.9802 Validation Loss: 0.08405397
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0028802871 ---Validation accuracy:--- 0.9806 Validation Loss: 0.08257969
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0025595508 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06959637
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018990653 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07059324
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0027544533 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07330892
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012486813 ---Validation accuracy:--- 0.9802 Validation Loss: 0.074800625
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012989 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07551264
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015108746 ---Validation accuracy:--- 0.9808 Validation Loss: 0.075414255
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0031295994 ---Validation accuracy:--- 0.982 Validation Loss: 0.07584083
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0033345425 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07627221
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010426113 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07505305
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014915952 ---Validation accuracy:--- 0.9812 Validation Loss: 0.072603345
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015022489 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07260247
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017792546 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07236597
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014908494 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07042169
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0008383311 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07046298
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014776279 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07321098
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011719674 ---Validation accuracy:--- 0.9834 Validation Loss: 0.071915716
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0005520627 ---Validation accuracy:--- 0.9834 Validation Loss: 0.069630675
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013298718 ---Validation accuracy:--- 0.9834 Validation Loss: 0.06993858
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0037202635 ---Validation accuracy:--- 0.983 Validation Loss: 0.0721137
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.008599516 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07784246
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00093243713 ---Validation accuracy:--- 0.98 Validation Loss: 0.07526942
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012247654 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07524857
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0020582385 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07148829
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013011673 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07174373
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00095758727 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07341471
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014958662 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07357807
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0030667451 ---Validation accuracy:--- 0.9792 Validation Loss: 0.07644091
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015809399 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07605316
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002289048 ---Validation accuracy:--- 0.9826 Validation Loss: 0.071029216
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014032574 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07142694
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00083277636 ---Validation accuracy:--- 0.9824 Validation Loss: 0.0713702
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015380562 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07375985
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019060526 ---Validation accuracy:--- 0.9818 Validation Loss: 0.075879246
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017688348 ---Validation accuracy:--- 0.9824 Validation Loss: 0.074024655
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014034439 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07320679
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002021584 ---Validation accuracy:--- 0.9826 Validation Loss: 0.072764374
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017011556 ---Validation accuracy:--- 0.9836 Validation Loss: 0.069803126
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001077393 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06953807
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0021664447 ---Validation accuracy:--- 0.983 Validation Loss: 0.06963492
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00060856855 ---Validation accuracy:--- 0.983 Validation Loss: 0.06943661
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011651801 ---Validation accuracy:--- 0.983 Validation Loss: 0.06977535
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016268847 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07006578
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0020309526 ---Validation accuracy:--- 0.9834 Validation Loss: 0.069651246
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014065173 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07052111
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012235574 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07082558
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015048325 ---Validation accuracy:--- 0.9844 Validation Loss: 0.068813354
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00031501777 ---Validation accuracy:--- 0.9844 Validation Loss: 0.0688055
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001091515 ---Validation accuracy:--- 0.9846 Validation Loss: 0.068712294
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010852444 ---Validation accuracy:--- 0.9848 Validation Loss: 0.06860027
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0009365928 ---Validation accuracy:--- 0.984 Validation Loss: 0.0675392
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018149485 ---Validation accuracy:--- 0.9848 Validation Loss: 0.06811443
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012278906 ---Validation accuracy:--- 0.9848 Validation Loss: 0.06801468
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010986855 ---Validation accuracy:--- 0.985 Validation Loss: 0.06792647
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017246512 ---Validation accuracy:--- 0.9852 Validation Loss: 0.067082696
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0003051672 ---Validation accuracy:--- 0.985 Validation Loss: 0.067115426
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014129664 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06925999
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016223643 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06802259
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001014257 ---Validation accuracy:--- 0.982 Validation Loss: 0.067532755
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.04072513 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07778742
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00228023 ---Validation accuracy:--- 0.9804 Validation Loss: 0.079705186
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0009571414 ---Validation accuracy:--- 0.9806 Validation Loss: 0.0794366
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014422678 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07936834
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014473131 ---Validation accuracy:--- 0.9824 Validation Loss: 0.0763274
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015757415 ---Validation accuracy:--- 0.982 Validation Loss: 0.07681787
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.009141945 ---Validation accuracy:--- 0.9836 Validation Loss: 0.07255394
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0007426983 ---Validation accuracy:--- 0.9836 Validation Loss: 0.07229756
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012707935 ---Validation accuracy:--- 0.9836 Validation Loss: 0.07258768
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019731235 ---Validation accuracy:--- 0.9832 Validation Loss: 0.0720615
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00082273065 ---Validation accuracy:--- 0.9832 Validation Loss: 0.071804136
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011239386 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07168852
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0007691282 ---Validation accuracy:--- 0.9832 Validation Loss: 0.071659885
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017948849 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07101781
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011299533 ---Validation accuracy:--- 0.983 Validation Loss: 0.07048033
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017899576 ---Validation accuracy:--- 0.9836 Validation Loss: 0.06949603
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.007986274 ---Validation accuracy:--- 0.982 Validation Loss: 0.076386325
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015947393 ---Validation accuracy:--- 0.9812 Validation Loss: 0.075789645
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00072125165 ---Validation accuracy:--- 0.9822 Validation Loss: 0.074999146
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0006056019 ---Validation accuracy:--- 0.9814 Validation Loss: 0.081833474
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00055571005 ---Validation accuracy:--- 0.9814 Validation Loss: 0.081591
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00071681954 ---Validation accuracy:--- 0.981 Validation Loss: 0.08210522
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017985918 ---Validation accuracy:--- 0.9808 Validation Loss: 0.08198427
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0020443518 ---Validation accuracy:--- 0.9804 Validation Loss: 0.08143813
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010683038 ---Validation accuracy:--- 0.9812 Validation Loss: 0.08119399
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0005815655 ---Validation accuracy:--- 0.9812 Validation Loss: 0.081195384
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001104272 ---Validation accuracy:--- 0.9796 Validation Loss: 0.08178933
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018355283 ---Validation accuracy:--- 0.98 Validation Loss: 0.08112759
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014066455 ---Validation accuracy:--- 0.9806 Validation Loss: 0.08076091
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010445528 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07912328
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018855465 ---Validation accuracy:--- 0.9822 Validation Loss: 0.076247506
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012841095 ---Validation accuracy:--- 0.9828 Validation Loss: 0.074253775
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002025314 ---Validation accuracy:--- 0.9818 Validation Loss: 0.072122335
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.000781339 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07350465
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001962124 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07181369
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018614942 ---Validation accuracy:--- 0.9828 Validation Loss: 0.0708434
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0050583933 ---Validation accuracy:--- 0.983 Validation Loss: 0.07183077
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0008927179 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07177817
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0025533966 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07524513
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0020812277 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07416971
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012020579 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07191285
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0058205305 ---Validation accuracy:--- 0.9758 Validation Loss: 0.09461505
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010864265 ---Validation accuracy:--- 0.9764 Validation Loss: 0.09109662
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.018021276 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08814141
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010719912 ---Validation accuracy:--- 0.979 Validation Loss: 0.08165422
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013743383 ---Validation accuracy:--- 0.979 Validation Loss: 0.08128458
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010093923 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07833801
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0032555494 ---Validation accuracy:--- 0.9798 Validation Loss: 0.079111606
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012086838 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07783192
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010309545 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07234264
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017293483 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07197806
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002074012 ---Validation accuracy:--- 0.9828 Validation Loss: 0.071694
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.006786659 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07578557
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001697 ---Validation accuracy:--- 0.982 Validation Loss: 0.07629876
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011525974 ---Validation accuracy:--- 0.9816 Validation Loss: 0.076307125
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.003356341 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07649847
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00069420727 ---Validation accuracy:--- 0.9818 Validation Loss: 0.075532235
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014206973 ---Validation accuracy:--- 0.9824 Validation Loss: 0.074445285
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0004545623 ---Validation accuracy:--- 0.983 Validation Loss: 0.073802784
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00097060227 ---Validation accuracy:--- 0.983 Validation Loss: 0.07244585
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0009946942 ---Validation accuracy:--- 0.983 Validation Loss: 0.07184197
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0022333583 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07119736
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010488336 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06830763
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0009557456 ---Validation accuracy:--- 0.983 Validation Loss: 0.06838582
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001063779 ---Validation accuracy:--- 0.983 Validation Loss: 0.06845733
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012811756 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06885567
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0007124639 ---Validation accuracy:--- 0.9834 Validation Loss: 0.06887035
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0022226968 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06893206
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016539886 ---Validation accuracy:--- 0.984 Validation Loss: 0.07046142
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011426231 ---Validation accuracy:--- 0.9842 Validation Loss: 0.07003053
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012019407 ---Validation accuracy:--- 0.9838 Validation Loss: 0.07011637
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0007033572 ---Validation accuracy:--- 0.9842 Validation Loss: 0.069429025
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001454702 ---Validation accuracy:--- 0.9838 Validation Loss: 0.06958326
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0033079535 ---Validation accuracy:--- 0.98 Validation Loss: 0.076133594
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0009912539 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07100794
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011732302 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07035454
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0022568076 ---Validation accuracy:--- 0.9812 Validation Loss: 0.069764145
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001802148 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07972252
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015062306 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07366906
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0034780456 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08231708
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002533905 ---Validation accuracy:--- 0.974 Validation Loss: 0.10095454
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0022733333 ---Validation accuracy:--- 0.9772 Validation Loss: 0.094939165
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.003129514 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07665971
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017270455 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06951508
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010186887 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07082372
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002118434 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06943085
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0003662523 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06938261
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013871149 ---Validation accuracy:--- 0.9824 Validation Loss: 0.069241434
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0034746805 ---Validation accuracy:--- 0.9822 Validation Loss: 0.069479235
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015904527 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06869586
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001394749 ---Validation accuracy:--- 0.9818 Validation Loss: 0.068491645
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012472441 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06835276
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0007299066 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06696511
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010726778 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06664755
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015665733 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06648433
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015100494 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06652161
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014060338 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06686582
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00206288 ---Validation accuracy:--- 0.9834 Validation Loss: 0.066544175
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0025639655 ---Validation accuracy:--- 0.983 Validation Loss: 0.066840746
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012929165 ---Validation accuracy:--- 0.9834 Validation Loss: 0.06694259
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017127104 ---Validation accuracy:--- 0.983 Validation Loss: 0.0673875
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012935683 ---Validation accuracy:--- 0.9834 Validation Loss: 0.067712955
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012287819 ---Validation accuracy:--- 0.9836 Validation Loss: 0.06755382
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012898761 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06995187
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013889936 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06923954
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014392264 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07206492
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0008420232 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07167386
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0007498434 ---Validation accuracy:--- 0.982 Validation Loss: 0.07147873
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0005527835 ---Validation accuracy:--- 0.9826 Validation Loss: 0.070609525
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00066854624 ---Validation accuracy:--- 0.983 Validation Loss: 0.07035665
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011366404 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07009668
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00083949574 ---Validation accuracy:--- 0.9826 Validation Loss: 0.072571814
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017088909 ---Validation accuracy:--- 0.981 Validation Loss: 0.07196829
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001308433 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07153327
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0005480024 ---Validation accuracy:--- 0.9804 Validation Loss: 0.0758083
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001345245 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07009738
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012692731 ---Validation accuracy:--- 0.983 Validation Loss: 0.07114213
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014854538 ---Validation accuracy:--- 0.983 Validation Loss: 0.06957079
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0023805564 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06955809
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010735604 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06871249
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00057944324 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06883827
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001037077 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06752364
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017913426 ---Validation accuracy:--- 0.983 Validation Loss: 0.06917631
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012643355 ---Validation accuracy:--- 0.9834 Validation Loss: 0.07102796
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0007149349 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06815344
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00416263 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06973613
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019164258 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07005842
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.003245824 ---Validation accuracy:--- 0.9822 Validation Loss: 0.0684312
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017750004 ---Validation accuracy:--- 0.981 Validation Loss: 0.074072056
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010573103 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07407012
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015131212 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07281014
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016204295 ---Validation accuracy:--- 0.981 Validation Loss: 0.07163177
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0037739757 ---Validation accuracy:--- 0.9766 Validation Loss: 0.089863546
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0023711342 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08617272
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0041222833 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07710473
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0026917309 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08008195
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002577874 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07859034
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017014385 ---Validation accuracy:--- 0.981 Validation Loss: 0.078158334
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015263162 ---Validation accuracy:--- 0.981 Validation Loss: 0.0728222
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019348315 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07139831
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0020099727 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07121007
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010146219 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07133576
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015099302 ---Validation accuracy:--- 0.9798 Validation Loss: 0.081866436
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.017777994 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07469161
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015494454 ---Validation accuracy:--- 0.9814 Validation Loss: 0.074098974
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015733832 ---Validation accuracy:--- 0.9818 Validation Loss: 0.079267606
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012670225 ---Validation accuracy:--- 0.982 Validation Loss: 0.07867594
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013013525 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07442436
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019709996 ---Validation accuracy:--- 0.982 Validation Loss: 0.075738184
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0022666843 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07797141
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014919932 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07663662
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013512709 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07165986
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0028608746 ---Validation accuracy:--- 0.9778 Validation Loss: 0.088782534
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012079692 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08381728
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00082802755 ---Validation accuracy:--- 0.9796 Validation Loss: 0.078153245
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0009621731 ---Validation accuracy:--- 0.9798 Validation Loss: 0.077802196
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013495416 ---Validation accuracy:--- 0.9816 Validation Loss: 0.075351454
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0025902456 ---Validation accuracy:--- 0.982 Validation Loss: 0.07511101
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.000940171 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07456017
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015832931 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07397466
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0008684419 ---Validation accuracy:--- 0.9818 Validation Loss: 0.073910706
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014530751 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07354916
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011304028 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07331696
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00034907885 ---Validation accuracy:--- 0.9822 Validation Loss: 0.073196694
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.032374628 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08393911
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00115416 ---Validation accuracy:--- 0.98 Validation Loss: 0.079752296
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.000951193 ---Validation accuracy:--- 0.98 Validation Loss: 0.079356425
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002129794 ---Validation accuracy:--- 0.981 Validation Loss: 0.07561114
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0028141493 ---Validation accuracy:--- 0.9808 Validation Loss: 0.076634206
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.026381746 ---Validation accuracy:--- 0.968 Validation Loss: 0.11020567
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.030939313 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08300611
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0040075243 ---Validation accuracy:--- 0.9758 Validation Loss: 0.095429756
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0039287684 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07652905
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0023494987 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07839298
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016926092 ---Validation accuracy:--- 0.9806 Validation Loss: 0.074877866
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0007954945 ---Validation accuracy:--- 0.9816 Validation Loss: 0.078040205
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017978614 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07609207
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016544015 ---Validation accuracy:--- 0.9802 Validation Loss: 0.073908865
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0021943846 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07374989
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.013527392 ---Validation accuracy:--- 0.9784 Validation Loss: 0.083488256
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011241207 ---Validation accuracy:--- 0.9796 Validation Loss: 0.08246602
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0025617653 ---Validation accuracy:--- 0.9786 Validation Loss: 0.082607724
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0008094946 ---Validation accuracy:--- 0.9792 Validation Loss: 0.078665406
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014240727 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07687663
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014502968 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07503555
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00096311676 ---Validation accuracy:--- 0.9814 Validation Loss: 0.071097106
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0021886786 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07317398
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019944329 ---Validation accuracy:--- 0.9818 Validation Loss: 0.069919154
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018035093 ---Validation accuracy:--- 0.981 Validation Loss: 0.0675625
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0008146532 ---Validation accuracy:--- 0.9812 Validation Loss: 0.06732382
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013682873 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06720742
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00111217 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06688803
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0031466591 ---Validation accuracy:--- 0.983 Validation Loss: 0.06635349
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014088252 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06745032
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.004802329 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06377945
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0021680892 ---Validation accuracy:--- 0.984 Validation Loss: 0.0638354
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002826649 ---Validation accuracy:--- 0.982 Validation Loss: 0.07144974
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0023688795 ---Validation accuracy:--- 0.9826 Validation Loss: 0.068856046
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0024258536 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07075401
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0020644942 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06774348
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0016476375 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06619907
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001193845 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06617816
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0045834132 ---Validation accuracy:--- 0.9818 Validation Loss: 0.067351125
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010453208 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06725388
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.02406093 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07947546
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.03586253 ---Validation accuracy:--- 0.98 Validation Loss: 0.07548682
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002049905 ---Validation accuracy:--- 0.981 Validation Loss: 0.06954713
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001336287 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07002712
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0020438067 ---Validation accuracy:--- 0.981 Validation Loss: 0.06990999
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0024569624 ---Validation accuracy:--- 0.9806 Validation Loss: 0.074134365
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0035365093 ---Validation accuracy:--- 0.9804 Validation Loss: 0.06829935
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00079706794 ---Validation accuracy:--- 0.9802 Validation Loss: 0.06808468
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013171039 ---Validation accuracy:--- 0.9816 Validation Loss: 0.067747794
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00091354817 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06839752
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011682259 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07205865
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012914872 ---Validation accuracy:--- 0.983 Validation Loss: 0.07180737
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013615501 ---Validation accuracy:--- 0.9822 Validation Loss: 0.071681865
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013352877 ---Validation accuracy:--- 0.9822 Validation Loss: 0.069800295
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010149447 ---Validation accuracy:--- 0.982 Validation Loss: 0.069660634
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00097632495 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07005792
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0050294297 ---Validation accuracy:--- 0.9814 Validation Loss: 0.069661915
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00025701046 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06971047
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0030375302 ---Validation accuracy:--- 0.9818 Validation Loss: 0.069486625
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018228438 ---Validation accuracy:--- 0.982 Validation Loss: 0.06911538
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00033761232 ---Validation accuracy:--- 0.982 Validation Loss: 0.06913945
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0038987035 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06871919
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011644316 ---Validation accuracy:--- 0.982 Validation Loss: 0.06883677
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013270997 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06877449
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014786479 ---Validation accuracy:--- 0.9814 Validation Loss: 0.070658505
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0052303607 ---Validation accuracy:--- 0.98 Validation Loss: 0.07665845
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0019990178 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07545493
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0030473704 ---Validation accuracy:--- 0.9806 Validation Loss: 0.0727506
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0005708351 ---Validation accuracy:--- 0.9808 Validation Loss: 0.072512425
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015900593 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07218145
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00101173 ---Validation accuracy:--- 0.981 Validation Loss: 0.071490884
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00077144965 ---Validation accuracy:--- 0.981 Validation Loss: 0.07219281
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010408801 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07157998
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0007173079 ---Validation accuracy:--- 0.9816 Validation Loss: 0.0712816
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011013363 ---Validation accuracy:--- 0.9814 Validation Loss: 0.071108975
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013398107 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06884225
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0033946908 ---Validation accuracy:--- 0.9798 Validation Loss: 0.0760031
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014490226 ---Validation accuracy:--- 0.9798 Validation Loss: 0.0757833
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015864995 ---Validation accuracy:--- 0.98 Validation Loss: 0.07732578
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015632514 ---Validation accuracy:--- 0.98 Validation Loss: 0.077640004
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.002576254 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07132986
Epoch: 7 ---Training accuracy:--- 0.99 Training Loss: 0.046754695 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08430119
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013977807 ---Validation accuracy:--- 0.9788 Validation Loss: 0.0815548
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00425476 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07300057
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0014036938 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07646785
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0018822774 ---Validation accuracy:--- 0.9806 Validation Loss: 0.073810205
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0011240231 ---Validation accuracy:--- 0.979 Validation Loss: 0.07506584
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.00079602905 ---Validation accuracy:--- 0.9802 Validation Loss: 0.074382246
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001842719 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07264602
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0024943962 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07110041
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0025236139 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07415049
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0009564138 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07439268
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0012352776 ---Validation accuracy:--- 0.9812 Validation Loss: 0.0738586
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.007747882 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07828523
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0013207783 ---Validation accuracy:--- 0.9806 Validation Loss: 0.077862546
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017628673 ---Validation accuracy:--- 0.982 Validation Loss: 0.070880204
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0031934446 ---Validation accuracy:--- 0.9818 Validation Loss: 0.071823336
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0021666295 ---Validation accuracy:--- 0.983 Validation Loss: 0.06974227
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.001166166 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07127614
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0017417212 ---Validation accuracy:--- 0.9826 Validation Loss: 0.069533914
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0058697592 ---Validation accuracy:--- 0.9826 Validation Loss: 0.066440016
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010946286 ---Validation accuracy:--- 0.9822 Validation Loss: 0.068019524
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0020894038 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06639346
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015158951 ---Validation accuracy:--- 0.9826 Validation Loss: 0.065942176
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0030397726 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06724761
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0022563813 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06694209
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0010067753 ---Validation accuracy:--- 0.9808 Validation Loss: 0.06938109
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.004303017 ---Validation accuracy:--- 0.982 Validation Loss: 0.070033394
Epoch: 7 ---Training accuracy:--- 1.0 Training Loss: 0.0015354869 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06882325
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010752928 ---Validation accuracy:--- 0.9816 Validation Loss: 0.0684288
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011051627 ---Validation accuracy:--- 0.9808 Validation Loss: 0.06729035
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0004965037 ---Validation accuracy:--- 0.9806 Validation Loss: 0.0672267
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010798314 ---Validation accuracy:--- 0.9812 Validation Loss: 0.06936653
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014378272 ---Validation accuracy:--- 0.9818 Validation Loss: 0.0688923
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016559565 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06815721
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008010454 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06827241
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0023464665 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06824755
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0068433224 ---Validation accuracy:--- 0.9822 Validation Loss: 0.068398036
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00257183 ---Validation accuracy:--- 0.982 Validation Loss: 0.06902734
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010031136 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06834398
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014268691 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06772044
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010895008 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06775282
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0021261617 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06813973
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016986021 ---Validation accuracy:--- 0.981 Validation Loss: 0.07214016
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0025918789 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07360256
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009944297 ---Validation accuracy:--- 0.9794 Validation Loss: 0.077001035
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015670571 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07525995
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00096251 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08260972
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.003925989 ---Validation accuracy:--- 0.9774 Validation Loss: 0.085548386
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0018822002 ---Validation accuracy:--- 0.979 Validation Loss: 0.086429246
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0003638665 ---Validation accuracy:--- 0.979 Validation Loss: 0.08629774
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016918269 ---Validation accuracy:--- 0.9776 Validation Loss: 0.08264287
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016650395 ---Validation accuracy:--- 0.9774 Validation Loss: 0.0832368
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0023210158 ---Validation accuracy:--- 0.9778 Validation Loss: 0.08290822
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00070655346 ---Validation accuracy:--- 0.9782 Validation Loss: 0.082476236
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.002491888 ---Validation accuracy:--- 0.9796 Validation Loss: 0.081635825
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.000326911 ---Validation accuracy:--- 0.98 Validation Loss: 0.08047217
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013298662 ---Validation accuracy:--- 0.98 Validation Loss: 0.08183799
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0021588705 ---Validation accuracy:--- 0.9806 Validation Loss: 0.08182034
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015992342 ---Validation accuracy:--- 0.9802 Validation Loss: 0.0796042
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0029975816 ---Validation accuracy:--- 0.9786 Validation Loss: 0.076666996
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008645682 ---Validation accuracy:--- 0.979 Validation Loss: 0.07590814
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006933692 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07726759
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0017656824 ---Validation accuracy:--- 0.9804 Validation Loss: 0.081039235
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00061073224 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07954415
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013598197 ---Validation accuracy:--- 0.981 Validation Loss: 0.07923562
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016563012 ---Validation accuracy:--- 0.978 Validation Loss: 0.08585065
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009531542 ---Validation accuracy:--- 0.9804 Validation Loss: 0.079651944
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015308813 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07702899
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00084721856 ---Validation accuracy:--- 0.98 Validation Loss: 0.07995274
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0022586454 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07936306
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0020112924 ---Validation accuracy:--- 0.98 Validation Loss: 0.08044925
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0036778878 ---Validation accuracy:--- 0.98 Validation Loss: 0.08014823
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0019928752 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07754347
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001690593 ---Validation accuracy:--- 0.9798 Validation Loss: 0.076431125
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015064809 ---Validation accuracy:--- 0.98 Validation Loss: 0.074859194
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010151598 ---Validation accuracy:--- 0.9804 Validation Loss: 0.074565634
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00077918515 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07518531
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0019774411 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07435702
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013023257 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07418312
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015906164 ---Validation accuracy:--- 0.9804 Validation Loss: 0.0737205
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009856095 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07339627
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0026697654 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07362633
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.005653405 ---Validation accuracy:--- 0.9808 Validation Loss: 0.077222474
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015603766 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07776764
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016370955 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07402775
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00078592444 ---Validation accuracy:--- 0.9812 Validation Loss: 0.075073585
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010728901 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07649727
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015476884 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07686367
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012119613 ---Validation accuracy:--- 0.9808 Validation Loss: 0.075205475
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0023516482 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07461358
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001740405 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07199756
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0022159633 ---Validation accuracy:--- 0.981 Validation Loss: 0.070771754
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013617052 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07096079
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011700004 ---Validation accuracy:--- 0.9826 Validation Loss: 0.066987745
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0024347464 ---Validation accuracy:--- 0.983 Validation Loss: 0.0684882
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008765918 ---Validation accuracy:--- 0.9828 Validation Loss: 0.068453945
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0030547336 ---Validation accuracy:--- 0.9784 Validation Loss: 0.075619966
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0023095384 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06940651
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014087463 ---Validation accuracy:--- 0.9822 Validation Loss: 0.069634065
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0020758824 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06983701
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0023006422 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06871583
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013540313 ---Validation accuracy:--- 0.983 Validation Loss: 0.06876596
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010194523 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06865435
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0018981218 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06878593
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013602787 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06795171
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015014508 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06655382
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013747625 ---Validation accuracy:--- 0.9834 Validation Loss: 0.06590566
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0020369752 ---Validation accuracy:--- 0.9826 Validation Loss: 0.066702895
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008185021 ---Validation accuracy:--- 0.983 Validation Loss: 0.066858985
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0020119322 ---Validation accuracy:--- 0.9816 Validation Loss: 0.071677335
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0007527425 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06962637
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010332346 ---Validation accuracy:--- 0.982 Validation Loss: 0.0695096
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001085645 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06921999
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011936112 ---Validation accuracy:--- 0.982 Validation Loss: 0.07001315
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00094504654 ---Validation accuracy:--- 0.982 Validation Loss: 0.069749184
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016178918 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06845427
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00097633037 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06854248
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013040665 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06817708
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016460529 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06795319
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011705118 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06788614
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012490052 ---Validation accuracy:--- 0.9816 Validation Loss: 0.068532646
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011246578 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06941623
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0007792029 ---Validation accuracy:--- 0.983 Validation Loss: 0.06897957
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012718913 ---Validation accuracy:--- 0.9826 Validation Loss: 0.069709666
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00094646635 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06956541
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0007349185 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06980042
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010520167 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07122943
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016121379 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06825636
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0017741784 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06813025
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0022989549 ---Validation accuracy:--- 0.982 Validation Loss: 0.06766839
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010506024 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06790067
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014723396 ---Validation accuracy:--- 0.9828 Validation Loss: 0.0667956
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006807789 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06667334
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010059647 ---Validation accuracy:--- 0.9832 Validation Loss: 0.066304944
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009807472 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06701519
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00090320513 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06680132
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0019602226 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06702062
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001052435 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06671247
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010609907 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06649276
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0007761304 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06612776
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001785843 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06616841
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0004724703 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06602684
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00076560286 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06604618
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006654199 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06674041
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011020858 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06669956
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012179997 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06627174
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.07463476 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08147871
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0003664668 ---Validation accuracy:--- 0.9796 Validation Loss: 0.077434935
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001804531 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07625608
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.000825362 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07449839
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00042033545 ---Validation accuracy:--- 0.9808 Validation Loss: 0.074570194
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016784199 ---Validation accuracy:--- 0.982 Validation Loss: 0.07052685
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008638406 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06918652
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0024233677 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06786764
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0020430095 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06729312
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016397804 ---Validation accuracy:--- 0.982 Validation Loss: 0.066538386
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012512453 ---Validation accuracy:--- 0.9816 Validation Loss: 0.066041134
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00057984714 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06600187
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015456274 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06732545
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0049510296 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06459463
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.000560299 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06427606
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0022540803 ---Validation accuracy:--- 0.981 Validation Loss: 0.06728832
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010123074 ---Validation accuracy:--- 0.9802 Validation Loss: 0.06712008
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016331389 ---Validation accuracy:--- 0.9808 Validation Loss: 0.06947753
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016539601 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06771236
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013581867 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06712125
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00050377264 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06708768
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0018144698 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06587889
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012454126 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06591247
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011842465 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06254534
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.002597771 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06542839
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009467529 ---Validation accuracy:--- 0.9822 Validation Loss: 0.0646374
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0017784953 ---Validation accuracy:--- 0.981 Validation Loss: 0.07192404
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011363515 ---Validation accuracy:--- 0.9814 Validation Loss: 0.066337794
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015193475 ---Validation accuracy:--- 0.981 Validation Loss: 0.06713082
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00068252237 ---Validation accuracy:--- 0.9818 Validation Loss: 0.066116616
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015606018 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06595244
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013581292 ---Validation accuracy:--- 0.9826 Validation Loss: 0.065682776
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016628334 ---Validation accuracy:--- 0.982 Validation Loss: 0.064836
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013031 ---Validation accuracy:--- 0.982 Validation Loss: 0.06487098
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016004896 ---Validation accuracy:--- 0.9834 Validation Loss: 0.065138325
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016688923 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06548334
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006179658 ---Validation accuracy:--- 0.983 Validation Loss: 0.06535554
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00073175586 ---Validation accuracy:--- 0.9828 Validation Loss: 0.065303415
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010884504 ---Validation accuracy:--- 0.9832 Validation Loss: 0.065277755
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00058694376 ---Validation accuracy:--- 0.9834 Validation Loss: 0.06531077
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012136074 ---Validation accuracy:--- 0.9826 Validation Loss: 0.0653944
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009221958 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06509136
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0027185278 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06463727
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011877344 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06427749
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0026487843 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06622674
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012535799 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06608671
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013655301 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06646441
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00083661336 ---Validation accuracy:--- 0.982 Validation Loss: 0.06538532
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001079221 ---Validation accuracy:--- 0.982 Validation Loss: 0.065232925
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00089475303 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06484088
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008950025 ---Validation accuracy:--- 0.983 Validation Loss: 0.06908891
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0023570587 ---Validation accuracy:--- 0.981 Validation Loss: 0.06967475
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00027745825 ---Validation accuracy:--- 0.981 Validation Loss: 0.068817906
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0017426211 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06892661
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009137155 ---Validation accuracy:--- 0.982 Validation Loss: 0.06912925
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012846478 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06939041
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011828948 ---Validation accuracy:--- 0.9826 Validation Loss: 0.068986006
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010540737 ---Validation accuracy:--- 0.9814 Validation Loss: 0.072385944
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00080118346 ---Validation accuracy:--- 0.9818 Validation Loss: 0.071494095
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006696428 ---Validation accuracy:--- 0.9818 Validation Loss: 0.069936715
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013131413 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06923102
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.002519942 ---Validation accuracy:--- 0.9812 Validation Loss: 0.069653496
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00056231546 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06950228
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00129043 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06979426
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006834606 ---Validation accuracy:--- 0.982 Validation Loss: 0.069229774
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009088516 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06893187
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016603357 ---Validation accuracy:--- 0.983 Validation Loss: 0.06849922
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006543307 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06867964
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00060840434 ---Validation accuracy:--- 0.982 Validation Loss: 0.06701972
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.0334496 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06730066
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00067702023 ---Validation accuracy:--- 0.9828 Validation Loss: 0.067405805
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008189532 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06667519
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001195904 ---Validation accuracy:--- 0.9828 Validation Loss: 0.0669874
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00064337644 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07051671
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010089419 ---Validation accuracy:--- 0.9816 Validation Loss: 0.070094846
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0017198714 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06779755
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.002489996 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07105433
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00049992924 ---Validation accuracy:--- 0.9822 Validation Loss: 0.069996096
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00096727925 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06991046
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012289868 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06973662
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010816514 ---Validation accuracy:--- 0.982 Validation Loss: 0.069966935
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001238193 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06745114
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001763456 ---Validation accuracy:--- 0.9832 Validation Loss: 0.065639354
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001476106 ---Validation accuracy:--- 0.9802 Validation Loss: 0.068349265
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013186507 ---Validation accuracy:--- 0.9806 Validation Loss: 0.06827665
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010922888 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07013543
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009691018 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07096787
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008547966 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07128423
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0022772478 ---Validation accuracy:--- 0.9808 Validation Loss: 0.069266275
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009939059 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06923492
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016142986 ---Validation accuracy:--- 0.982 Validation Loss: 0.068483315
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00085126073 ---Validation accuracy:--- 0.9822 Validation Loss: 0.067847766
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014575743 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06526902
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010944334 ---Validation accuracy:--- 0.9816 Validation Loss: 0.06448859
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0005526545 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06408753
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008992654 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06388055
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00045538423 ---Validation accuracy:--- 0.9822 Validation Loss: 0.063929684
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00031035044 ---Validation accuracy:--- 0.9824 Validation Loss: 0.063962355
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009744507 ---Validation accuracy:--- 0.9812 Validation Loss: 0.06552588
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00086339493 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06772506
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015685922 ---Validation accuracy:--- 0.9818 Validation Loss: 0.06789945
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012680949 ---Validation accuracy:--- 0.9816 Validation Loss: 0.0656853
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0005128176 ---Validation accuracy:--- 0.9814 Validation Loss: 0.065735154
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010329703 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06586891
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008760297 ---Validation accuracy:--- 0.9814 Validation Loss: 0.065778986
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014431182 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06598612
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006909303 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06852211
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012360516 ---Validation accuracy:--- 0.982 Validation Loss: 0.06851306
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011205464 ---Validation accuracy:--- 0.9826 Validation Loss: 0.068690136
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0005179393 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06875432
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015308127 ---Validation accuracy:--- 0.982 Validation Loss: 0.06904672
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0022028154 ---Validation accuracy:--- 0.983 Validation Loss: 0.06701508
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016730513 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06523127
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0018007394 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06510229
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.000484247 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06510314
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015771742 ---Validation accuracy:--- 0.983 Validation Loss: 0.06527925
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00039186626 ---Validation accuracy:--- 0.9828 Validation Loss: 0.065263085
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00021247672 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06523424
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.002272827 ---Validation accuracy:--- 0.9842 Validation Loss: 0.06581535
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00070584344 ---Validation accuracy:--- 0.9838 Validation Loss: 0.06592386
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0023532202 ---Validation accuracy:--- 0.9838 Validation Loss: 0.0726938
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001116463 ---Validation accuracy:--- 0.9842 Validation Loss: 0.07215136
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014339355 ---Validation accuracy:--- 0.9824 Validation Loss: 0.070400506
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012853737 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07026394
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013129574 ---Validation accuracy:--- 0.983 Validation Loss: 0.069432765
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008854711 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06880458
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015336844 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06825685
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00088805764 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06837576
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015121439 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08705063
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001579387 ---Validation accuracy:--- 0.981 Validation Loss: 0.07731902
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0005598385 ---Validation accuracy:--- 0.9826 Validation Loss: 0.0699461
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013398879 ---Validation accuracy:--- 0.983 Validation Loss: 0.06889768
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001168504 ---Validation accuracy:--- 0.9832 Validation Loss: 0.069060475
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00050741504 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06941964
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013499813 ---Validation accuracy:--- 0.983 Validation Loss: 0.069878764
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00054696103 ---Validation accuracy:--- 0.983 Validation Loss: 0.07046998
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0017095018 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06969641
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016139719 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06977122
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0007117206 ---Validation accuracy:--- 0.9824 Validation Loss: 0.069852285
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014498419 ---Validation accuracy:--- 0.9824 Validation Loss: 0.06970818
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0021652645 ---Validation accuracy:--- 0.9828 Validation Loss: 0.069286294
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00044626466 ---Validation accuracy:--- 0.9818 Validation Loss: 0.0713305
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006934146 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07153649
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011007823 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07074888
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0019249857 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07699833
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00093262695 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07478555
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011108239 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07444822
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00088030944 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07454632
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006634144 ---Validation accuracy:--- 0.982 Validation Loss: 0.07340188
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0005739563 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07148033
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013958169 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07016333
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0030888198 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07388341
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012759925 ---Validation accuracy:--- 0.9814 Validation Loss: 0.073609464
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001110556 ---Validation accuracy:--- 0.9812 Validation Loss: 0.072925985
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012686634 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07253598
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00059820485 ---Validation accuracy:--- 0.9832 Validation Loss: 0.0721553
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0007820187 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07202393
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013055488 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07336164
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00055075856 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07155513
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00072617154 ---Validation accuracy:--- 0.9826 Validation Loss: 0.0716412
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0019797524 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07393375
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0019291141 ---Validation accuracy:--- 0.982 Validation Loss: 0.075152695
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001223972 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07671772
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012758564 ---Validation accuracy:--- 0.9818 Validation Loss: 0.0757833
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0018009183 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07638923
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0026565553 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07601351
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0004916694 ---Validation accuracy:--- 0.9816 Validation Loss: 0.076244436
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015555435 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07477013
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010689618 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07617813
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0007534075 ---Validation accuracy:--- 0.9814 Validation Loss: 0.076088496
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0017822012 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07563198
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00064221176 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07560117
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008275868 ---Validation accuracy:--- 0.982 Validation Loss: 0.073948845
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008867963 ---Validation accuracy:--- 0.9774 Validation Loss: 0.08210589
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0024397033 ---Validation accuracy:--- 0.981 Validation Loss: 0.08179594
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013928176 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07850992
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00068214233 ---Validation accuracy:--- 0.982 Validation Loss: 0.07800275
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008501571 ---Validation accuracy:--- 0.978 Validation Loss: 0.0817396
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009866047 ---Validation accuracy:--- 0.9814 Validation Loss: 0.072029725
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0023263504 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07610153
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012718078 ---Validation accuracy:--- 0.982 Validation Loss: 0.07351655
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008976209 ---Validation accuracy:--- 0.9814 Validation Loss: 0.076422915
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.000820291 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07431569
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00083953294 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07190946
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0047486806 ---Validation accuracy:--- 0.982 Validation Loss: 0.07528772
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011256054 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07452372
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006514731 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07389196
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00081753073 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07224541
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0024060053 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07167899
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015580119 ---Validation accuracy:--- 0.982 Validation Loss: 0.071310446
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00069551944 ---Validation accuracy:--- 0.982 Validation Loss: 0.071133494
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0018257011 ---Validation accuracy:--- 0.9822 Validation Loss: 0.070352
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009925552 ---Validation accuracy:--- 0.982 Validation Loss: 0.07068837
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0007461634 ---Validation accuracy:--- 0.982 Validation Loss: 0.07026252
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006442623 ---Validation accuracy:--- 0.982 Validation Loss: 0.07100819
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001110936 ---Validation accuracy:--- 0.982 Validation Loss: 0.07111725
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0020082472 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07172889
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001309354 ---Validation accuracy:--- 0.9808 Validation Loss: 0.069861464
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010447562 ---Validation accuracy:--- 0.9812 Validation Loss: 0.06961656
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008156562 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06960815
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001466724 ---Validation accuracy:--- 0.9812 Validation Loss: 0.06968336
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00045599256 ---Validation accuracy:--- 0.9812 Validation Loss: 0.069703795
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00090568565 ---Validation accuracy:--- 0.9816 Validation Loss: 0.069570765
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00065136125 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06941863
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013267531 ---Validation accuracy:--- 0.9818 Validation Loss: 0.069588564
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006835181 ---Validation accuracy:--- 0.9814 Validation Loss: 0.0695944
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00025047554 ---Validation accuracy:--- 0.981 Validation Loss: 0.07135578
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011104957 ---Validation accuracy:--- 0.981 Validation Loss: 0.070462584
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013419759 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06959208
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009538603 ---Validation accuracy:--- 0.9812 Validation Loss: 0.06988269
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006553441 ---Validation accuracy:--- 0.9802 Validation Loss: 0.0716761
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0007288945 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07037123
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00048307565 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07097915
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014153838 ---Validation accuracy:--- 0.9822 Validation Loss: 0.0708094
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00040489086 ---Validation accuracy:--- 0.9822 Validation Loss: 0.070710614
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001483722 ---Validation accuracy:--- 0.982 Validation Loss: 0.07091678
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013367631 ---Validation accuracy:--- 0.982 Validation Loss: 0.070651084
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0005239258 ---Validation accuracy:--- 0.982 Validation Loss: 0.07079093
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010183558 ---Validation accuracy:--- 0.982 Validation Loss: 0.070427194
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00084303005 ---Validation accuracy:--- 0.9818 Validation Loss: 0.071706995
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00082912104 ---Validation accuracy:--- 0.982 Validation Loss: 0.06930949
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009378156 ---Validation accuracy:--- 0.9822 Validation Loss: 0.06916142
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012517124 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06910596
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00059716566 ---Validation accuracy:--- 0.9824 Validation Loss: 0.068948165
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00086469494 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07181966
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0017353722 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07130231
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014586067 ---Validation accuracy:--- 0.9836 Validation Loss: 0.07027525
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0020050474 ---Validation accuracy:--- 0.9826 Validation Loss: 0.0696813
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015047436 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06890582
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00064530387 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07049658
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00092046167 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07134419
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015090612 ---Validation accuracy:--- 0.9824 Validation Loss: 0.069318496
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0024189425 ---Validation accuracy:--- 0.981 Validation Loss: 0.07626008
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0020045103 ---Validation accuracy:--- 0.9822 Validation Loss: 0.076916836
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00080310093 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07513667
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011262158 ---Validation accuracy:--- 0.9826 Validation Loss: 0.0752482
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001392464 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07509895
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008509286 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07515559
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011262118 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07490202
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016341484 ---Validation accuracy:--- 0.9824 Validation Loss: 0.074943885
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0005135094 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07573381
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0046242066 ---Validation accuracy:--- 0.9772 Validation Loss: 0.09222514
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00075413374 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07282228
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008656269 ---Validation accuracy:--- 0.9838 Validation Loss: 0.0710656
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006984695 ---Validation accuracy:--- 0.9842 Validation Loss: 0.07139887
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015841699 ---Validation accuracy:--- 0.9808 Validation Loss: 0.084580176
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001032181 ---Validation accuracy:--- 0.9806 Validation Loss: 0.084251344
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0017308972 ---Validation accuracy:--- 0.9808 Validation Loss: 0.08366965
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.003148926 ---Validation accuracy:--- 0.9816 Validation Loss: 0.08151696
Epoch: 8 ---Training accuracy:--- 0.98 Training Loss: 0.039215427 ---Validation accuracy:--- 0.9646 Validation Loss: 0.16202383
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010426148 ---Validation accuracy:--- 0.974 Validation Loss: 0.110059634
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010622983 ---Validation accuracy:--- 0.9836 Validation Loss: 0.07204564
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.015340569 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07306823
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00065877126 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07255422
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012683257 ---Validation accuracy:--- 0.9826 Validation Loss: 0.072199255
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0021698482 ---Validation accuracy:--- 0.98 Validation Loss: 0.07669557
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0005420372 ---Validation accuracy:--- 0.9836 Validation Loss: 0.068575636
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010024124 ---Validation accuracy:--- 0.9842 Validation Loss: 0.068625614
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012618497 ---Validation accuracy:--- 0.9838 Validation Loss: 0.07014148
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00090043404 ---Validation accuracy:--- 0.9838 Validation Loss: 0.07049226
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012458609 ---Validation accuracy:--- 0.9838 Validation Loss: 0.06991272
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012651536 ---Validation accuracy:--- 0.9832 Validation Loss: 0.069196254
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0017187974 ---Validation accuracy:--- 0.983 Validation Loss: 0.06964975
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015342482 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07169136
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0005598032 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07154287
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00083191344 ---Validation accuracy:--- 0.9838 Validation Loss: 0.07149211
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012907316 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07370301
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009126118 ---Validation accuracy:--- 0.9826 Validation Loss: 0.0739214
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001965318 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07635552
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00048059606 ---Validation accuracy:--- 0.9818 Validation Loss: 0.074299365
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00052063254 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07927653
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00044620258 ---Validation accuracy:--- 0.983 Validation Loss: 0.075653136
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010467683 ---Validation accuracy:--- 0.983 Validation Loss: 0.07263533
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00041006028 ---Validation accuracy:--- 0.9838 Validation Loss: 0.06965599
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008820256 ---Validation accuracy:--- 0.9842 Validation Loss: 0.0690605
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00060128816 ---Validation accuracy:--- 0.9802 Validation Loss: 0.083133705
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0025757942 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07605617
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013075799 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07200525
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.041908227 ---Validation accuracy:--- 0.9838 Validation Loss: 0.071973905
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015859872 ---Validation accuracy:--- 0.9836 Validation Loss: 0.06911831
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001295756 ---Validation accuracy:--- 0.9834 Validation Loss: 0.06826252
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012355483 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06848718
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009857496 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06811535
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014944315 ---Validation accuracy:--- 0.9836 Validation Loss: 0.06750227
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.008204691 ---Validation accuracy:--- 0.9814 Validation Loss: 0.078285605
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011298045 ---Validation accuracy:--- 0.982 Validation Loss: 0.0755285
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0059688687 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07537655
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00069640344 ---Validation accuracy:--- 0.9808 Validation Loss: 0.08085687
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.002198005 ---Validation accuracy:--- 0.9838 Validation Loss: 0.07117604
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009934399 ---Validation accuracy:--- 0.9838 Validation Loss: 0.07108054
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001324427 ---Validation accuracy:--- 0.9844 Validation Loss: 0.07054157
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012228192 ---Validation accuracy:--- 0.9842 Validation Loss: 0.070378736
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013530931 ---Validation accuracy:--- 0.9838 Validation Loss: 0.06978646
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010905189 ---Validation accuracy:--- 0.9838 Validation Loss: 0.06983019
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0007863994 ---Validation accuracy:--- 0.9828 Validation Loss: 0.070137575
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010465747 ---Validation accuracy:--- 0.983 Validation Loss: 0.06987251
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00089437596 ---Validation accuracy:--- 0.9834 Validation Loss: 0.06939782
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014230991 ---Validation accuracy:--- 0.9824 Validation Loss: 0.0688635
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00085517135 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06855479
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006768216 ---Validation accuracy:--- 0.9828 Validation Loss: 0.068509474
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0019062301 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06878827
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00057775906 ---Validation accuracy:--- 0.9834 Validation Loss: 0.0687307
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00093177013 ---Validation accuracy:--- 0.9836 Validation Loss: 0.068438515
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010600014 ---Validation accuracy:--- 0.9836 Validation Loss: 0.06828567
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015510756 ---Validation accuracy:--- 0.9828 Validation Loss: 0.0719092
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0004888892 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07198977
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0033935008 ---Validation accuracy:--- 0.983 Validation Loss: 0.071704954
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012272649 ---Validation accuracy:--- 0.9836 Validation Loss: 0.07102408
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00048310027 ---Validation accuracy:--- 0.9836 Validation Loss: 0.07109956
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00090214884 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07454142
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00080418197 ---Validation accuracy:--- 0.9836 Validation Loss: 0.07385026
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014872582 ---Validation accuracy:--- 0.9838 Validation Loss: 0.07273929
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0024381992 ---Validation accuracy:--- 0.9846 Validation Loss: 0.072723694
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00033833538 ---Validation accuracy:--- 0.982 Validation Loss: 0.07831384
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001896832 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07364759
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.028741231 ---Validation accuracy:--- 0.9818 Validation Loss: 0.078336544
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013890046 ---Validation accuracy:--- 0.9816 Validation Loss: 0.078114405
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.004127787 ---Validation accuracy:--- 0.982 Validation Loss: 0.07465464
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0035904602 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07779112
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012075478 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07484819
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008843399 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07792882
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013229181 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07715869
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0021586488 ---Validation accuracy:--- 0.9822 Validation Loss: 0.074988954
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011289093 ---Validation accuracy:--- 0.9808 Validation Loss: 0.079186246
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0024729215 ---Validation accuracy:--- 0.981 Validation Loss: 0.07747333
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016599244 ---Validation accuracy:--- 0.9794 Validation Loss: 0.0781877
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0018742451 ---Validation accuracy:--- 0.9806 Validation Loss: 0.075077415
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00092455745 ---Validation accuracy:--- 0.982 Validation Loss: 0.07119067
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012603758 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07122211
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0017776355 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07093125
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011130142 ---Validation accuracy:--- 0.9836 Validation Loss: 0.068223685
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006118978 ---Validation accuracy:--- 0.9834 Validation Loss: 0.06840687
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00058818987 ---Validation accuracy:--- 0.9834 Validation Loss: 0.06819376
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012502345 ---Validation accuracy:--- 0.9838 Validation Loss: 0.0678205
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.009440548 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07428264
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0005938031 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07403747
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014881003 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07319679
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00073263707 ---Validation accuracy:--- 0.983 Validation Loss: 0.072512984
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001300272 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07064314
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00076364505 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07496691
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0019584375 ---Validation accuracy:--- 0.9836 Validation Loss: 0.067823306
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0030686832 ---Validation accuracy:--- 0.9838 Validation Loss: 0.06701973
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013404458 ---Validation accuracy:--- 0.984 Validation Loss: 0.06647923
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00093529164 ---Validation accuracy:--- 0.9838 Validation Loss: 0.06647
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00081618933 ---Validation accuracy:--- 0.9832 Validation Loss: 0.067881115
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001958089 ---Validation accuracy:--- 0.9834 Validation Loss: 0.06773626
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.002322069 ---Validation accuracy:--- 0.981 Validation Loss: 0.0776384
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0004121112 ---Validation accuracy:--- 0.9806 Validation Loss: 0.078465335
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012756508 ---Validation accuracy:--- 0.9798 Validation Loss: 0.080291696
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001110156 ---Validation accuracy:--- 0.979 Validation Loss: 0.08440234
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010705864 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08517898
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012222099 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08398594
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.002332537 ---Validation accuracy:--- 0.9782 Validation Loss: 0.0833751
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016574605 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08245381
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016214651 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08003338
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00028566635 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07996737
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0025442487 ---Validation accuracy:--- 0.978 Validation Loss: 0.08200946
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00035319888 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08192755
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014878601 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07983484
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.026517007 ---Validation accuracy:--- 0.9772 Validation Loss: 0.09121781
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0034632175 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07744128
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0016637752 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07606737
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010807012 ---Validation accuracy:--- 0.982 Validation Loss: 0.07397584
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0019994264 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07489164
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011198419 ---Validation accuracy:--- 0.9792 Validation Loss: 0.0772891
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.009257478 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07610355
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013021484 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07986033
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011867695 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07374992
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013185038 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07329352
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0017849305 ---Validation accuracy:--- 0.98 Validation Loss: 0.079092026
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010584749 ---Validation accuracy:--- 0.981 Validation Loss: 0.07575153
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013005823 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07421402
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0017079839 ---Validation accuracy:--- 0.9812 Validation Loss: 0.074444875
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009290294 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07453053
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009181625 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07306999
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0061083483 ---Validation accuracy:--- 0.9758 Validation Loss: 0.097227246
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0003678681 ---Validation accuracy:--- 0.978 Validation Loss: 0.08811755
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00091668236 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07336988
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00064660696 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07487544
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0007173498 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07453211
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00050793926 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07603486
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0018453262 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07418171
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001544845 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07302192
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00056957355 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07222794
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012520625 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07803018
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008957462 ---Validation accuracy:--- 0.981 Validation Loss: 0.07185149
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012058755 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07024858
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006927869 ---Validation accuracy:--- 0.982 Validation Loss: 0.06980964
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.003882467 ---Validation accuracy:--- 0.9808 Validation Loss: 0.08046552
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010243852 ---Validation accuracy:--- 0.9814 Validation Loss: 0.077485256
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00066792266 ---Validation accuracy:--- 0.9814 Validation Loss: 0.077040665
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010761279 ---Validation accuracy:--- 0.982 Validation Loss: 0.07198237
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00041435257 ---Validation accuracy:--- 0.982 Validation Loss: 0.07217971
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0012300097 ---Validation accuracy:--- 0.9812 Validation Loss: 0.072109215
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0014460203 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07153488
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010638097 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07147187
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011542952 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07035505
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010545164 ---Validation accuracy:--- 0.982 Validation Loss: 0.06950482
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013906467 ---Validation accuracy:--- 0.982 Validation Loss: 0.069613405
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0018155172 ---Validation accuracy:--- 0.982 Validation Loss: 0.06936272
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.000685257 ---Validation accuracy:--- 0.982 Validation Loss: 0.06925858
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0007494557 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07489354
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0018611178 ---Validation accuracy:--- 0.9796 Validation Loss: 0.07773146
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.001492132 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07345659
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.05178055 ---Validation accuracy:--- 0.9806 Validation Loss: 0.06993142
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00049999566 ---Validation accuracy:--- 0.9808 Validation Loss: 0.0698029
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015415788 ---Validation accuracy:--- 0.9814 Validation Loss: 0.06912883
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0027135364 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06969507
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00086441473 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07041778
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009498538 ---Validation accuracy:--- 0.9784 Validation Loss: 0.07715461
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006460607 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07183222
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0006770183 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07118212
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.006464428 ---Validation accuracy:--- 0.9748 Validation Loss: 0.090514585
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00094061025 ---Validation accuracy:--- 0.98 Validation Loss: 0.073562756
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0017884056 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07004718
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009133862 ---Validation accuracy:--- 0.9806 Validation Loss: 0.075658426
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009442207 ---Validation accuracy:--- 0.9782 Validation Loss: 0.084200315
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011609287 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08157937
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0020334362 ---Validation accuracy:--- 0.9804 Validation Loss: 0.078253955
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0013665903 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07643279
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0011446251 ---Validation accuracy:--- 0.981 Validation Loss: 0.074532546
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.00042930222 ---Validation accuracy:--- 0.9798 Validation Loss: 0.075655475
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0009831681 ---Validation accuracy:--- 0.98 Validation Loss: 0.075246066
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0015543017 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07234987
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0073689315 ---Validation accuracy:--- 0.9782 Validation Loss: 0.088498436
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0076805367 ---Validation accuracy:--- 0.9798 Validation Loss: 0.077133164
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0022429014 ---Validation accuracy:--- 0.9762 Validation Loss: 0.092336856
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0008034363 ---Validation accuracy:--- 0.9768 Validation Loss: 0.090259634
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0010095594 ---Validation accuracy:--- 0.9774 Validation Loss: 0.087927945
Epoch: 8 ---Training accuracy:--- 0.99 Training Loss: 0.015367037 ---Validation accuracy:--- 0.9726 Validation Loss: 0.10391188
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0050632865 ---Validation accuracy:--- 0.9772 Validation Loss: 0.09113293
Epoch: 8 ---Training accuracy:--- 1.0 Training Loss: 0.0007047845 ---Validation accuracy:--- 0.9776 Validation Loss: 0.087889574
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00076056196 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08852654
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005814625 ---Validation accuracy:--- 0.979 Validation Loss: 0.0889534
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008634615 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08882269
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006732183 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08711455
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001089333 ---Validation accuracy:--- 0.98 Validation Loss: 0.08578024
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011210537 ---Validation accuracy:--- 0.981 Validation Loss: 0.083892725
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00067118555 ---Validation accuracy:--- 0.9814 Validation Loss: 0.08084449
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0035488817 ---Validation accuracy:--- 0.9804 Validation Loss: 0.09108689
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0021430682 ---Validation accuracy:--- 0.9814 Validation Loss: 0.08089565
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.014875613 ---Validation accuracy:--- 0.9774 Validation Loss: 0.0917645
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009835459 ---Validation accuracy:--- 0.981 Validation Loss: 0.08208005
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014444276 ---Validation accuracy:--- 0.9804 Validation Loss: 0.08454552
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00092457386 ---Validation accuracy:--- 0.9802 Validation Loss: 0.08439563
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0036322337 ---Validation accuracy:--- 0.9814 Validation Loss: 0.080593675
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013151377 ---Validation accuracy:--- 0.9812 Validation Loss: 0.08040657
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0015574876 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07755622
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00044895426 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07749891
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0024010176 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07909157
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004069928 ---Validation accuracy:--- 0.9798 Validation Loss: 0.08180014
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013041835 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07814535
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0021363527 ---Validation accuracy:--- 0.9824 Validation Loss: 0.0753556
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0027676243 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07362756
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011778813 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07346455
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0015253297 ---Validation accuracy:--- 0.982 Validation Loss: 0.0726662
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00096251874 ---Validation accuracy:--- 0.9828 Validation Loss: 0.071820974
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0038968832 ---Validation accuracy:--- 0.9818 Validation Loss: 0.075565346
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006803814 ---Validation accuracy:--- 0.9816 Validation Loss: 0.074420676
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012135595 ---Validation accuracy:--- 0.981 Validation Loss: 0.07492282
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012602152 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07200033
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00080360146 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07332603
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009562267 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07320073
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006994152 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07380448
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011703894 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08138665
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00028977077 ---Validation accuracy:--- 0.9796 Validation Loss: 0.08179143
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009355108 ---Validation accuracy:--- 0.982 Validation Loss: 0.07553091
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0034914515 ---Validation accuracy:--- 0.9786 Validation Loss: 0.09550162
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0020104356 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08574656
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012306604 ---Validation accuracy:--- 0.9802 Validation Loss: 0.080896534
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.08800053 ---Validation accuracy:--- 0.9614 Validation Loss: 0.15591191
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.012628812 ---Validation accuracy:--- 0.9806 Validation Loss: 0.08014404
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013765154 ---Validation accuracy:--- 0.9802 Validation Loss: 0.080577485
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0016496577 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07795376
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006875093 ---Validation accuracy:--- 0.9798 Validation Loss: 0.08261762
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0018497289 ---Validation accuracy:--- 0.9802 Validation Loss: 0.08254727
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014829051 ---Validation accuracy:--- 0.9804 Validation Loss: 0.08023722
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010575177 ---Validation accuracy:--- 0.981 Validation Loss: 0.07800149
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009809841 ---Validation accuracy:--- 0.981 Validation Loss: 0.07798296
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011678579 ---Validation accuracy:--- 0.981 Validation Loss: 0.078804225
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008851432 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07546838
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011553676 ---Validation accuracy:--- 0.982 Validation Loss: 0.07438094
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001595726 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07527525
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0019218108 ---Validation accuracy:--- 0.981 Validation Loss: 0.07530849
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0015182066 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07568645
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013868901 ---Validation accuracy:--- 0.9782 Validation Loss: 0.08158522
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0055927015 ---Validation accuracy:--- 0.974 Validation Loss: 0.09489652
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00061933865 ---Validation accuracy:--- 0.9748 Validation Loss: 0.09023725
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010443049 ---Validation accuracy:--- 0.9752 Validation Loss: 0.08895896
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009989578 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07455986
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010189897 ---Validation accuracy:--- 0.9794 Validation Loss: 0.075757
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014869743 ---Validation accuracy:--- 0.9794 Validation Loss: 0.07428497
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012772138 ---Validation accuracy:--- 0.9794 Validation Loss: 0.074174136
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0017275232 ---Validation accuracy:--- 0.9798 Validation Loss: 0.07222951
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005324118 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07172145
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00075854064 ---Validation accuracy:--- 0.9796 Validation Loss: 0.071678124
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001587303 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07130566
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010417204 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07018667
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012985686 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07005004
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0017312911 ---Validation accuracy:--- 0.981 Validation Loss: 0.06993738
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008794239 ---Validation accuracy:--- 0.982 Validation Loss: 0.0699249
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.017734058 ---Validation accuracy:--- 0.9822 Validation Loss: 0.073513925
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014867537 ---Validation accuracy:--- 0.982 Validation Loss: 0.07320576
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0015380607 ---Validation accuracy:--- 0.9826 Validation Loss: 0.076166615
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005084872 ---Validation accuracy:--- 0.9822 Validation Loss: 0.0725903
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0025257408 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08119986
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005564006 ---Validation accuracy:--- 0.9786 Validation Loss: 0.092070796
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0018556148 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07274526
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014897977 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07395139
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011629394 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07405156
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014767948 ---Validation accuracy:--- 0.982 Validation Loss: 0.073454596
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005009441 ---Validation accuracy:--- 0.982 Validation Loss: 0.07360689
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001477592 ---Validation accuracy:--- 0.9774 Validation Loss: 0.09099982
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009104519 ---Validation accuracy:--- 0.978 Validation Loss: 0.088129684
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0016021075 ---Validation accuracy:--- 0.9804 Validation Loss: 0.08344429
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006326559 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07966339
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007071896 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07921585
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008844608 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07872115
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0039299903 ---Validation accuracy:--- 0.9822 Validation Loss: 0.08029119
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011985558 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07478508
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013566697 ---Validation accuracy:--- 0.982 Validation Loss: 0.07206003
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013847406 ---Validation accuracy:--- 0.9822 Validation Loss: 0.072125986
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0018108956 ---Validation accuracy:--- 0.9822 Validation Loss: 0.071420304
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011657837 ---Validation accuracy:--- 0.982 Validation Loss: 0.07108049
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013635067 ---Validation accuracy:--- 0.9816 Validation Loss: 0.0709519
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00094884244 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07123767
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007302918 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07026697
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0019618543 ---Validation accuracy:--- 0.9796 Validation Loss: 0.08073197
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00075915235 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08045621
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013953313 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07576088
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0021953487 ---Validation accuracy:--- 0.9804 Validation Loss: 0.0773886
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006223592 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07691038
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010299566 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07658845
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011699827 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07500351
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009775528 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07790173
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008536713 ---Validation accuracy:--- 0.9814 Validation Loss: 0.074043564
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009035445 ---Validation accuracy:--- 0.9816 Validation Loss: 0.073425524
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013903301 ---Validation accuracy:--- 0.982 Validation Loss: 0.072540626
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00052760006 ---Validation accuracy:--- 0.982 Validation Loss: 0.072677694
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006693027 ---Validation accuracy:--- 0.982 Validation Loss: 0.07227921
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011939722 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07224678
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00073986826 ---Validation accuracy:--- 0.982 Validation Loss: 0.07194519
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001362897 ---Validation accuracy:--- 0.9818 Validation Loss: 0.074136265
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007864809 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07288372
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0030779315 ---Validation accuracy:--- 0.982 Validation Loss: 0.071234204
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001052541 ---Validation accuracy:--- 0.9822 Validation Loss: 0.071182765
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00074630737 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07081113
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008629443 ---Validation accuracy:--- 0.983 Validation Loss: 0.070509195
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00077783776 ---Validation accuracy:--- 0.983 Validation Loss: 0.07049641
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007071118 ---Validation accuracy:--- 0.983 Validation Loss: 0.07052132
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00074897334 ---Validation accuracy:--- 0.983 Validation Loss: 0.07053509
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010786213 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06897357
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013828155 ---Validation accuracy:--- 0.983 Validation Loss: 0.069100685
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012447189 ---Validation accuracy:--- 0.9836 Validation Loss: 0.06914566
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007029433 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06906225
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.000529843 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06905201
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00088319165 ---Validation accuracy:--- 0.983 Validation Loss: 0.07441832
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.002524042 ---Validation accuracy:--- 0.982 Validation Loss: 0.077585325
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006928849 ---Validation accuracy:--- 0.9822 Validation Loss: 0.077696085
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011545403 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07966818
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0029393763 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07821273
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0016174859 ---Validation accuracy:--- 0.981 Validation Loss: 0.07827922
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010174302 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07788701
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0018920213 ---Validation accuracy:--- 0.9818 Validation Loss: 0.076516055
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0015926227 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07581976
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011589839 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07656415
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0016753805 ---Validation accuracy:--- 0.9812 Validation Loss: 0.076367505
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00085250405 ---Validation accuracy:--- 0.981 Validation Loss: 0.07631941
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001109081 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07609642
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00089214684 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07524771
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012163229 ---Validation accuracy:--- 0.9812 Validation Loss: 0.075347185
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00082689 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07482502
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014488972 ---Validation accuracy:--- 0.982 Validation Loss: 0.07472241
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008876162 ---Validation accuracy:--- 0.982 Validation Loss: 0.07464786
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006337285 ---Validation accuracy:--- 0.9818 Validation Loss: 0.0747346
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0018129629 ---Validation accuracy:--- 0.9816 Validation Loss: 0.074599855
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010556658 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07430822
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013885199 ---Validation accuracy:--- 0.982 Validation Loss: 0.074389786
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009897199 ---Validation accuracy:--- 0.9824 Validation Loss: 0.073599525
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008302221 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07370217
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0035283335 ---Validation accuracy:--- 0.9816 Validation Loss: 0.075273655
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006788075 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07091618
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0015977272 ---Validation accuracy:--- 0.9824 Validation Loss: 0.072317824
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011365777 ---Validation accuracy:--- 0.9822 Validation Loss: 0.073300175
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00069601357 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07320831
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00082205347 ---Validation accuracy:--- 0.9818 Validation Loss: 0.0779648
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009811115 ---Validation accuracy:--- 0.982 Validation Loss: 0.077742994
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00072156085 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07407949
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001051879 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07887453
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.000737838 ---Validation accuracy:--- 0.982 Validation Loss: 0.07419868
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005247152 ---Validation accuracy:--- 0.982 Validation Loss: 0.07503412
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00080152304 ---Validation accuracy:--- 0.9826 Validation Loss: 0.0748047
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009303288 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07351866
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011724038 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07190262
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011935827 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07340437
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00067006296 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07234136
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008874583 ---Validation accuracy:--- 0.9822 Validation Loss: 0.0723693
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00061365945 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07267205
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010035865 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07368673
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.015365312 ---Validation accuracy:--- 0.98 Validation Loss: 0.07998303
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006969102 ---Validation accuracy:--- 0.982 Validation Loss: 0.072209105
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012015823 ---Validation accuracy:--- 0.9818 Validation Loss: 0.071287744
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011429461 ---Validation accuracy:--- 0.982 Validation Loss: 0.0711848
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014448318 ---Validation accuracy:--- 0.982 Validation Loss: 0.07068243
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009699738 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07087045
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011322955 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07580464
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0016103929 ---Validation accuracy:--- 0.9814 Validation Loss: 0.077130914
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0031664262 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07834166
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009852913 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07827614
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009932322 ---Validation accuracy:--- 0.981 Validation Loss: 0.07761594
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011955142 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07667471
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012276196 ---Validation accuracy:--- 0.9822 Validation Loss: 0.072488844
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0004551061 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07308401
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00033741782 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07009747
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007386054 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07009146
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00096543087 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06942767
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007614043 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06957978
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011287649 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07206484
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001603605 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07114425
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006674975 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07101476
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014198142 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07858313
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010347371 ---Validation accuracy:--- 0.9818 Validation Loss: 0.073676124
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013998337 ---Validation accuracy:--- 0.9818 Validation Loss: 0.073116995
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006733597 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07303652
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007973129 ---Validation accuracy:--- 0.9814 Validation Loss: 0.072366886
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014857426 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07158977
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014780612 ---Validation accuracy:--- 0.9812 Validation Loss: 0.071212165
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006804283 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07110571
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011492269 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07390401
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006688227 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07355281
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014015033 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07248399
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006146804 ---Validation accuracy:--- 0.982 Validation Loss: 0.07232714
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010714836 ---Validation accuracy:--- 0.982 Validation Loss: 0.0718147
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0017597777 ---Validation accuracy:--- 0.982 Validation Loss: 0.07137904
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011343998 ---Validation accuracy:--- 0.9826 Validation Loss: 0.071586296
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011676946 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07275749
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00082619087 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07074847
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00094686134 ---Validation accuracy:--- 0.983 Validation Loss: 0.0703032
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.000508887 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07028808
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010205202 ---Validation accuracy:--- 0.983 Validation Loss: 0.07034624
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011534223 ---Validation accuracy:--- 0.9828 Validation Loss: 0.070409715
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012834066 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06985229
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00058396417 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06975901
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.003817682 ---Validation accuracy:--- 0.982 Validation Loss: 0.06940285
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008576859 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06885594
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00065954396 ---Validation accuracy:--- 0.983 Validation Loss: 0.06874874
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001039591 ---Validation accuracy:--- 0.9838 Validation Loss: 0.068849765
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009364963 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06990275
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0020788359 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06938099
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0015535428 ---Validation accuracy:--- 0.9832 Validation Loss: 0.06916693
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014950049 ---Validation accuracy:--- 0.983 Validation Loss: 0.069342874
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0016118161 ---Validation accuracy:--- 0.983 Validation Loss: 0.068971604
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012123141 ---Validation accuracy:--- 0.983 Validation Loss: 0.06871912
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001571752 ---Validation accuracy:--- 0.983 Validation Loss: 0.07002499
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010172348 ---Validation accuracy:--- 0.982 Validation Loss: 0.0706546
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005423205 ---Validation accuracy:--- 0.9828 Validation Loss: 0.070586696
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012762564 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07062588
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011725579 ---Validation accuracy:--- 0.9836 Validation Loss: 0.07045008
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00094691134 ---Validation accuracy:--- 0.9836 Validation Loss: 0.069832236
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001206091 ---Validation accuracy:--- 0.9826 Validation Loss: 0.06998446
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010058046 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06976599
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011063714 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07448461
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00018596886 ---Validation accuracy:--- 0.9812 Validation Loss: 0.077545755
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011509475 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07734139
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00046089714 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07579039
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0004667329 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07581297
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00057959283 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07265302
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010153096 ---Validation accuracy:--- 0.9826 Validation Loss: 0.0728277
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00064946606 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07296913
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00073088997 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07297084
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00028165747 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07287459
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00084340514 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07232776
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012465502 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07806125
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013353426 ---Validation accuracy:--- 0.982 Validation Loss: 0.07580767
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014544203 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07660854
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0033450022 ---Validation accuracy:--- 0.9802 Validation Loss: 0.08074922
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00072929583 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07701078
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0016894708 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07359138
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00085004943 ---Validation accuracy:--- 0.9822 Validation Loss: 0.0722967
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010233928 ---Validation accuracy:--- 0.983 Validation Loss: 0.070444085
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009531312 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07048021
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00081363774 ---Validation accuracy:--- 0.9834 Validation Loss: 0.070554025
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0003409031 ---Validation accuracy:--- 0.9832 Validation Loss: 0.070016205
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014204097 ---Validation accuracy:--- 0.9836 Validation Loss: 0.069813095
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014047007 ---Validation accuracy:--- 0.982 Validation Loss: 0.06996118
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00025384032 ---Validation accuracy:--- 0.982 Validation Loss: 0.07000345
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0016131208 ---Validation accuracy:--- 0.9828 Validation Loss: 0.06901884
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.012136005 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07828541
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005887938 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07790376
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0015424076 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07189359
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00015814135 ---Validation accuracy:--- 0.9832 Validation Loss: 0.071903296
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0004531087 ---Validation accuracy:--- 0.9832 Validation Loss: 0.070576295
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0018459014 ---Validation accuracy:--- 0.9834 Validation Loss: 0.070162125
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010667745 ---Validation accuracy:--- 0.9822 Validation Loss: 0.072495095
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00043393884 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07123768
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0023435568 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07579299
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014166315 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07505854
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00083910004 ---Validation accuracy:--- 0.983 Validation Loss: 0.07471097
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005979344 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07730803
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0019767068 ---Validation accuracy:--- 0.982 Validation Loss: 0.07511634
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0015220308 ---Validation accuracy:--- 0.982 Validation Loss: 0.075292125
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00080332503 ---Validation accuracy:--- 0.982 Validation Loss: 0.074811295
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011281557 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07275625
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00084487797 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07225063
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001085695 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07233744
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00049626664 ---Validation accuracy:--- 0.9828 Validation Loss: 0.070557155
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005976521 ---Validation accuracy:--- 0.9826 Validation Loss: 0.0704849
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00026442998 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07048561
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009002659 ---Validation accuracy:--- 0.9772 Validation Loss: 0.092474885
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.009082901 ---Validation accuracy:--- 0.9804 Validation Loss: 0.08481515
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011913629 ---Validation accuracy:--- 0.9798 Validation Loss: 0.08095191
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001295279 ---Validation accuracy:--- 0.98 Validation Loss: 0.08014441
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011667163 ---Validation accuracy:--- 0.9806 Validation Loss: 0.078022435
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014000273 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07756179
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005623317 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07804071
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.024389794 ---Validation accuracy:--- 0.978 Validation Loss: 0.09715902
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009754233 ---Validation accuracy:--- 0.9786 Validation Loss: 0.09197283
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00080399157 ---Validation accuracy:--- 0.9792 Validation Loss: 0.090732485
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010275729 ---Validation accuracy:--- 0.9802 Validation Loss: 0.08742639
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001150354 ---Validation accuracy:--- 0.981 Validation Loss: 0.080449775
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0026199948 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07821313
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.004355999 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08607578
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007766937 ---Validation accuracy:--- 0.9796 Validation Loss: 0.08892556
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00017569834 ---Validation accuracy:--- 0.9796 Validation Loss: 0.08896581
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00067140855 ---Validation accuracy:--- 0.98 Validation Loss: 0.087376975
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.000993083 ---Validation accuracy:--- 0.9802 Validation Loss: 0.08661839
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008780127 ---Validation accuracy:--- 0.9804 Validation Loss: 0.0843615
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0021309683 ---Validation accuracy:--- 0.9812 Validation Loss: 0.084136
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00072933617 ---Validation accuracy:--- 0.9812 Validation Loss: 0.08220284
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00061796774 ---Validation accuracy:--- 0.9814 Validation Loss: 0.08105268
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013091286 ---Validation accuracy:--- 0.9814 Validation Loss: 0.081236914
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012450326 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07992403
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00070535945 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07914127
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008761928 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07575409
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012646056 ---Validation accuracy:--- 0.981 Validation Loss: 0.07611105
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010382772 ---Validation accuracy:--- 0.981 Validation Loss: 0.08284091
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010825879 ---Validation accuracy:--- 0.9808 Validation Loss: 0.08221375
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010723164 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07555611
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009378903 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07553695
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00058373896 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07487601
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00035765744 ---Validation accuracy:--- 0.9812 Validation Loss: 0.074429326
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008675397 ---Validation accuracy:--- 0.9804 Validation Loss: 0.07502659
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006393143 ---Validation accuracy:--- 0.981 Validation Loss: 0.07485638
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00030275565 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07387716
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00084737485 ---Validation accuracy:--- 0.983 Validation Loss: 0.07357108
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013626945 ---Validation accuracy:--- 0.983 Validation Loss: 0.073365256
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008648206 ---Validation accuracy:--- 0.9824 Validation Loss: 0.074085616
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0017439484 ---Validation accuracy:--- 0.9814 Validation Loss: 0.08673411
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008950005 ---Validation accuracy:--- 0.9812 Validation Loss: 0.08179336
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00053331873 ---Validation accuracy:--- 0.981 Validation Loss: 0.08169696
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008114116 ---Validation accuracy:--- 0.9812 Validation Loss: 0.08049037
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006751215 ---Validation accuracy:--- 0.9816 Validation Loss: 0.079444736
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00086388737 ---Validation accuracy:--- 0.982 Validation Loss: 0.078150876
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008793521 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07715453
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0024585233 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07606265
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00074910314 ---Validation accuracy:--- 0.9816 Validation Loss: 0.0738539
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0001928827 ---Validation accuracy:--- 0.9816 Validation Loss: 0.073808774
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005709729 ---Validation accuracy:--- 0.9816 Validation Loss: 0.0738413
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001760108 ---Validation accuracy:--- 0.9822 Validation Loss: 0.073242486
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00035696634 ---Validation accuracy:--- 0.982 Validation Loss: 0.07376566
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.000304011 ---Validation accuracy:--- 0.9828 Validation Loss: 0.073055066
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007495826 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07488851
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0004937074 ---Validation accuracy:--- 0.9826 Validation Loss: 0.074019484
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014019508 ---Validation accuracy:--- 0.983 Validation Loss: 0.07393128
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007333647 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07406991
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009108582 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07414506
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010620703 ---Validation accuracy:--- 0.9826 Validation Loss: 0.0736198
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0015259007 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07351637
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00040292923 ---Validation accuracy:--- 0.9828 Validation Loss: 0.0734698
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00047051496 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07346303
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00064357184 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07300124
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00064859097 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07300721
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00082859246 ---Validation accuracy:--- 0.9828 Validation Loss: 0.072929285
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00089254783 ---Validation accuracy:--- 0.9828 Validation Loss: 0.073066294
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00076124613 ---Validation accuracy:--- 0.983 Validation Loss: 0.07300337
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011044192 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07380669
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00083674694 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07376445
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012708252 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07453119
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005791398 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07458373
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001655104 ---Validation accuracy:--- 0.9796 Validation Loss: 0.087521605
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00090812834 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08622478
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006488455 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08659708
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00041058735 ---Validation accuracy:--- 0.9792 Validation Loss: 0.086215965
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013638986 ---Validation accuracy:--- 0.979 Validation Loss: 0.085538514
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006968221 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07890686
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005845159 ---Validation accuracy:--- 0.9814 Validation Loss: 0.078925945
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005077643 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07820917
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012688037 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07575447
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00064350286 ---Validation accuracy:--- 0.9826 Validation Loss: 0.0754973
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00083260075 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07345777
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0017779886 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07290942
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006687446 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07323733
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00083172915 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07298696
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00023969097 ---Validation accuracy:--- 0.983 Validation Loss: 0.072935194
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014818591 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07351088
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00048558376 ---Validation accuracy:--- 0.983 Validation Loss: 0.07311974
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0019057456 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07310979
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00023014356 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07313435
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.030203495 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07268157
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009048587 ---Validation accuracy:--- 0.9826 Validation Loss: 0.073133886
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006118652 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07226872
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00050891086 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07206581
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005718112 ---Validation accuracy:--- 0.983 Validation Loss: 0.07267834
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0016304472 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07281186
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008482878 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07293409
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.005281298 ---Validation accuracy:--- 0.9828 Validation Loss: 0.0732627
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0004227852 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07290781
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010030466 ---Validation accuracy:--- 0.982 Validation Loss: 0.07520372
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0015984598 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07352704
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014350408 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07343052
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009602213 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07271725
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008972993 ---Validation accuracy:--- 0.983 Validation Loss: 0.0727335
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00085558137 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07292107
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005634798 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07299779
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007003027 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07259822
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013142446 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07681132
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00023867947 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07697647
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010303922 ---Validation accuracy:--- 0.9806 Validation Loss: 0.08460073
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013598569 ---Validation accuracy:--- 0.9812 Validation Loss: 0.08217072
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00065187586 ---Validation accuracy:--- 0.9814 Validation Loss: 0.08309927
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001119557 ---Validation accuracy:--- 0.9816 Validation Loss: 0.08146274
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0020337936 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07624765
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0019668753 ---Validation accuracy:--- 0.9806 Validation Loss: 0.07939199
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0015955912 ---Validation accuracy:--- 0.9816 Validation Loss: 0.078497775
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00077422423 ---Validation accuracy:--- 0.9814 Validation Loss: 0.077466436
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00027466283 ---Validation accuracy:--- 0.9802 Validation Loss: 0.07698462
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013395611 ---Validation accuracy:--- 0.9788 Validation Loss: 0.08147822
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011838767 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08182555
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008388215 ---Validation accuracy:--- 0.9792 Validation Loss: 0.08229222
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.000599686 ---Validation accuracy:--- 0.9798 Validation Loss: 0.08187977
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.003761853 ---Validation accuracy:--- 0.9794 Validation Loss: 0.08734656
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00065682083 ---Validation accuracy:--- 0.9796 Validation Loss: 0.08622406
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006327152 ---Validation accuracy:--- 0.9786 Validation Loss: 0.089978054
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00046658985 ---Validation accuracy:--- 0.9786 Validation Loss: 0.08912324
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006800664 ---Validation accuracy:--- 0.9784 Validation Loss: 0.08885109
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0020718924 ---Validation accuracy:--- 0.9778 Validation Loss: 0.09086089
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.008147252 ---Validation accuracy:--- 0.9774 Validation Loss: 0.09783905
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00085098326 ---Validation accuracy:--- 0.9812 Validation Loss: 0.08670928
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014236214 ---Validation accuracy:--- 0.9808 Validation Loss: 0.08683959
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013681649 ---Validation accuracy:--- 0.9814 Validation Loss: 0.086251326
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007665239 ---Validation accuracy:--- 0.9792 Validation Loss: 0.09158312
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014378459 ---Validation accuracy:--- 0.9796 Validation Loss: 0.09006399
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007309115 ---Validation accuracy:--- 0.9796 Validation Loss: 0.08916248
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012832471 ---Validation accuracy:--- 0.9818 Validation Loss: 0.08553309
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014154598 ---Validation accuracy:--- 0.9822 Validation Loss: 0.08468252
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006697955 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07831339
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0004355492 ---Validation accuracy:--- 0.9834 Validation Loss: 0.07787566
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012274246 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07899379
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010444508 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07987303
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00057520904 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07852037
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00030013436 ---Validation accuracy:--- 0.9828 Validation Loss: 0.078504026
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014541787 ---Validation accuracy:--- 0.9828 Validation Loss: 0.079837374
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00070973724 ---Validation accuracy:--- 0.9828 Validation Loss: 0.07969495
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009941389 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07899066
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00047158025 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07900374
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00038861667 ---Validation accuracy:--- 0.9818 Validation Loss: 0.078932025
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001013605 ---Validation accuracy:--- 0.9824 Validation Loss: 0.078480035
Epoch: 9 ---Training accuracy:--- 0.99 Training Loss: 0.011416717 ---Validation accuracy:--- 0.9762 Validation Loss: 0.100308724
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005413881 ---Validation accuracy:--- 0.9764 Validation Loss: 0.10011253
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009053783 ---Validation accuracy:--- 0.9774 Validation Loss: 0.098984405
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0016488901 ---Validation accuracy:--- 0.9786 Validation Loss: 0.092227094
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0016934338 ---Validation accuracy:--- 0.9812 Validation Loss: 0.08424563
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00056270225 ---Validation accuracy:--- 0.981 Validation Loss: 0.082340695
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001207823 ---Validation accuracy:--- 0.981 Validation Loss: 0.082582
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00044163957 ---Validation accuracy:--- 0.9822 Validation Loss: 0.079100415
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00063996465 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07891112
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001672928 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07912499
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00090570544 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07860535
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0020964732 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07682714
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00066249294 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07644507
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00033793793 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07660619
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0016697261 ---Validation accuracy:--- 0.9824 Validation Loss: 0.077588744
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010900077 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07737574
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0019657216 ---Validation accuracy:--- 0.9804 Validation Loss: 0.078191124
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005372249 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07616
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0003780524 ---Validation accuracy:--- 0.9832 Validation Loss: 0.075003
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007581429 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07537018
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00038081247 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07373396
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.003271655 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07472237
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005046849 ---Validation accuracy:--- 0.9828 Validation Loss: 0.0743869
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014433489 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07155637
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0016829591 ---Validation accuracy:--- 0.981 Validation Loss: 0.0761349
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0001485949 ---Validation accuracy:--- 0.9834 Validation Loss: 0.07281625
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00039298582 ---Validation accuracy:--- 0.9834 Validation Loss: 0.072719395
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012635764 ---Validation accuracy:--- 0.983 Validation Loss: 0.07198313
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00049278984 ---Validation accuracy:--- 0.983 Validation Loss: 0.07157828
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00025463288 ---Validation accuracy:--- 0.983 Validation Loss: 0.07163084
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00059143204 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07183325
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0058007245 ---Validation accuracy:--- 0.9824 Validation Loss: 0.071680956
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0003870653 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07163609
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010022526 ---Validation accuracy:--- 0.9832 Validation Loss: 0.0715611
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00044161137 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07446903
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011848322 ---Validation accuracy:--- 0.9836 Validation Loss: 0.07364641
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00080946414 ---Validation accuracy:--- 0.984 Validation Loss: 0.07297652
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0003549076 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07533704
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010697292 ---Validation accuracy:--- 0.9836 Validation Loss: 0.07445522
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0018586499 ---Validation accuracy:--- 0.9844 Validation Loss: 0.07555394
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00096078304 ---Validation accuracy:--- 0.9844 Validation Loss: 0.07392304
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00076676765 ---Validation accuracy:--- 0.9844 Validation Loss: 0.073192075
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006318935 ---Validation accuracy:--- 0.984 Validation Loss: 0.07446888
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0017383196 ---Validation accuracy:--- 0.9804 Validation Loss: 0.08838484
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011457765 ---Validation accuracy:--- 0.982 Validation Loss: 0.08662523
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010041379 ---Validation accuracy:--- 0.982 Validation Loss: 0.08505882
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006682796 ---Validation accuracy:--- 0.9802 Validation Loss: 0.087458566
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007585048 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07866626
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010290607 ---Validation accuracy:--- 0.981 Validation Loss: 0.0800538
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0019263246 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07526074
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012943276 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07491297
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014138366 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07514883
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00095122406 ---Validation accuracy:--- 0.982 Validation Loss: 0.07741183
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0017131834 ---Validation accuracy:--- 0.983 Validation Loss: 0.07540611
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001066549 ---Validation accuracy:--- 0.983 Validation Loss: 0.07425863
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0021269117 ---Validation accuracy:--- 0.9838 Validation Loss: 0.07463707
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00085455587 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07608987
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0032366186 ---Validation accuracy:--- 0.9802 Validation Loss: 0.08481118
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00054528477 ---Validation accuracy:--- 0.981 Validation Loss: 0.08371698
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010252394 ---Validation accuracy:--- 0.9812 Validation Loss: 0.083149895
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007392748 ---Validation accuracy:--- 0.981 Validation Loss: 0.082130514
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0015180628 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07652145
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0026977232 ---Validation accuracy:--- 0.9822 Validation Loss: 0.075605914
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.000675645 ---Validation accuracy:--- 0.982 Validation Loss: 0.07543441
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010716494 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07510766
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001015012 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07774239
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0017070633 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07706635
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007614739 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07690913
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014297641 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07653339
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010972625 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07534474
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00048129723 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07536272
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010389581 ---Validation accuracy:--- 0.9822 Validation Loss: 0.075361215
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00033867676 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07404036
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006500815 ---Validation accuracy:--- 0.9826 Validation Loss: 0.073912926
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012614271 ---Validation accuracy:--- 0.9832 Validation Loss: 0.07397598
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00083744223 ---Validation accuracy:--- 0.983 Validation Loss: 0.073776394
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005695394 ---Validation accuracy:--- 0.983 Validation Loss: 0.074076794
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00031665288 ---Validation accuracy:--- 0.982 Validation Loss: 0.0747349
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005056906 ---Validation accuracy:--- 0.982 Validation Loss: 0.07478854
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00056788384 ---Validation accuracy:--- 0.982 Validation Loss: 0.07468669
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00088233023 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07468678
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00091621495 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07529194
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0004718378 ---Validation accuracy:--- 0.9814 Validation Loss: 0.07521256
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00076740014 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07509652
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007501239 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07518385
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010040714 ---Validation accuracy:--- 0.982 Validation Loss: 0.074931726
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005525634 ---Validation accuracy:--- 0.982 Validation Loss: 0.074846916
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0003756506 ---Validation accuracy:--- 0.982 Validation Loss: 0.07521985
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00048588953 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07642336
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006399779 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07556069
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007846973 ---Validation accuracy:--- 0.981 Validation Loss: 0.07550998
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00014265864 ---Validation accuracy:--- 0.981 Validation Loss: 0.07552307
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00082556234 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07565921
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006804703 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07531622
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.001045563 ---Validation accuracy:--- 0.9818 Validation Loss: 0.075544894
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00047996835 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07599016
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0014885218 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07565241
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.002257426 ---Validation accuracy:--- 0.9824 Validation Loss: 0.075154
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00095314474 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07522662
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009581896 ---Validation accuracy:--- 0.9824 Validation Loss: 0.07527377
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012836657 ---Validation accuracy:--- 0.982 Validation Loss: 0.075368375
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00024620915 ---Validation accuracy:--- 0.982 Validation Loss: 0.07533033
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.002035674 ---Validation accuracy:--- 0.9824 Validation Loss: 0.076913044
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00037594614 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07540252
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00084165065 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07641272
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010419288 ---Validation accuracy:--- 0.982 Validation Loss: 0.07667834
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0011259217 ---Validation accuracy:--- 0.9822 Validation Loss: 0.07671291
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0010593159 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07727783
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0005200224 ---Validation accuracy:--- 0.982 Validation Loss: 0.07711272
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00050062494 ---Validation accuracy:--- 0.982 Validation Loss: 0.07731457
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013934617 ---Validation accuracy:--- 0.9816 Validation Loss: 0.07708546
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009413922 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07707886
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00021774428 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07703033
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013110659 ---Validation accuracy:--- 0.981 Validation Loss: 0.0786295
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0008483233 ---Validation accuracy:--- 0.9818 Validation Loss: 0.07518294
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0012491359 ---Validation accuracy:--- 0.9814 Validation Loss: 0.075440176
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0016598026 ---Validation accuracy:--- 0.982 Validation Loss: 0.074528635
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007654227 ---Validation accuracy:--- 0.9818 Validation Loss: 0.074816495
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0013366592 ---Validation accuracy:--- 0.9826 Validation Loss: 0.07419325
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.00046944976 ---Validation accuracy:--- 0.9812 Validation Loss: 0.07542148
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0028463497 ---Validation accuracy:--- 0.981 Validation Loss: 0.076645665
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0006552924 ---Validation accuracy:--- 0.9814 Validation Loss: 0.0767657
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0023792752 ---Validation accuracy:--- 0.981 Validation Loss: 0.07605187
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0007584241 ---Validation accuracy:--- 0.9808 Validation Loss: 0.0758677
Epoch: 9 ---Training accuracy:--- 1.0 Training Loss: 0.0009903791 ---Validation accuracy:--- 0.9808 Validation Loss: 0.07581671
Wall time: 7min 30s

#Calculate averages
training_average = "Average Training Accuracy:", np.mean(acc_train)
print(training_average)
training_loss_average ="Average Training Loss:", np.mean(loss_train)
print(training_loss_average)
validation_average ="Average Validation Accuracy:", np.mean(acc_val)
print(validation_average)
validation_loss_average = "Average Validation Loss:", np.mean(loss_val)
print(training_loss_average)

('Average Training Accuracy:', 1.0)
('Average Training Loss:', 0.0009903791)
('Average Validation Accuracy:', 0.9808)
('Average Training Loss:', 0.0009903791)

Conclustion:

Of the seven models tested, Model 2 was the best overall performer in terms of accuracy, loss minimization and computation time. Model 2 had the following hyperparameters: 2 hidden layers, 20 nodes per layer, learning rate = .5, epochs = 10 and batch size = 100. Model 2 achieved an average of 100% training accuracy and 95.6% validation accuracy in 1 min 48 seconds. Model 8 also resulted in similar prediction results. Model 8 had the same parameters as Model 2 but had 300 nodes in the first layer and 100 in the second layer. It achieved an average training accuracy score of 100% and an average validation score of 98%. The main difference is Model 7 took 7 min 30 seconds of computation time compared to 1 min 48 seconds. Therefore, Model 2 was deemed the optimal model.

Model 4 was by far the worst performer of the models with average training accuracy of 82% and 75.6% average validation accuracy in 1 min 48 seconds. Model 4 had the following hyperparameters: 5 hidden layers, 10 nodes per layer, learning rate = .5, epochs = 10, batch size = 100)

A conclusion from these results is that in general, increasing the number of nodes per layer has a positive impact on accuracy. However, as nodes per layer increase so does computation time. Another conclusion is that increasing the number of layers does not necessarily lead to more accurate results. This may be a result of the data not being very complex, causing the algorithm to overfit the training data and not generalize to new data.

Using Model 2 as a reference, increasing other hyperparameters like batch size and number of epochs while adjusting learning rate had mostly negative effects on model performance.